From 5d2283deaa5a4078933cd9abf5a85a6e374bf082 Mon Sep 17 00:00:00 2001
From: chiwanko11 <kochiwan@gmail.com>
Date: Thu, 13 Aug 2026 12:18:32 -0700
Subject: [PATCH] test: add comprehensive unit, integration, and e2e test
 suites

Introduce complete test coverage for the ARTEMIS platform across multiple layers:
Unit tests: Add tests for agent nodes (Planner, Operator, Validator, Diagnoser, FlashRunner, Explorer), tools, utils (OCR/XML fusion, UI hierarchy), and data engine.
Integration tests: Add live tool verification, reactive runner, IME, and standalone workflow tests.
E2E tests: Add end-to-end scenario tests for media playback and failure recovery flows.
Fixtures & mocks: Add mock inputs (audio, video, screenshot) and test utilities.
---
 tests/conftest.py                             |   31 +
 tests/e2e/play_youtube.py                     |  326 ++++
 .../e2e/test_failure_analyzer_e2e_youtube.py  |  124 ++
 .../test_explorer_all_tools/helpers.py        |   68 +
 ...t_explorer_all_tools_sequential_mocked.jpg |  Bin 0 -> 868243 bytes
 ...ot_test_explorer_ask_vision_coder_tool.jpg |  Bin 0 -> 868243 bytes
 .../run_live_tools_test.py                    |  280 +++
 .../seed_mock_image.py                        |  162 ++
 .../test_coordinate_normalization_swap.py     |   62 +
 .../test_explorer_all_tools.py                |  334 ++++
 .../test_explorer_ask_image_processor.py      |  372 ++++
 ...st_explorer_ask_image_processor_jupyter.py |  232 +++
 .../test_object_detector_concurrency.py       |  130 ++
 ...est_failure_analyzer_standalone_youtube.py |  126 ++
 .../integration/test_flash_standalone_news.py |   58 +
 .../test_flash_standalone_youtube.py          |   57 +
 tests/integration/test_ime.py                 |   21 +
 tests/integration/test_physical_actions.py    |  102 ++
 .../test_reactive_runner_integration.py       |   45 +
 tests/tools/checker/test_checker_tools.py     |   21 +
 tests/tools/conftest.py                       |   95 +
 tests/tools/diagnoser/test_diagnoser_tools.py |  128 ++
 tests/tools/explorer/test_explorer_tools.py   |   83 +
 .../test_history_analyzer_tools.py            |  101 ++
 tests/tools/hopper/test_hopper_tools.py       |   19 +
 .../test_image_processor_tools.py             |   43 +
 tests/tools/inputs/audio_recording.mp3        |  Bin 0 -> 2537277 bytes
 .../log_analyzer/test_log_analyzer_tools.py   |   61 +
 .../test_object_detector_tools.py             |   58 +
 tests/tools/operator/test_operator_tools.py   |   68 +
 tests/tools/outputter/test_outputter_tools.py |   61 +
 tests/tools/planner/test_planner_tools.py     |   17 +
 .../tools/summarizer/test_summarizer_tools.py |   16 +
 tests/tools/validator/test_validator_tools.py |   75 +
 .../test_video_analyzer_tools.py              |  103 ++
 tests/unit/agents/test_checker.py             |   98 +
 tests/unit/agents/test_diagnoser.py           |  308 ++++
 tests/unit/agents/test_diagnoser_failures.py  |  343 ++++
 tests/unit/agents/test_explorer.py            | 1270 +++++++++++++
 tests/unit/agents/test_explorer_universal.py  |  127 ++
 tests/unit/agents/test_failure_analyzer.py    |  213 +++
 .../agents/test_failure_analyzer_tools.py     |  460 +++++
 tests/unit/agents/test_flash_runner.py        |  113 ++
 .../unit/agents/test_flash_step_summarizer.py |  289 +++
 tests/unit/agents/test_history_analyzer.py    |  377 ++++
 tests/unit/agents/test_operator.py            | 1590 +++++++++++++++++
 tests/unit/agents/test_outputter.py           |  508 ++++++
 .../unit/agents/test_outputter_tools_unit.py  |  102 ++
 tests/unit/agents/test_planner_node.py        |   89 +
 tests/unit/agents/test_snapshot_rollback.py   |  112 ++
 tests/unit/agents/test_summarizer.py          |  216 +++
 tests/unit/agents/test_validator.py           |  913 ++++++++++
 tests/unit/agents/test_video_analyzer.py      |  456 +++++
 .../agents/test_video_analyzer_universal.py   |  234 +++
 .../data_engine/test_end_to_end_thoughts.py   |  167 ++
 tests/unit/data_engine/test_engine.py         |  185 ++
 .../test_latency_optimizations_deep.py        |  566 ++++++
 .../data_engine/test_trace_enhancements.py    |  189 ++
 tests/unit/graph/test_graph.py                |  297 +++
 tests/unit/test_agents.py                     |  146 ++
 tests/unit/test_await.py                      |   30 +
 tests/unit/test_cli.py                        |   65 +
 tests/unit/test_config_package.py             |  541 ++++++
 tests/unit/test_context.py                    |   30 +
 tests/unit/test_drivers.py                    |   91 +
 tests/unit/test_gemini_role.py                |   67 +
 tests/unit/test_model_router.py               |  211 +++
 tests/unit/test_planner.py                    |   46 +
 tests/unit/test_prompt_builder.py             |   56 +
 tests/unit/test_sdk.py                        |   66 +
 tests/unit/test_telemetry.py                  |   55 +
 tests/unit/test_tools.py                      |   70 +
 tests/unit/test_unified_controller_video.py   |  279 +++
 tests/unit/test_update.py                     |   36 +
 .../unit/tools/test_append_note_pure_tool.py  |  132 ++
 tests/unit/tools/test_append_note_tool.py     |  190 ++
 tests/unit/tools/test_click_tool.py           |  158 ++
 tests/unit/tools/test_command_tool.py         |  603 +++++++
 tests/unit/tools/test_committee_tool.py       |  222 +++
 tests/unit/tools/test_explorer_tool.py        |  375 ++++
 tests/unit/tools/test_image_processor_tool.py |   99 +
 tests/unit/tools/test_input_text_tool.py      |  182 ++
 tests/unit/tools/test_launch_app.py           |   92 +
 tests/unit/tools/test_launch_app_tool.py      |  208 +++
 tests/unit/tools/test_list_notes_pure_tool.py |  109 ++
 tests/unit/tools/test_list_notes_tool.py      |  158 ++
 tests/unit/tools/test_log_tool.py             |  115 ++
 tests/unit/tools/test_log_utils.py            |  116 ++
 tests/unit/tools/test_long_press_tool.py      |  162 ++
 .../unit/tools/test_object_detection_tool.py  |  186 ++
 .../unit/tools/test_object_detection_trace.py |   70 +
 tests/unit/tools/test_ocr_tool.py             |  238 +++
 tests/unit/tools/test_press_key_tool.py       |  174 ++
 tests/unit/tools/test_read_hierarchy_tool.py  |  145 ++
 tests/unit/tools/test_read_logs_tool.py       |  140 ++
 tests/unit/tools/test_read_note_pure_tool.py  |  127 ++
 tests/unit/tools/test_read_note_tool.py       |  177 ++
 tests/unit/tools/test_save_note_pure_tool.py  |  122 ++
 tests/unit/tools/test_save_note_tool.py       |  180 ++
 tests/unit/tools/test_search_logs.py          |  262 +++
 tests/unit/tools/test_swipe_tool.py           |  255 +++
 .../unit/tools/test_update_note_pure_tool.py  |  146 ++
 tests/unit/tools/test_update_note_tool.py     |  208 +++
 tests/unit/tools/test_utils.py                |  457 +++++
 .../tools/test_video_analyzer_pure_tool.py    |  139 ++
 tests/unit/tools/test_video_analyzer_tool.py  |  204 +++
 tests/unit/tools/test_wait_tool.py            |  114 ++
 tests/unit/utils/test_app_launch_utils.py     |  148 ++
 tests/unit/utils/test_image_diff.py           |  178 ++
 tests/unit/utils/test_notes.py                |  165 ++
 tests/unit/utils/test_ocr_xml_fusion.py       |  248 +++
 tests/unit/utils/test_task_tree.py            |  650 +++++++
 tests/unit/utils/test_ui_filter.py            |  349 ++++
 tests/unit/utils/test_ui_hierarchy.py         |  243 +++
 tests/unit/utils/test_verification.py         |   77 +
 115 files changed, 22813 insertions(+)
 create mode 100644 tests/conftest.py
 create mode 100644 tests/e2e/play_youtube.py
 create mode 100644 tests/e2e/test_failure_analyzer_e2e_youtube.py
 create mode 100644 tests/integration/agents/explorer/test_explorer_all_tools/helpers.py
 create mode 100644 tests/integration/agents/explorer/test_explorer_all_tools/input_screenshot_test_explorer_all_tools_sequential_mocked.jpg
 create mode 100644 tests/integration/agents/explorer/test_explorer_all_tools/input_screenshot_test_explorer_ask_vision_coder_tool.jpg
 create mode 100644 tests/integration/agents/explorer/test_explorer_all_tools/run_live_tools_test.py
 create mode 100644 tests/integration/agents/explorer/test_explorer_all_tools/seed_mock_image.py
 create mode 100644 tests/integration/agents/explorer/test_explorer_all_tools/test_coordinate_normalization_swap.py
 create mode 100644 tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_all_tools.py
 create mode 100644 tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_ask_image_processor.py
 create mode 100644 tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_ask_image_processor_jupyter.py
 create mode 100644 tests/integration/agents/explorer/test_explorer_all_tools/test_object_detector_concurrency.py
 create mode 100644 tests/integration/test_failure_analyzer_standalone_youtube.py
 create mode 100644 tests/integration/test_flash_standalone_news.py
 create mode 100644 tests/integration/test_flash_standalone_youtube.py
 create mode 100644 tests/integration/test_ime.py
 create mode 100644 tests/integration/test_physical_actions.py
 create mode 100644 tests/integration/test_reactive_runner_integration.py
 create mode 100644 tests/tools/checker/test_checker_tools.py
 create mode 100644 tests/tools/conftest.py
 create mode 100644 tests/tools/diagnoser/test_diagnoser_tools.py
 create mode 100644 tests/tools/explorer/test_explorer_tools.py
 create mode 100644 tests/tools/history_analyzer/test_history_analyzer_tools.py
 create mode 100644 tests/tools/hopper/test_hopper_tools.py
 create mode 100644 tests/tools/image_processor/test_image_processor_tools.py
 create mode 100644 tests/tools/inputs/audio_recording.mp3
 create mode 100644 tests/tools/log_analyzer/test_log_analyzer_tools.py
 create mode 100644 tests/tools/object_detector/test_object_detector_tools.py
 create mode 100644 tests/tools/operator/test_operator_tools.py
 create mode 100644 tests/tools/outputter/test_outputter_tools.py
 create mode 100644 tests/tools/planner/test_planner_tools.py
 create mode 100644 tests/tools/summarizer/test_summarizer_tools.py
 create mode 100644 tests/tools/validator/test_validator_tools.py
 create mode 100644 tests/tools/video_analyzer/test_video_analyzer_tools.py
 create mode 100644 tests/unit/agents/test_checker.py
 create mode 100644 tests/unit/agents/test_diagnoser.py
 create mode 100644 tests/unit/agents/test_diagnoser_failures.py
 create mode 100644 tests/unit/agents/test_explorer.py
 create mode 100644 tests/unit/agents/test_explorer_universal.py
 create mode 100644 tests/unit/agents/test_failure_analyzer.py
 create mode 100644 tests/unit/agents/test_failure_analyzer_tools.py
 create mode 100644 tests/unit/agents/test_flash_runner.py
 create mode 100644 tests/unit/agents/test_flash_step_summarizer.py
 create mode 100644 tests/unit/agents/test_history_analyzer.py
 create mode 100644 tests/unit/agents/test_operator.py
 create mode 100644 tests/unit/agents/test_outputter.py
 create mode 100644 tests/unit/agents/test_outputter_tools_unit.py
 create mode 100644 tests/unit/agents/test_planner_node.py
 create mode 100644 tests/unit/agents/test_snapshot_rollback.py
 create mode 100644 tests/unit/agents/test_summarizer.py
 create mode 100644 tests/unit/agents/test_validator.py
 create mode 100644 tests/unit/agents/test_video_analyzer.py
 create mode 100644 tests/unit/agents/test_video_analyzer_universal.py
 create mode 100644 tests/unit/data_engine/test_end_to_end_thoughts.py
 create mode 100644 tests/unit/data_engine/test_engine.py
 create mode 100644 tests/unit/data_engine/test_latency_optimizations_deep.py
 create mode 100644 tests/unit/data_engine/test_trace_enhancements.py
 create mode 100644 tests/unit/graph/test_graph.py
 create mode 100644 tests/unit/test_agents.py
 create mode 100644 tests/unit/test_await.py
 create mode 100644 tests/unit/test_cli.py
 create mode 100644 tests/unit/test_config_package.py
 create mode 100644 tests/unit/test_context.py
 create mode 100644 tests/unit/test_drivers.py
 create mode 100644 tests/unit/test_gemini_role.py
 create mode 100644 tests/unit/test_model_router.py
 create mode 100644 tests/unit/test_planner.py
 create mode 100644 tests/unit/test_prompt_builder.py
 create mode 100644 tests/unit/test_sdk.py
 create mode 100644 tests/unit/test_telemetry.py
 create mode 100644 tests/unit/test_tools.py
 create mode 100644 tests/unit/test_unified_controller_video.py
 create mode 100644 tests/unit/test_update.py
 create mode 100644 tests/unit/tools/test_append_note_pure_tool.py
 create mode 100644 tests/unit/tools/test_append_note_tool.py
 create mode 100644 tests/unit/tools/test_click_tool.py
 create mode 100644 tests/unit/tools/test_command_tool.py
 create mode 100644 tests/unit/tools/test_committee_tool.py
 create mode 100644 tests/unit/tools/test_explorer_tool.py
 create mode 100644 tests/unit/tools/test_image_processor_tool.py
 create mode 100644 tests/unit/tools/test_input_text_tool.py
 create mode 100644 tests/unit/tools/test_launch_app.py
 create mode 100644 tests/unit/tools/test_launch_app_tool.py
 create mode 100644 tests/unit/tools/test_list_notes_pure_tool.py
 create mode 100644 tests/unit/tools/test_list_notes_tool.py
 create mode 100644 tests/unit/tools/test_log_tool.py
 create mode 100644 tests/unit/tools/test_log_utils.py
 create mode 100644 tests/unit/tools/test_long_press_tool.py
 create mode 100644 tests/unit/tools/test_object_detection_tool.py
 create mode 100644 tests/unit/tools/test_object_detection_trace.py
 create mode 100644 tests/unit/tools/test_ocr_tool.py
 create mode 100644 tests/unit/tools/test_press_key_tool.py
 create mode 100644 tests/unit/tools/test_read_hierarchy_tool.py
 create mode 100644 tests/unit/tools/test_read_logs_tool.py
 create mode 100644 tests/unit/tools/test_read_note_pure_tool.py
 create mode 100644 tests/unit/tools/test_read_note_tool.py
 create mode 100644 tests/unit/tools/test_save_note_pure_tool.py
 create mode 100644 tests/unit/tools/test_save_note_tool.py
 create mode 100644 tests/unit/tools/test_search_logs.py
 create mode 100644 tests/unit/tools/test_swipe_tool.py
 create mode 100644 tests/unit/tools/test_update_note_pure_tool.py
 create mode 100644 tests/unit/tools/test_update_note_tool.py
 create mode 100644 tests/unit/tools/test_utils.py
 create mode 100644 tests/unit/tools/test_video_analyzer_pure_tool.py
 create mode 100644 tests/unit/tools/test_video_analyzer_tool.py
 create mode 100644 tests/unit/tools/test_wait_tool.py
 create mode 100644 tests/unit/utils/test_app_launch_utils.py
 create mode 100644 tests/unit/utils/test_image_diff.py
 create mode 100644 tests/unit/utils/test_notes.py
 create mode 100644 tests/unit/utils/test_ocr_xml_fusion.py
 create mode 100644 tests/unit/utils/test_task_tree.py
 create mode 100644 tests/unit/utils/test_ui_filter.py
 create mode 100644 tests/unit/utils/test_ui_hierarchy.py
 create mode 100644 tests/unit/utils/test_verification.py

diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..e3c2118
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,31 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Global pytest fixtures for ARTEMIS test suite."""
+
+import pytest
+from artemis.core.context import ExecutionContext
+from artemis.drivers.mock.mock_driver import MockDeviceDriver
+
+
+@pytest.fixture
+def mock_driver():
+    """Provides an isolated MockDeviceDriver instance."""
+    return MockDeviceDriver(device_id="fixture-mock-device", width=1080, height=2400)
+
+
+@pytest.fixture
+def test_context():
+    """Provides a fresh ExecutionContext."""
+    return ExecutionContext(task_goal="Test sample task objective", device_id="fixture-mock-device")
diff --git a/tests/e2e/play_youtube.py b/tests/e2e/play_youtube.py
new file mode 100644
index 0000000..266f897
--- /dev/null
+++ b/tests/e2e/play_youtube.py
@@ -0,0 +1,326 @@
+#!/usr/bin/env python3
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+import re
+import subprocess
+import sys
+import time
+import xml.etree.ElementTree as ET
+
+
+def run_cmd(cmd):
+    """Runs a local shell command and returns stdout, stderr."""
+    result = subprocess.run(cmd, shell=True, capture_output=True, text=True)
+    return result.stdout.strip(), result.stderr.strip()
+
+
+def adb_cmd(cmd):
+    """Runs an adb command."""
+    return run_cmd(f"adb {cmd}")
+
+
+def dump_ui():
+    """Dumps the UI hierarchy and returns it as an XML string."""
+    # Try to dump to a specified path
+    out, err = adb_cmd("shell uiautomator dump /data/local/tmp/uidump.xml")
+    path = "/data/local/tmp/uidump.xml"
+
+    if "dumped to" not in out and "dumped to" not in err:
+        # Try default dump
+        out, err = adb_cmd("shell uiautomator dump")
+        match = re.search(r"dumped to: (.*)", out + "\n" + err)
+        if match:
+            path = match.group(1).strip()
+        else:
+            # Fallback common path
+            path = "/sdcard/window_dump.xml"
+
+    local_path = "temp_uidump.xml"
+    # Ensure we remove local temp file if it exists
+    if os.path.exists(local_path):
+        os.remove(local_path)
+
+    out, err = adb_cmd(f"pull {path} {local_path}")
+
+    if os.path.exists(local_path):
+        with open(local_path, encoding="utf-8") as f:
+            content = f.read()
+        os.remove(local_path)
+        return content
+    else:
+        print(f"Failed to pull UI dump from {path}. Out: {out}, Err: {err}")
+    return None
+
+
+def parse_bounds(bounds_str):
+    """Parses bounds string '[left,top][right,bottom]' into [left, top, right, bottom]."""
+    m = re.match(r"\[(\d+),(\d+)\]\[(\d+),(\d+)\]", bounds_str)
+    if m:
+        return [int(x) for x in m.groups()]
+    return None
+
+
+def get_center(bounds):
+    """Returns the center (x, y) of the bounds."""
+    return (bounds[0] + bounds[2]) // 2, (bounds[1] + bounds[3]) // 2
+
+
+def find_nodes(xml_str, filter_fn):
+    """Finds all nodes in the XML that match the filter function."""
+    try:
+        root = ET.fromstring(xml_str)
+    except Exception as e:
+        print(f"Failed to parse XML: {e}")
+        return []
+
+    matched = []
+    for node in root.iter("node"):
+        attrib = node.attrib
+        if filter_fn(attrib):
+            matched.append(attrib)
+    return matched
+
+
+def tap_element(element, description="element"):
+    bounds_str = element.get("bounds")
+    if bounds_str:
+        bounds = parse_bounds(bounds_str)
+        if bounds:
+            x, y = get_center(bounds)
+            print(f"Tapping {description} at [{x}, {y}]")
+            adb_cmd(f"shell input tap {x} {y}")
+            return True
+    return False
+
+
+def bypass_chrome_welcome(timeout=15):
+    """Bypasses Chrome welcome/sync screens if they appear."""
+    print("Checking for Chrome welcome/sync screens...")
+    start_time = time.time()
+    while time.time() - start_time < timeout:
+        xml = dump_ui()
+        if not xml:
+            time.sleep(1)
+            continue
+
+        # Check for "Accept & continue"
+        accept_nodes = find_nodes(
+            xml,
+            lambda a: (
+                a.get("text") == "Accept & continue" or "terms_accept" in a.get("resource-id", "")
+            ),
+        )
+        if accept_nodes:
+            print("Found 'Accept & continue' screen.")
+            tap_element(accept_nodes[0], "'Accept & continue' button")
+            time.sleep(2)
+            continue
+
+        # Check for "No thanks" or "Don't turn on" (Sync promo)
+        no_thanks_nodes = find_nodes(
+            xml,
+            lambda a: (
+                a.get("text") in ["No thanks", "Don't turn on"]
+                or "negative_button" in a.get("resource-id", "")
+            ),
+        )
+        if no_thanks_nodes:
+            print("Found Sync/Promo screen.")
+            tap_element(no_thanks_nodes[0], "'No thanks' button")
+            time.sleep(2)
+            continue
+
+        # Check if we are already on a webpage or home page (e.g., search bar is visible, or youtube content)
+        # If we don't see welcome screens anymore, we might be good.
+        # Let's check if we see "Search or type URL" or similar Chrome home elements, or YouTube.
+        youtube_nodes = find_nodes(
+            xml,
+            lambda a: (
+                "youtube" in a.get("text", "").lower()
+                or "youtube" in a.get("content-desc", "").lower()
+            ),
+        )
+        chrome_home = find_nodes(
+            xml,
+            lambda a: "search or type web address" in a.get("text", "").lower(),
+        )
+
+        if youtube_nodes or chrome_home:
+            print("Chrome seems to be in main browser view.")
+            break
+
+        print("Waiting for welcome screens to resolve or main view to appear...")
+        time.sleep(1)
+
+
+def play_first_video(timeout=20):
+    """Finds and clicks the first video on the YouTube page."""
+    print("Waiting for YouTube to load and finding a video...")
+    start_time = time.time()
+    while time.time() - start_time < timeout:
+        xml = dump_ui()
+        if not xml:
+            time.sleep(1)
+            continue
+
+        # Look for video elements.
+        # Heuristic: clickable elements with content-desc containing "views" and "ago"
+        # or elements that look like video titles.
+        video_nodes = []
+
+        # Try finding by content-desc (common for video cards)
+        video_nodes = find_nodes(
+            xml,
+            lambda a: a.get("clickable") == "true" and "views" in a.get("content-desc", "").lower(),
+        )
+
+        # If not found, try finding any node with "views" and "ago" in text/desc and click it
+        if not video_nodes:
+            video_nodes = find_nodes(
+                xml,
+                lambda a: (
+                    (
+                        "views" in a.get("content-desc", "").lower()
+                        and "ago" in a.get("content-desc", "").lower()
+                    )
+                    or ("views" in a.get("text", "").lower() and "ago" in a.get("text", "").lower())
+                ),
+            )
+
+        # If still not found, maybe we are on a cookie consent page?
+        # Check for "Before you continue to YouTube" or "Reject all" / "Accept all"
+        consent_nodes = find_nodes(
+            xml,
+            lambda a: a.get("text") in ["Reject all", "Accept all", "I agree"],
+        )
+        if consent_nodes:
+            print("Found cookie consent banner. Clicking 'Accept all' or 'I agree'...")
+            # Prefer Accept/Agree
+            agree_node = [n for n in consent_nodes if n.get("text") in ["Accept all", "I agree"]]
+            node_to_click = agree_node[0] if agree_node else consent_nodes[0]
+            tap_element(node_to_click, "Consent button")
+            time.sleep(3)
+            continue
+
+        if video_nodes:
+            print(f"Found {len(video_nodes)} potential video elements.")
+            # Click the first one
+            first_video = video_nodes[0]
+            desc = first_video.get("content-desc", first_video.get("text", "video"))
+            print(f"Selecting video: {desc[:50]}...")
+            if tap_element(first_video, "first video"):
+                return True
+
+        print("Still waiting for videos to load...")
+        time.sleep(2)
+
+    print("Failed to find a video to play.")
+    return False
+
+
+def verify_playback(timeout=15):
+    """Verifies that the video is playing."""
+    print("Verifying playback...")
+    start_time = time.time()
+    while time.time() - start_time < timeout:
+        xml = dump_ui()
+        if not xml:
+            time.sleep(1)
+            continue
+
+        # Check for video player element
+        player_nodes = find_nodes(
+            xml,
+            lambda a: (
+                "video player" in a.get("text", "").lower()
+                or "video player" in a.get("content-desc", "").lower()
+            ),
+        )
+        if player_nodes:
+            print("Video player detected on screen.")
+
+            # Check if it's paused or if we need to click play
+            # Sometimes there is a "Play video" button if it didn't auto-play
+            play_button = find_nodes(
+                xml,
+                lambda a: a.get("text") == "Play" or a.get("content-desc") == "Play video",
+            )
+            if play_button:
+                print("Video is paused. Clicking play...")
+                tap_element(play_button[0], "Play button")
+                time.sleep(2)
+            else:
+                print("Video seems to be playing (no play button blocking it, player active).")
+
+            # Check for "TAP TO UNMUTE"
+            unmute_button = find_nodes(xml, lambda a: "unmute" in a.get("text", "").lower())
+            if unmute_button:
+                print("Optional: Clicking unmute...")
+                tap_element(unmute_button[0], "Unmute button")
+
+            return True
+
+        print("Waiting for video player to appear...")
+        time.sleep(2)
+    return False
+
+
+def main():
+    # Ensure a device is connected
+    out, err = run_cmd("adb devices")
+    devices = [
+        line.split()[0]
+        for line in out.splitlines()[1:]
+        if line.strip() and not line.startswith("*")
+    ]
+    if not devices:
+        print("No ADB devices found. Please connect a device and try again.")
+        sys.exit(1)
+    print(f"Using device: {devices[0]}")
+
+    # Optional: Clear Chrome to test clean run (highly recommended for testing the script itself)
+    # To enable, uncomment the line below:
+    # print("Clearing Chrome data for a clean test...")
+    # adb_cmd("shell pm clear com.android.chrome")
+    # time.sleep(2)
+
+    # Start Chrome and navigate to YouTube
+    url = "https://m.youtube.com"
+    print(f"Starting Chrome and navigating to {url}...")
+    # -d specifies the data URI
+    # -n specifies the component
+    adb_cmd(f"shell am start -n com.android.chrome/com.google.android.apps.chrome.Main -d {url}")
+
+    # Wait for app to launch
+    time.sleep(3)
+
+    # Step 1: Bypass welcome screens
+    bypass_chrome_welcome()
+
+    # Step 2: Play the first video
+    if play_first_video():
+        # Step 3: Verify it plays
+        time.sleep(3)  # Wait for transition
+        if verify_playback():
+            print("SUCCESS: Chrome opened, navigated to YouTube, and video playback started!")
+        else:
+            print("FAILURE: Video player not detected or failed to play.")
+    else:
+        print("FAILURE: Could not find or click a video.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/tests/e2e/test_failure_analyzer_e2e_youtube.py b/tests/e2e/test_failure_analyzer_e2e_youtube.py
new file mode 100644
index 0000000..203ef60
--- /dev/null
+++ b/tests/e2e/test_failure_analyzer_e2e_youtube.py
@@ -0,0 +1,124 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import logging
+import os
+import sys
+from unittest.mock import patch
+from dotenv import load_dotenv
+
+# Ensure we can import from project
+sys.path.append(os.path.dirname(__file__))
+
+from artemis.sdk import Agent
+from artemis.sdk.builders import Builders
+from artemis.sdk.types import AgentProfile
+from artemis.agents.validator.validator import ValidatorNode, ValidationErrorCategory
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger("test_fa_e2e")
+
+# We want to fail the first validation to trigger the Failure Analyzer
+original_validate = ValidatorNode._validate_action_precondition
+original_validate_pixel = ValidatorNode._validate_action_precondition_pixel
+
+has_failed_once = False
+
+
+async def mock_validate_action_precondition(self, session, action_item, state=None):
+    global has_failed_once
+    if not has_failed_once:
+        has_failed_once = True
+        logger.warning(">>> MOCK VALIDATOR: Simulating pre-execution XML validation failure!")
+        return (
+            False,
+            ValidationErrorCategory.TARGET_DISAPPEARED,
+            "Simulated pre-execution XML validation failure",
+        )
+    return await original_validate(self, session, action_item, state=state)
+
+
+async def mock_validate_action_precondition_pixel(
+    self,
+    session,
+    action_item,
+    pre_screenshot_b64,
+    original_coords=None,
+    state=None,
+):
+    global has_failed_once
+    if not has_failed_once:
+        has_failed_once = True
+        logger.warning(">>> MOCK VALIDATOR: Simulating pre-execution Pixel validation failure!")
+        return (
+            False,
+            ValidationErrorCategory.TARGET_DISAPPEARED,
+            "Simulated pre-execution Pixel validation failure",
+        )
+    return await original_validate_pixel(
+        self,
+        session,
+        action_item,
+        pre_screenshot_b64,
+        original_coords,
+        state=state,
+    )
+
+
+async def main():
+    load_dotenv()
+
+    # Check if emulator/device is connected
+    import subprocess
+
+    res = subprocess.run(["adb", "devices"], capture_output=True, text=True)
+    print("ADB Devices:")
+    print(res.stdout)
+
+    # 1. Initialize agent
+    logger.info("Initializing Agent...")
+    profile = AgentProfile(name="default", from_file="llm-config.override.jsonc")
+    config = Builders.AgentConfig.with_default_profile(profile).build()
+
+    agent = Agent(config=config)
+    await agent.init()
+
+    # 2. Run the task with patches
+    goal = "Play a video in full screen on YouTube in Chrome"
+    logger.info(f"Running task with goal: {goal}")
+
+    with (
+        patch.object(
+            ValidatorNode,
+            "_validate_action_precondition",
+            mock_validate_action_precondition,
+        ),
+        patch.object(
+            ValidatorNode,
+            "_validate_action_precondition_pixel",
+            mock_validate_action_precondition_pixel,
+        ),
+    ):
+        try:
+            result = await agent.run_task(goal=goal, name="test_fa_youtube_fullscreen")
+            logger.info(f"Task finished! Result: {result}")
+        except Exception:
+            logger.exception("Error during execution:")
+        finally:
+            await agent.clean()
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/tests/integration/agents/explorer/test_explorer_all_tools/helpers.py b/tests/integration/agents/explorer/test_explorer_all_tools/helpers.py
new file mode 100644
index 0000000..d74e678
--- /dev/null
+++ b/tests/integration/agents/explorer/test_explorer_all_tools/helpers.py
@@ -0,0 +1,68 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Helper utilities for Explorer integration tests."""
+
+from pathlib import Path
+from PIL import Image
+from unittest.mock import MagicMock
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+
+
+def create_mock_context() -> MagicMock:
+    """Creates a mock ArtemisContext suitable for Explorer tests."""
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.device = MagicMock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+    ctx.llm_config = MagicMock()
+    ctx.agent_config = MagicMock()
+    ctx.agent_config.blacklisted_tools = {"explorer": []}
+    ctx.data_engine = None
+    ctx.adb_client = None
+    return ctx
+
+
+def create_mock_state() -> MagicMock:
+    """Creates a mock State suitable for Explorer tests."""
+    state = MagicMock(spec=State)
+    state.operator_raw_data = {"width": 1080, "height": 2400}
+    state.latest_ui_hierarchy = []
+    state.latest_screenshot = None
+    return state
+
+
+def get_or_create_test_screenshot(preferred_path: Path | None = None) -> Path:
+    """Finds an existing test screenshot or generates a valid 1080x2400 mock JPEG."""
+    if preferred_path and preferred_path.exists() and preferred_path.stat().st_size > 0:
+        return preferred_path
+
+    # Search known repo screenshot paths
+    candidate_paths = [
+        Path(__file__).parent / "input_screenshot_test_explorer_all_tools_sequential_mocked.jpg",
+        Path(__file__).parent / "input_screenshot_test_explorer_ask_vision_coder_tool.jpg",
+        Path(__file__).parents[3] / "tools" / "inputs" / "screenshot.jpg",
+    ]
+    for p in candidate_paths:
+        if p.exists() and p.stat().st_size > 0:
+            return p
+
+    # If none found, generate a mock RGB image
+    out_path = (
+        Path(__file__).parent / "input_screenshot_test_explorer_all_tools_sequential_mocked.jpg"
+    )
+    img = Image.new("RGB", (1080, 2400), color=(73, 109, 137))
+    img.save(out_path, format="JPEG")
+    return out_path
diff --git a/tests/integration/agents/explorer/test_explorer_all_tools/input_screenshot_test_explorer_all_tools_sequential_mocked.jpg b/tests/integration/agents/explorer/test_explorer_all_tools/input_screenshot_test_explorer_all_tools_sequential_mocked.jpg
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diff --git a/tests/integration/agents/explorer/test_explorer_all_tools/run_live_tools_test.py b/tests/integration/agents/explorer/test_explorer_all_tools/run_live_tools_test.py
new file mode 100644
index 0000000..52aa515
--- /dev/null
+++ b/tests/integration/agents/explorer/test_explorer_all_tools/run_live_tools_test.py
@@ -0,0 +1,280 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import json
+import logging
+from pathlib import Path
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.agents.explorer.explorer import Explorer
+from tests.integration.agents.explorer.test_explorer_all_tools.helpers import (
+    create_mock_context,
+    create_mock_state,
+)
+from tests.integration.agents.explorer.test_explorer_all_tools.seed_mock_image import (
+    seed_database,
+)
+
+# Set up logging to stdout
+logging.basicConfig(level=logging.INFO, format="%(message)s")
+logger = logging.getLogger("live_tools_test")
+
+
+def extract_and_print_tool_results(contents, set_idx, logger):
+    logger.info("\n======================================================================")
+    logger.info(f"  RESULTS FOR INPUT TEST SET {set_idx}")
+    logger.info("======================================================================")
+
+    for content in contents:
+        if content.role != "tool":
+            continue
+        for part in content.parts:
+            if part.function_response:
+                name = part.function_response.name
+                response_data = part.function_response.response
+
+                # Extract result text
+                tool_text = None
+                if hasattr(response_data, "get"):
+                    tool_text = response_data.get("result")
+                elif hasattr(response_data, "fields"):
+                    tool_text = response_data.fields.get("result")
+                else:
+                    tool_text = getattr(response_data, "result", None)
+
+                logger.info(f"\n🛠️ Tool: '{name}'")
+                logger.info("--------------------------------------------------")
+                logger.info(f"Output Result:\n{tool_text}")
+
+            if part.inline_data and part.inline_data.mime_type == "image/jpeg":
+                logger.info(
+                    f"📷 Visual Data: Attached {len(part.inline_data.data)}"
+                    " bytes of annotated JPEG screenshot"
+                )
+
+
+async def run_single_set(set_idx, query, search_query, labels, coords_nx, coords_ny, candidates):
+    import os
+
+    os.environ["GOOGLE_API_KEY"] = "dummy_api_key"
+
+    mock_ctx = create_mock_context()
+    mock_ctx.llm_config.utils = MagicMock()
+    mock_ctx.llm_config.utils.object_detector = MagicMock()
+    mock_ctx.llm_config.utils.object_detector.model = "gemini-2.5-flash"
+    mock_ctx.llm_config.utils.object_detector.timeout = 10.0
+
+    mock_state = create_mock_state()
+
+    screenshot_path = (
+        Path(__file__).resolve().parent
+        / "input_screenshot_test_explorer_all_tools_sequential_mocked.jpg"
+    )
+
+    # Multi-turn sequential mock client
+    # Turn 1: get_ocr_list
+    mock_fc_ocr = MagicMock()
+    mock_fc_ocr.name = "get_ocr_list"
+    mock_fc_ocr.args = {}
+    mock_resp_ocr = MagicMock()
+    mock_resp_ocr.function_calls = [mock_fc_ocr]
+
+    # Turn 2: search_xml_ocr with query
+    mock_fc_search = MagicMock()
+    mock_fc_search.name = "search_xml_ocr"
+    mock_fc_search.args = {"query": search_query}
+    mock_resp_search = MagicMock()
+    mock_resp_search.function_calls = [mock_fc_search]
+
+    # Turn 3: detect_objects
+    mock_fc_detect = MagicMock()
+    mock_fc_detect.name = "detect_objects"
+    mock_fc_detect.args = {"labels": labels, "target_image_id": "img_0"}
+    mock_resp_detect = MagicMock()
+    mock_resp_detect.function_calls = [mock_fc_detect]
+
+    # Turn 4: search_xml_ocr with coordinates
+    mock_fc_coords = MagicMock()
+    mock_fc_coords.name = "search_xml_ocr"
+    mock_fc_coords.args = {"nx": coords_nx, "ny": coords_ny}
+    mock_resp_coords = MagicMock()
+    mock_resp_coords.function_calls = [mock_fc_coords]
+
+    # Turn 5: submit_answer
+    mock_fc_submit = MagicMock()
+    mock_fc_submit.name = "submit_answer"
+    mock_fc_submit.args = {
+        "candidates": candidates,
+        "fallback_message": f"Successfully verified test set {set_idx}",
+    }
+    mock_resp_submit = MagicMock()
+    mock_resp_submit.function_calls = [mock_fc_submit]
+
+    mock_client = MagicMock()
+
+    # Mock client.aio.models.generate_content side effects for ReAct turns
+    mock_client.aio.models.generate_content = AsyncMock(
+        side_effect=[
+            mock_resp_ocr,
+            mock_resp_search,
+            mock_resp_detect,
+            mock_resp_coords,
+            mock_resp_submit,
+        ]
+    )
+
+    # Mock the internal model call for _detect_single_label inside detect_objects
+    mock_detect_response = MagicMock()
+    y_norm, x_norm = 0, 0
+    if "gear icon" in labels:
+        y_norm, x_norm = 300, 200
+    elif "dashboard icon" in labels:
+        y_norm, x_norm = 500, 500
+    elif "magnifying glass icon" in labels:
+        y_norm, x_norm = 140, 875
+    elif "avatar icon" in labels:
+        y_norm, x_norm = 825, 375
+    elif "arrow back icon" in labels:
+        y_norm, x_norm = 75, 100
+
+    mock_detect_response.text = json.dumps([{"point": [y_norm, x_norm]}])
+
+    mock_detector_client = MagicMock()
+    mock_detector_client.aio.models.generate_content = AsyncMock(return_value=mock_detect_response)
+
+    with (
+        patch(
+            "google.genai.Client",
+            side_effect=[mock_client, mock_detector_client],
+        ),
+    ):
+        explorer = Explorer(mock_ctx)
+        await explorer.run(
+            query=query,
+            context_feedback="",
+            screenshot_path=str(screenshot_path),
+            state=mock_state,
+        )
+
+        call_args_list = mock_client.aio.models.generate_content.call_args_list
+        contents = call_args_list[4].kwargs.get("contents") or call_args_list[4].args[0]
+        extract_and_print_tool_results(contents, set_idx, logger)
+
+
+async def main():
+    import shutil
+    from artemis.config import settings
+
+    # Define outputs directory
+    outputs_dir = Path(__file__).resolve().parent / "outputs"
+    if outputs_dir.exists():
+        shutil.rmtree(outputs_dir)
+    outputs_dir.mkdir(parents=True, exist_ok=True)
+
+    # Redirect traces output to outputs/ and only keep the latest run
+    settings.TRACES_PATH = outputs_dir
+
+    # 1. Seed the SQLite DB record first
+    seed_database()
+
+    # 2. Define the 5 groups of input tests
+    test_sets = [
+        {
+            "query": "Verify Settings button",
+            "search_query": "Settings",
+            "labels": ["gear icon"],
+            "coords_nx": (185),  # Matches pixel center [200, 225] on [1080, 2400] scale
+            "coords_ny": 93,
+            "candidates": [
+                {
+                    "label": "S1",
+                    "coords": [185, 93],
+                    "description": "Settings Button",
+                }
+            ],
+        },
+        {
+            "query": "Verify Dashboard button",
+            "search_query": "Dashboard",
+            "labels": ["dashboard icon"],
+            "coords_nx": (462),  # Matches pixel center [500, 500] on [1080, 2400] scale
+            "coords_ny": 208,
+            "candidates": [
+                {
+                    "label": "S1",
+                    "coords": [462, 208],
+                    "description": "Dashboard Button",
+                }
+            ],
+        },
+        {
+            "query": "Verify Search bar",
+            "search_query": "Search",
+            "labels": ["magnifying glass icon"],
+            "coords_nx": (810),  # Matches pixel center [875, 140] on [1080, 2400] scale
+            "coords_ny": 58,
+            "candidates": [
+                {
+                    "label": "S1",
+                    "coords": [810, 58],
+                    "description": "Search bar",
+                }
+            ],
+        },
+        {
+            "query": "Verify Profile icon",
+            "search_query": "Profile",
+            "labels": ["avatar icon"],
+            "coords_nx": (347),  # Matches pixel center [375, 825] on [1080, 2400] scale
+            "coords_ny": 343,
+            "candidates": [
+                {
+                    "label": "S1",
+                    "coords": [347, 343],
+                    "description": "Profile icon",
+                }
+            ],
+        },
+        {
+            "query": "Verify Back button",
+            "search_query": "Back",
+            "labels": ["arrow back icon"],
+            "coords_nx": (92),  # Matches pixel center [100, 75] on [1080, 2400] scale
+            "coords_ny": 31,
+            "candidates": [
+                {
+                    "label": "S1",
+                    "coords": [92, 31],
+                    "description": "Back button",
+                }
+            ],
+        },
+    ]
+
+    # 3. Run all 5 sets sequentially
+    for i, test in enumerate(test_sets, 1):
+        await run_single_set(
+            set_idx=i,
+            query=test["query"],
+            search_query=test["search_query"],
+            labels=test["labels"],
+            coords_nx=test["coords_nx"],
+            coords_ny=test["coords_ny"],
+            candidates=test["candidates"],
+        )
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/tests/integration/agents/explorer/test_explorer_all_tools/seed_mock_image.py b/tests/integration/agents/explorer/test_explorer_all_tools/seed_mock_image.py
new file mode 100644
index 0000000..86b860c
--- /dev/null
+++ b/tests/integration/agents/explorer/test_explorer_all_tools/seed_mock_image.py
@@ -0,0 +1,162 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import hashlib
+import json
+from pathlib import Path
+import sqlite3
+
+
+def seed_database():
+    db_path = Path(__file__).resolve().parents[5] / "traces" / "data_engine.db"
+    screenshot_path = (
+        Path(__file__).resolve().parent
+        / "input_screenshot_test_explorer_all_tools_sequential_mocked.jpg"
+    )
+
+    if not screenshot_path.exists():
+        # Try fallback to tests/screenshots/pixel_phone_mockup.png
+        source_path = (
+            Path(__file__).resolve().parents[5] / "tests" / "screenshots" / "pixel_phone_mockup.png"
+        )
+        import shutil
+
+        shutil.copy(source_path, screenshot_path)
+        print(f"Copied screenshot from {source_path} to {screenshot_path}")
+
+    # Compute SHA-256 hash
+    sha256_hash = hashlib.sha256()
+    with open(screenshot_path, "rb") as f:
+        for byte_block in iter(lambda: f.read(4096), b""):
+            sha256_hash.update(byte_block)
+    computed_hash = sha256_hash.hexdigest()
+    print(f"Computed screenshot hash: {computed_hash}")
+
+    # Bounding elements
+    # 1. Settings [100, 200][300, 250] -> center pixel [200, 225] -> normalized [185, 93]
+    # 2. Dashboard [400, 400][600, 600] -> center pixel [500, 500] -> normalized [462, 208]
+    # 3. Search [800, 100][950, 180] -> center pixel [875, 140] -> normalized [810, 58]
+    # 4. Profile [300, 800][450, 850] -> center pixel [375, 825] -> normalized [347, 343]
+    # 5. Back [50, 50][150, 100] -> center pixel [100, 75] -> normalized [92, 31]
+
+    ocr_result = [
+        {"text": "Screen Dashboard Title", "position": []},
+        {
+            "text": "Settings",
+            "position": [
+                {"x": 100, "y": 200},
+                {"x": 300, "y": 200},
+                {"x": 300, "y": 250},
+                {"x": 100, "y": 250},
+            ],
+        },
+        {
+            "text": "Dashboard",
+            "position": [
+                {"x": 400, "y": 400},
+                {"x": 600, "y": 400},
+                {"x": 600, "y": 600},
+                {"x": 400, "y": 600},
+            ],
+        },
+        {
+            "text": "Search",
+            "position": [
+                {"x": 800, "y": 100},
+                {"x": 950, "y": 100},
+                {"x": 950, "y": 180},
+                {"x": 800, "y": 180},
+            ],
+        },
+        {
+            "text": "Profile",
+            "position": [
+                {"x": 300, "y": 800},
+                {"x": 450, "y": 800},
+                {"x": 450, "y": 850},
+                {"x": 300, "y": 850},
+            ],
+        },
+        {
+            "text": "Back",
+            "position": [
+                {"x": 50, "y": 50},
+                {"x": 150, "y": 50},
+                {"x": 150, "y": 100},
+                {"x": 50, "y": 100},
+            ],
+        },
+    ]
+
+    ui_tree = [
+        {"class": "android.widget.FrameLayout", "bounds": "[0,0][1080,2400]"},
+        {
+            "class": "android.widget.Button",
+            "text": "Settings",
+            "resource-id": "com.example.app:id/settings",
+            "clickable": "true",
+            "bounds": "[100,200][300,250]",
+        },
+        {
+            "class": "android.widget.Button",
+            "text": "Dashboard",
+            "resource-id": "com.example.app:id/dashboard",
+            "clickable": "true",
+            "bounds": "[400,400][600,600]",
+        },
+        {
+            "class": "android.widget.Button",
+            "text": "Search",
+            "resource-id": "com.example.app:id/search",
+            "clickable": "true",
+            "bounds": "[800,100][950,180]",
+        },
+        {
+            "class": "android.widget.Button",
+            "text": "Profile",
+            "resource-id": "com.example.app:id/profile",
+            "clickable": "true",
+            "bounds": "[300,800][450,850]",
+        },
+        {
+            "class": "android.widget.Button",
+            "text": "Back",
+            "resource-id": "com.example.app:id/back",
+            "clickable": "true",
+            "bounds": "[50,50][150,100]",
+        },
+    ]
+
+    conn = sqlite3.connect(db_path)
+    cursor = conn.cursor()
+
+    cursor.execute(
+        "INSERT OR REPLACE INTO images (image_name, timestamp, ocr_result,"
+        " ui_tree, extra_metadata) VALUES (?, ?, ?, ?, ?)",
+        (
+            computed_hash,
+            1717398000.0,
+            json.dumps(ocr_result),
+            json.dumps(ui_tree),
+            json.dumps({}),
+        ),
+    )
+
+    conn.commit()
+    conn.close()
+    print(f"Successfully inserted mock image record {computed_hash} into database at {db_path}")
+
+
+if __name__ == "__main__":
+    seed_database()
diff --git a/tests/integration/agents/explorer/test_explorer_all_tools/test_coordinate_normalization_swap.py b/tests/integration/agents/explorer/test_explorer_all_tools/test_coordinate_normalization_swap.py
new file mode 100644
index 0000000..ea3cad2
--- /dev/null
+++ b/tests/integration/agents/explorer/test_explorer_all_tools/test_coordinate_normalization_swap.py
@@ -0,0 +1,62 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, patch
+from artemis.agents.object_detector.object_detector import _run_object_detection
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_coordinate_normalization_swap():
+    """Verify that _run_object_detection correctly swaps coordinates from [y, x] to [x, y]."""
+
+    # 1. Define the mock output returned by the VLM task (VLM native format: [y_norm, x_norm])
+    mock_vlm_output = [
+        {
+            "label": "settings icon",
+            "point": [800, 200],  # [y, x] -> y = 800, x = 200
+        }
+    ]
+
+    # 2. Patch dependencies to run in a pure offline sandbox
+    with (
+        patch(
+            "artemis.agents.object_detector.object_detector._detect_single_label",
+            new_callable=AsyncMock,
+            return_value=mock_vlm_output,
+        ),
+        patch("artemis.agents.object_detector.object_detector.get_llm"),
+    ):
+        # Mock context setup
+        mock_ctx = AsyncMock()
+        mock_ctx.llm_config.utils.object_detector = None
+
+        # 3. Execute the function under test
+        json_output = await _run_object_detection(
+            ctx=mock_ctx,
+            image_bytes=b"fake_image_bytes",
+            queries=["settings icon"],
+            templates=["find the {label}"],
+        )
+
+        # 4. Verify that the coordinates were successfully swapped
+        result = json_output
+        detected_items = result["detected"]
+
+        assert len(detected_items) == 1
+        assert detected_items[0]["label"] == "settings icon"
+
+        # CRITICAL ASSERTION:
+        # The coordinate MUST be swapped from [800, 200] (y, x) to [200, 800] (x, y)
+        assert detected_items[0]["point"] == [200, 800]
diff --git a/tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_all_tools.py b/tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_all_tools.py
new file mode 100644
index 0000000..78df7ee
--- /dev/null
+++ b/tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_all_tools.py
@@ -0,0 +1,334 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import json
+import logging
+from pathlib import Path
+import shutil
+import sys
+from unittest.mock import AsyncMock, MagicMock, patch
+from artemis.agents.explorer.explorer import Explorer
+from tests.integration.agents.explorer.test_explorer_all_tools.helpers import (
+    create_mock_context,
+    create_mock_state,
+    get_or_create_test_screenshot,
+)
+import pytest
+
+
+def _verify_all_tools_responses(contents: list, logger: logging.Logger):
+    """Parses the multi-turn conversational history payload and maps tool outputs."""
+    logger.info("=== VERIFYING TOOL RESPONSES IN CONVERSATION HISTORY ===")
+    tool_responses = {}
+    for content in contents:
+        for part in content.parts:
+            if part.function_response:
+                name = part.function_response.name
+                response_data = part.function_response.response
+
+                # Extract result text
+                tool_text = None
+                if hasattr(response_data, "get"):
+                    tool_text = response_data.get("result")
+                elif hasattr(response_data, "fields"):
+                    tool_text = response_data.fields.get("result")
+                else:
+                    tool_text = getattr(response_data, "result", None)
+
+                if name not in tool_responses:
+                    tool_responses[name] = []
+                tool_responses[name].append({"text": tool_text, "has_image": False})
+                logger.info(f"Found tool response for '{name}':\n{tool_text}")
+
+            if part.inline_data and part.inline_data.mime_type == "image/jpeg":
+                # The image byte block corresponds to the preceding function response
+                if tool_responses:
+                    last_tool = list(tool_responses.keys())[-1]
+                    tool_responses[last_tool][-1]["has_image"] = True
+                    tool_responses[last_tool][-1]["img_bytes"] = part.inline_data.data
+                    logger.info(
+                        f"  -> Attached {len(part.inline_data.data)} bytes of"
+                        f" JPEG inline visual content to '{last_tool}'"
+                    )
+
+    return tool_responses
+
+
+@pytest.mark.asyncio
+async def test_explorer_all_tools_sequential_mocked():
+    """Verify that the Explorer ReAct loop correctly sequences, dispatches, processes, and
+
+    annotates screenshot outputs for all available visual tools:
+    1. get_ocr_list
+    2. search_xml_ocr (query)
+    3. detect_objects
+    4. search_xml_ocr (coordinates)
+    5. submit_answer
+    """
+    test_name = sys._getframe().f_code.co_name
+
+    # Set up standard log file saved on the same level as test file
+    log_file = Path(__file__).parent / f"log_{test_name}.log"
+    logger = logging.getLogger(test_name)
+    logger.setLevel(logging.INFO)
+    handler = logging.FileHandler(log_file, mode="w", encoding="utf-8")
+    logger.addHandler(handler)
+
+    # Attach the main agent logger to capture internal step logs
+    agent_logger = logging.getLogger("artemis.agents.explorer.explorer")
+    agent_logger.setLevel(logging.INFO)
+    agent_logger.addHandler(handler)
+
+    logger.info(f"Starting comprehensive test: {test_name}")
+
+    # Define outputs directory and redirect settings to ensure only the latest run is saved
+    outputs_dir = Path(__file__).resolve().parent / "outputs"
+    if outputs_dir.exists():
+        shutil.rmtree(outputs_dir)
+    outputs_dir.mkdir(parents=True, exist_ok=True)
+
+    from artemis.config import settings
+
+    settings.TRACES_PATH = outputs_dir
+
+    mock_ctx = create_mock_context()
+    mock_state = create_mock_state()
+
+    logger.info(
+        f"Mock context: device={mock_ctx.device.device_width}x{mock_ctx.device.device_height}"
+    )
+
+    # Load and verify screenshot
+    input_screenshot = get_or_create_test_screenshot()
+    logger.info(f"Visual screenshot loaded: {input_screenshot}")
+
+    # =========================================================================
+    # 1. Mock LLM Multi-Turn Responses (Sequentially calling each tool)
+    # =========================================================================
+
+    # Turn 1: call get_ocr_list
+    mock_fc_ocr = MagicMock()
+    mock_fc_ocr.name = "get_ocr_list"
+    mock_fc_ocr.args = {}
+    mock_resp_ocr = MagicMock()
+    mock_resp_ocr.function_calls = [mock_fc_ocr]
+
+    # Turn 2: call ask_perception_tool
+    mock_fc_search = MagicMock()
+    mock_fc_search.name = "ask_perception_tool"
+    mock_fc_search.args = {
+        "search_query": "Settings",
+        "nx": 500,
+        "ny": 500,
+        "detect_queries": ["gear icon"],
+    }
+    mock_resp_search = MagicMock()
+    mock_resp_search.function_calls = [mock_fc_search]
+
+    # Turn 3: call detect_objects
+    mock_fc_detect = MagicMock()
+    mock_fc_detect.name = "detect_objects"
+    mock_fc_detect.args = {"queries": ["gear icon"], "target_image_id": "img_0"}
+    mock_resp_detect = MagicMock()
+    mock_resp_detect.function_calls = [mock_fc_detect]
+
+    # Turn 4: call inspect_region
+    mock_fc_coords = MagicMock()
+    mock_fc_coords.name = "inspect_region"
+    mock_fc_coords.args = {
+        "x_min": 100,
+        "y_min": 100,
+        "x_max": 300,
+        "y_max": 300,
+        "zoom_factor": 2.0,
+    }
+    mock_resp_coords = MagicMock()
+    mock_resp_coords.function_calls = [mock_fc_coords]
+
+    # Turn 5: call submit_answer to complete loop
+    mock_fc_submit = MagicMock()
+    mock_fc_submit.name = "submit_answer"
+    mock_fc_submit.args = {
+        "candidates": [
+            {
+                "label": "T1",
+                "coords": [462, 208],
+                "description": "Dashboard Button",
+            },
+            {
+                "label": "S1",
+                "coords": [462, 208],
+                "description": "Settings Button",
+            },
+            {"label": "D1", "coords": [200, 300], "description": "gear icon"},
+        ],
+        "fallback_message": ("Successfully verified all visual controls sequentially."),
+    }
+    mock_resp_submit = MagicMock()
+    mock_resp_submit.function_calls = [mock_fc_submit]
+
+    mock_client = MagicMock()
+    mock_client.aio.models.generate_content = AsyncMock(
+        side_effect=[
+            mock_resp_ocr,
+            mock_resp_search,
+            mock_resp_detect,
+            mock_resp_coords,
+            mock_resp_submit,
+        ]
+    )
+
+    mock_ctx._genai_client = mock_client
+    mock_ctx.llm_config.explorer = None
+
+    # =========================================================================
+    # 2. Mock Downstream Tool Logic Dependencies
+    # =========================================================================
+
+    # Mock SQLite StorageManager for get_ocr_list
+    mock_storage = MagicMock()
+    mock_record = MagicMock()
+    mock_record.ocr_result = [
+        {"text": "screen description text", "position": []},
+        {
+            "text": "Dashboard Button",
+            "position": [
+                {"x": 400, "y": 400},
+                {"x": 600, "y": 400},
+                {"x": 600, "y": 600},
+                {"x": 400, "y": 600},
+            ],
+        },
+    ]
+    mock_storage.get_image.return_value = mock_record
+
+    # Mock low-level layout searching (search_ui_func)
+    mock_search_ui = MagicMock(
+        return_value={
+            "matches": [
+                {
+                    "matched_text": "Settings Button",
+                    "bounds": [400, 400, 600, 600],
+                }
+            ]
+        }
+    )
+
+    # Mock downstream object detection pipeline (_run_object_detection)
+    mock_detect = AsyncMock(
+        return_value={"detected": [{"label": "gear icon", "point": [200, 300]}]}
+    )
+
+    # Mock spatial coordinate lookup (search_by_coordinates_func)
+    mock_lookup = MagicMock(return_value="Matching Elements: Container/DashboardFrame")
+
+    logger.info("Starting Explorer.run execution loop with sequential tool mocks...")
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch("artemis.agents.explorer.explorer.search_ui_func", mock_search_ui),
+        patch("artemis.agents.explorer.explorer._run_object_detection", mock_detect),
+        patch(
+            "artemis.agents.explorer.explorer.search_by_coordinates_func",
+            mock_lookup,
+        ),
+    ):
+        explorer = Explorer(mock_ctx)
+        result = await explorer.run(
+            query="Test all tools",
+            context_feedback="",
+            screenshot_path=str(input_screenshot),
+            state=mock_state,
+            version="ultra",
+        )
+
+        # Verify ReAct loop went through all 5 turns
+        assert mock_client.aio.models.generate_content.call_count == 5
+        logger.info("Successfully completed all 5 ReAct turns.")
+
+        # Retrieve final submission outcome
+        outcome_data = json.loads(result)
+        assert "candidates" in outcome_data
+        assert (
+            outcome_data["fallback_message"]
+            == "Successfully verified all visual controls sequentially."
+        )
+        logger.info("Submission response verified successfully.")
+
+        # Extract all tool outputs from history to assert correctness
+        call_args_list = mock_client.aio.models.generate_content.call_args_list
+        # The fifth call receives the accumulated tool history
+        contents = call_args_list[4].kwargs.get("contents") or call_args_list[4].args[0]
+
+        tool_responses = _verify_all_tools_responses(contents, logger)
+
+        # ASSERTIONS FOR EACH TOOL INDIVIDUALLY
+
+        # Verify each tool execution record in explorer.trace_history
+        assert len(explorer.trace_history) >= 4
+        # 1. Verify get_ocr_list
+        ocr_trace = explorer.trace_history[0]["tool_calls"][0]
+        assert ocr_trace["name"] == "get_ocr_list"
+        assert "[T1]" in ocr_trace["response"]["text"]
+        assert "[462,208]" in ocr_trace["response"]["text"]
+        assert ocr_trace["response"]["image_path"] is not None
+
+        # 2. Verify ask_perception_tool
+        search_trace = explorer.trace_history[1]["tool_calls"][0]
+        assert search_trace["name"] == "ask_perception_tool"
+        assert "XML/OCR Text Search Results" in search_trace["response"]["text"]
+        assert len(search_trace["response"]["image_paths"]) > 0
+
+        # 3. Verify detect_objects
+        detect_trace = explorer.trace_history[2]["tool_calls"][0]
+        assert detect_trace["name"] == "detect_objects"
+        assert "[D" in detect_trace["response"]["text"]
+        assert detect_trace["response"]["image_path"] is not None
+
+        # 4. Verify inspect_region
+        coords_trace = explorer.trace_history[3]["tool_calls"][0]
+        assert coords_trace["name"] == "inspect_region"
+        assert coords_trace["response"]["image_path"] is not None
+        # Compute expected screenshot hash
+        import hashlib
+
+        sha256_hash = hashlib.sha256()
+        with open(input_screenshot, "rb") as f:
+            for byte_block in iter(lambda: f.read(4096), b""):
+                sha256_hash.update(byte_block)
+        expected_hash = sha256_hash.hexdigest()
+
+        # Should map normalized [500, 500] to pixel [540, 1200]
+        mock_lookup.assert_called_once_with(expected_hash, 540, 1200)
+
+        logger.info(
+            "All assertions passed! The entire suite of explorer tools is fully functional."
+        )
+
+    # Clean up logging handlers
+    agent_logger.removeHandler(handler)
+    logger.removeHandler(handler)
+    handler.close()
+
+
+if __name__ == "__main__":
+    asyncio.run(test_explorer_all_tools_sequential_mocked())
diff --git a/tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_ask_image_processor.py b/tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_ask_image_processor.py
new file mode 100644
index 0000000..742e206
--- /dev/null
+++ b/tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_ask_image_processor.py
@@ -0,0 +1,372 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import json
+import logging
+from pathlib import Path
+import sys
+from unittest.mock import AsyncMock, MagicMock, patch
+from artemis.agents.explorer.explorer import Explorer
+from tests.integration.agents.explorer.test_explorer_all_tools.helpers import (
+    create_mock_context,
+    create_mock_state,
+    get_or_create_test_screenshot,
+)
+from PIL import Image
+import pytest
+
+
+def _verify_tool_responses(contents: list, logger: logging.Logger):
+    """Parses the multi-turn conversational history payload and maps tool outputs."""
+    logger.info("=== VERIFYING TOOL RESPONSES IN CONVERSATION HISTORY ===")
+    tool_responses = {}
+    for content in contents:
+        for part in content.parts:
+            if part.function_response:
+                name = part.function_response.name
+                response_data = part.function_response.response
+
+                # Extract result text
+                tool_text = None
+                if hasattr(response_data, "get"):
+                    tool_text = response_data.get("result")
+                elif hasattr(response_data, "fields"):
+                    tool_text = response_data.fields.get("result")
+                else:
+                    tool_text = getattr(response_data, "result", None)
+
+                if name not in tool_responses:
+                    tool_responses[name] = []
+                tool_responses[name].append({"text": tool_text, "has_image": False})
+                logger.info(f"Found tool response for '{name}':\n{tool_text}")
+
+            if part.inline_data and part.inline_data.mime_type == "image/jpeg":
+                if tool_responses:
+                    last_tool = list(tool_responses.keys())[-1]
+                    tool_responses[last_tool][-1]["has_image"] = True
+                    tool_responses[last_tool][-1]["img_bytes"] = part.inline_data.data
+                    logger.info(
+                        f"  -> Attached {len(part.inline_data.data)} bytes of"
+                        f" JPEG inline visual content to '{last_tool}'"
+                    )
+
+    return tool_responses
+
+
+@pytest.mark.asyncio
+async def test_explorer_ask_image_processor_tool():
+    """Verify that the Explorer ReAct loop correctly dispatches, runs, processes, and
+
+    handles the output image/transform details for the 'ask_image_processor'
+    tool.
+    The test ends immediately after the Vision Coder responds (in the second
+    turn).
+    """
+    test_name = sys._getframe().f_code.co_name
+
+    # Set up standard log file saved on the same level as test file
+    log_file = Path(__file__).parent / f"log_{test_name}.log"
+    logger = logging.getLogger(test_name)
+    logger.setLevel(logging.INFO)
+    handler = logging.FileHandler(log_file, mode="w", encoding="utf-8")
+    logger.addHandler(handler)
+
+    # Attach the main agent logger to capture internal step logs
+    agent_logger = logging.getLogger("artemis.agents.explorer.explorer")
+    agent_logger.setLevel(logging.INFO)
+    agent_logger.addHandler(handler)
+
+    logger.info(f"Starting test: {test_name}")
+
+    # Define outputs directory and redirect settings to ensure only the latest run is saved
+    outputs_dir = Path(__file__).resolve().parent / "outputs"
+    if not outputs_dir.exists():
+        outputs_dir.mkdir(parents=True, exist_ok=True)
+
+    from artemis.config import settings
+
+    settings.TRACES_PATH = outputs_dir
+
+    mock_ctx = create_mock_context()
+    mock_state = create_mock_state()
+
+    logger.info(
+        f"Mock context: device={mock_ctx.device.device_width}x{mock_ctx.device.device_height}"
+    )
+
+    # Load and verify screenshot
+    input_screenshot = get_or_create_test_screenshot()
+    logger.info(f"Visual screenshot loaded: {input_screenshot}")
+
+    # =========================================================================
+    # 1. Mock LLM Multi-Turn Responses (ask_image_processor -> submit_answer)
+    # =========================================================================
+
+    # Turn 1: call ask_image_processor
+    mock_fc_coder = MagicMock()
+    mock_fc_coder.name = "ask_image_processor"
+    mock_fc_coder.args = {
+        "instruction": (
+            "Crop the top-right area, convert to HSV, resize, then convert to grayscale."
+        ),
+        "target_image_id": "img_0",
+    }
+    mock_resp_coder = MagicMock()
+    mock_resp_coder.function_calls = [mock_fc_coder]
+
+    # Turn 2: call submit_answer to complete loop immediately after vision coder responds
+    mock_fc_submit = MagicMock()
+    mock_fc_submit.name = "submit_answer"
+    mock_fc_submit.args = {
+        "candidates": [],
+        "fallback_message": ("Successfully processed the image via Vision Coder."),
+    }
+    mock_resp_submit = MagicMock()
+    mock_resp_submit.function_calls = [mock_fc_submit]
+
+    mock_client = MagicMock()
+    mock_client.aio.models.generate_content = AsyncMock(
+        side_effect=[mock_resp_coder, mock_resp_submit]
+    )
+
+    mock_ctx._genai_client = mock_client
+    mock_ctx.llm_config.explorer = None
+
+    # =========================================================================
+    # 2. Mock ImageProcessor agent
+    # =========================================================================
+
+    # Create the mock output image path
+    mock_new_image_path = outputs_dir / f"mock_image_processor_output_{test_name}.jpg"
+    # Create a small dummy image of size 100x100 using PIL so that cv2.imread inside explorer reads these dimensions
+    img = Image.new("RGB", (100, 100), color="red")
+    img.save(mock_new_image_path)
+
+    # Also write a transform JSON file for the new image
+    transform_path = Path(str(mock_new_image_path) + ".transform.json")
+    mock_transform_data = {
+        "offset_x": 108.0,
+        "offset_y": 240.0,
+        "scale_x": 0.5,
+        "scale_y": 0.5,
+    }
+    with open(transform_path, "w") as f:
+        json.dump(mock_transform_data, f)
+
+    # We mock ImageProcessor class itself
+    mock_image_processor_instance = MagicMock()
+    mock_image_processor_instance.run = AsyncMock(
+        return_value={
+            "outputs": [
+                {
+                    "image_id": "img_1",
+                    "path": str(mock_new_image_path),
+                    "transform": {
+                        "offset_x": 108.0,
+                        "offset_y": 240.0,
+                        "scale_x": 0.5,
+                        "scale_y": 0.5,
+                    },
+                    "annotations": {"V1": [50, 100], "V2": [180, 240]},
+                }
+            ],
+            "summary": "Cropped and highlighted the red button",
+        }
+    )
+
+    logger.info("Starting Explorer.run execution loop with ask_image_processor...")
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.image_processor.image_processor.ImageProcessor",
+            return_value=mock_image_processor_instance,
+        ),
+    ):
+        explorer = Explorer(mock_ctx)
+
+        result = await explorer.run(
+            query=("Click on the red button in the top-right corner of the screen."),
+            context_feedback="",
+            screenshot_path=str(input_screenshot),
+            state=mock_state,
+            version="ultra",
+        )
+
+        # Verify initial image pool has img_0
+        assert "img_0" in explorer.image_pool
+        assert explorer.image_pool["img_0"]["path"] == str(input_screenshot)
+
+        # Verify ReAct loop went through exactly 2 turns
+        assert mock_client.aio.models.generate_content.call_count == 2
+        logger.info("Successfully completed both ReAct turns.")
+
+        # Verify ImageProcessor run was called with correct parameters
+        mock_image_processor_instance.run.assert_called_once_with(
+            "Crop the top-right area, convert to HSV, resize, then convert to grayscale.",
+            str(input_screenshot),
+        )
+        logger.info("Verified ImageProcessor was invoked with correct parameters.")
+
+        # Verify new image is registered in explorer's image_pool
+        assert "img_1" in explorer.image_pool
+        img_1_info = explorer.image_pool["img_1"]
+        assert img_1_info["path"] == str(mock_new_image_path)
+
+        # Verify transform calculations:
+        # Since parent (img_0) transform is {"offset_x": 0.0, "offset_y": 0.0, "scale_x": 1.0, "scale_y": 1.0}
+        # and child transform is {"offset_x": 108.0, "offset_y": 240.0, "scale_x": 0.5, "scale_y": 0.5}
+        assert img_1_info["transform"]["scale_x"] == 0.5
+        assert img_1_info["transform"]["scale_y"] == 0.5
+        assert img_1_info["transform"]["offset_x"] == 108.0
+        assert img_1_info["transform"]["offset_y"] == 240.0
+        assert "Cropped and highlighted the red button" in img_1_info["description"]
+        logger.info("Verified image_pool registrations and coordinate transforms.")
+
+        # Retrieve final submission outcome
+        outcome_data = json.loads(result)
+        assert (
+            outcome_data["fallback_message"] == "Successfully processed the image via Vision Coder."
+        )
+        logger.info("Submission response verified successfully.")
+
+        # Extract all tool outputs from history to assert correctness
+        call_args_list = mock_client.aio.models.generate_content.call_args_list
+        # The second call receives the accumulated tool history
+        contents = call_args_list[1].kwargs.get("contents") or call_args_list[1].args[0]
+
+        tool_responses = _verify_tool_responses(contents, logger)
+
+        # Assertions for ask_image_processor tool response (Turn 1 output)
+        assert "ask_image_processor" in tool_responses
+        coder_resp = tool_responses["ask_image_processor"][0]
+        assert "Image Processor completed successfully" in coder_resp["text"]
+        assert "img_1" in coder_resp["text"]
+        assert "Annotations (wrt original screenshot):" in coder_resp["text"]
+        assert "img_1:" in coder_resp["text"]
+        assert "- [V1]: [208, 440]" in coder_resp["text"]
+        assert "- [V2]: [468, 720]" in coder_resp["text"]
+        assert coder_resp["has_image"]
+        assert len(coder_resp["img_bytes"]) > 0
+        logger.info(
+            "Verified tool response contains the response text, annotations"
+            " list, and the attached image bytes."
+        )
+
+    # Clean up dummy files (Commented out temporarily so you can see the images!)
+    # if mock_new_image_path.exists():
+    #     mock_new_image_path.unlink()
+    # if transform_path.exists():
+    #     transform_path.unlink()
+    # if input_screenshot.exists():
+    #     input_screenshot.unlink()
+
+    # Clean up logging handlers
+    agent_logger.removeHandler(handler)
+    logger.removeHandler(handler)
+    handler.close()
+
+
+if __name__ == "__main__":
+    asyncio.run(test_explorer_ask_image_processor_tool())
+
+
+def test_cv_canvas_annotations(tmp_path):
+    import numpy as np
+    import cv2
+    from artemis.utils.cv_canvas import ImageCanvas
+
+    # Create a dummy image
+    img_dir = tmp_path / "images"
+    img_dir.mkdir()
+    img_path = img_dir / "img_0.jpg"
+    img_data = np.zeros((100, 100, 3), dtype=np.uint8)
+    cv2.imwrite(str(img_path), img_data)
+
+    # Initialize transforms registry
+    registry_path = img_dir / "intermediate_transforms.json"
+    registry_data = {
+        "img_0": {
+            "image_id": "img_0",
+            "path": str(img_path.resolve()),
+            "transform": {
+                "offset_x": 0.0,
+                "offset_y": 0.0,
+                "scale_x": 1.0,
+                "scale_y": 1.0,
+            },
+            "annotations": {},
+        }
+    }
+    with open(registry_path, "w") as f:
+        json.dump(registry_data, f)
+
+    canvas = ImageCanvas("img_0", str(img_dir))
+    assert canvas.annotations == {}
+
+    # Test _get_resolution and initial width/height
+    assert canvas._get_resolution() == (100, 100)
+    assert canvas.width == 100
+    assert canvas.height == 100
+
+    # Test normalized_to_pixel_coords
+    assert canvas.normalized_to_pixel_coords(500, 500) == (50, 50)
+    assert canvas.normalized_to_pixel_coords(0, 0) == (0, 0)
+    assert canvas.normalized_to_pixel_coords(1000, 1000) == (99, 99)
+
+    # Draw dot
+    canvas.draw_dot(10, 20, 1)
+    assert canvas.annotations == {"V1": [10, 20]}
+
+    # Crop
+    canvas.crop(5, 5, 20, 20)
+    assert canvas.width == 20
+    assert canvas.height == 20
+    assert canvas._get_resolution() == (20, 20)
+    assert canvas.normalized_to_pixel_coords(500, 500) == (10, 10)
+    assert canvas.annotations == {"V1": [5, 15]}
+
+    # Out of bounds test
+    canvas.draw_dot(2, 2, 2)
+    assert canvas.annotations == {"V1": [5, 15], "V2": [2, 2]}
+
+    # Crop again to discard V1
+    canvas.crop(1, 1, 5, 5)
+    assert canvas.width == 5
+    assert canvas.height == 5
+    assert canvas.normalized_to_pixel_coords(500, 500) == (2, 2)
+    # V1 was at [5, 15], after crop(1, 1), it becomes [4, 14], which is out of bounds of 5x5.
+    # V2 was at [2, 2], after crop(1, 1), it becomes [1, 1], which is inside 5x5.
+    assert canvas.annotations == {"V2": [1, 1]}
+
+    # Resize by factor
+    canvas.resize_by_factor(2.0)
+    assert canvas.width == 10
+    assert canvas.height == 10
+    assert canvas._get_resolution() == (10, 10)
+    assert canvas.normalized_to_pixel_coords(500, 500) == (5, 5)
+    assert canvas.annotations == {"V2": [2, 2]}
+
+    # Save and verify registry
+    canvas.save(final=True)
+    with open(registry_path) as f:
+        saved_registry = json.load(f)
+
+    assert "img_1" in saved_registry
+    assert saved_registry["img_1"]["annotations"] == {"V2": [2, 2]}
+    assert saved_registry["img_1"]["is_output"] is True
diff --git a/tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_ask_image_processor_jupyter.py b/tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_ask_image_processor_jupyter.py
new file mode 100644
index 0000000..17a31d7
--- /dev/null
+++ b/tests/integration/agents/explorer/test_explorer_all_tools/test_explorer_ask_image_processor_jupyter.py
@@ -0,0 +1,232 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import json
+import logging
+from pathlib import Path
+import shutil
+from unittest.mock import patch
+
+from artemis.config import settings
+from artemis.agents.image_processor.image_processor import ImageProcessor
+from tests.integration.agents.explorer.test_explorer_all_tools.helpers import (
+    create_mock_context,
+    get_or_create_test_screenshot,
+)
+from artemis.utils.python_executor import PythonExecutor
+import pytest
+
+# Setup logging
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger("test_explorer_ask_image_processor_jupyter")
+
+
+@pytest.mark.asyncio
+async def test_explorer_ask_image_processor_jupyter():
+    test_name = "test_explorer_ask_image_processor_jupyter"
+
+    # 1. Setup outputs directory
+    outputs_dir = Path(__file__).resolve().parent / "outputs" / test_name
+    outputs_dir.mkdir(parents=True, exist_ok=True)
+
+    # Redirect traces path to the new outputs directory
+    settings.TRACES_PATH = outputs_dir
+
+    # 2. Prepare the input image
+    src_image_path = get_or_create_test_screenshot()
+    input_screenshot = outputs_dir / "input_screenshot.jpg"
+    shutil.copy2(src_image_path, input_screenshot)
+    logger.info(f"Copied input screenshot to: {input_screenshot}")
+
+    # 3. Formulate the instruction with the injected G-Logo coordinate prior
+    instruction = (
+        'The user wants to find "the red patch above the green patch". Let\'s'
+        " analyze the screen layout. \nIn the dock / app icons, we have:\n-"
+        " Play Store (9): colorful triangle (has green, blue, yellow, red)\n-"
+        " Gmail (10): M icon (red, yellow, green, blue)\n- Photos (11):"
+        " pinwheel (red, yellow, green, blue)\n- Chrome (16): circular logo"
+        " with green on the bottom, red on top, yellow on the side, blue"
+        " center.\nWait, let's look at the Photos icon (11) or Chrome icon (16)"
+        " or Gmail (10) or Google search bar logo (21) or Play Store"
+        " (9).\nLet's zoom into Chrome (16), Gmail (10), Photos (11), Play"
+        " Store (9), Google logo (21) to analyze the relative positions of red"
+        " patches and green patches.\nThe G-Logo is exactly at pixel"
+        " coordinates [2173, 107, 2241, 174].\nLet's crop these icons to find"
+        ' which icon has a "red patch above the green patch" or is it a'
+        " specific patch?\nWait!\nLet's look at Chrome (16):\nRed is at the"
+        " top, green is at the bottom/left. Red is directly above green? Yes,"
+        " the top slice of Chrome is red, and the bottom slice is green.\nLet's"
+        " look at Photos (11):\nIt has four petals. The top petal is red? No,"
+        " top petal is red/pink, bottom is green? Let's check.\nLet's look at"
+        " Gmail (10):\nThe red is the M shape, green is at the bottom"
+        " right?\nLet's write Python code to crop these areas and output the"
+        " crop to see clearly.\nSpecifically, let's crop:\n- Play Store (bounds"
+        " around 9)\n- Gmail (bounds around 10)\n- Photos (bounds around 11)\n-"
+        " Chrome (bounds around 16)\n- Google widget logo (bounds around"
+        " 21)\nWe will save a visualization of these cropped regions side by"
+        " side or separately so we can examine the colors."
+    )
+
+    # 4. Intercept Python executions to record them for the Jupyter Notebook
+    executed_turns = []
+    original_execute = PythonExecutor.execute
+
+    def wrapped_execute(self, code: str) -> str:
+        logger.info(f"Intercepting Python code execution. Code:\n{code}\n")
+        result = original_execute(self, code)
+        logger.info(f"Execution result:\n{result}\n")
+        executed_turns.append({"code": code, "output": result})
+        return result
+
+    from langchain_core.messages import AIMessage
+    from unittest.mock import AsyncMock, MagicMock
+
+    sample_code = """
+from artemis.utils.cv_canvas import ImageCanvas
+import glob
+from pathlib import Path
+from artemis.config import settings
+
+dirs = sorted(glob.glob(str(Path(settings.TRACES_PATH) / "images" / "image_processor" / "intermediates_*")))
+intermediate_dir = dirs[-1] if dirs else "."
+
+canvas = ImageCanvas("img_0", intermediate_dir)
+canvas.crop(10, 10, 50, 50)
+canvas.save(final=True)
+"""
+
+    mock_llm = MagicMock()
+    mock_bound = MagicMock()
+    mock_bound.ainvoke = AsyncMock(
+        side_effect=[
+            AIMessage(
+                content="",
+                tool_calls=[
+                    {
+                        "name": "execute_python",
+                        "args": {"code": sample_code},
+                        "id": "call_1",
+                    }
+                ],
+            ),
+            AIMessage(
+                content="",
+                tool_calls=[
+                    {
+                        "name": "submit_result",
+                        "args": {"summary": "Cropped target G-Logo region."},
+                        "id": "call_2",
+                    }
+                ],
+            ),
+        ]
+    )
+    mock_llm.bind_tools.return_value = mock_bound
+
+    mock_ctx = create_mock_context()
+    image_processor = ImageProcessor(mock_ctx)
+
+    # Run with patched executor and mock LLM
+    logger.info("Running Image Processor with G-Logo prior...")
+    with (
+        patch.object(PythonExecutor, "execute", wrapped_execute),
+        patch(
+            "artemis.agents.image_processor.image_processor.get_llm",
+            return_value=mock_llm,
+        ),
+    ):
+        result = await image_processor.run(instruction, str(input_screenshot))
+
+    logger.info(f"Image Processor finished. Result: {result}")
+
+    # 5. Compile and save the Jupyter Notebook (.ipynb)
+    notebook_cells = []
+    # Add a markdown introduction cell
+    notebook_cells.append(
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "# Image Processor Execution Trace\n",
+                f"**Task**: {instruction[:150]}...\n",
+                "**Input Image**: `input_screenshot.jpg`",
+            ],
+        }
+    )
+
+    for turn_idx, turn in enumerate(executed_turns):
+        # Add code cell
+        notebook_cells.append(
+            {
+                "cell_type": "code",
+                "execution_count": turn_idx + 1,
+                "metadata": {},
+                "outputs": [
+                    {
+                        "name": "stdout",
+                        "output_type": "stream",
+                        "text": [line + "\n" for line in turn["output"].split("\n")],
+                    }
+                ],
+                "source": [line + "\n" for line in turn["code"].split("\n")],
+            }
+        )
+
+    # If a result was submitted, add a final markdown cell
+    outputs = result.get("outputs", [])
+    if outputs:
+        final_image_path = outputs[-1]["path"]
+        notebook_cells.append(
+            {
+                "cell_type": "markdown",
+                "metadata": {},
+                "source": [
+                    "# 🎉 Execution Completed Successfully\n",
+                    f"**Summary**: {result.get('summary')}\n",
+                    f"**Output Image**: `{Path(final_image_path).name}`",
+                ],
+            }
+        )
+        # Copy final image to output directory root for easy access
+        shutil.copy2(final_image_path, outputs_dir / "final_output.jpg")
+
+    notebook_json = {
+        "cells": notebook_cells,
+        "metadata": {
+            "kernelspec": {
+                "display_name": "Python 3",
+                "language": "python",
+                "name": "python3",
+            }
+        },
+        "nbformat": 4,
+        "nbformat_minor": 2,
+    }
+
+    notebook_path = outputs_dir / "vision_coder_execution.ipynb"
+    with open(notebook_path, "w", encoding="utf-8") as f:
+        json.dump(notebook_json, f, indent=2)
+
+    logger.info(f"Saved compiled Jupyter notebook to: {notebook_path}")
+
+    # 6. Assertions
+    assert "error" not in result, f"Image Processor failed: {result.get('error')}"
+    assert "outputs" in result, "Image Processor did not return outputs"
+    assert len(result["outputs"]) > 0, "Image Processor did not return any output images"
+    logger.info("Test completed successfully! All assertions passed.")
+
+
+if __name__ == "__main__":
+    asyncio.run(test_explorer_ask_image_processor_jupyter())
diff --git a/tests/integration/agents/explorer/test_explorer_all_tools/test_object_detector_concurrency.py b/tests/integration/agents/explorer/test_explorer_all_tools/test_object_detector_concurrency.py
new file mode 100644
index 0000000..735f2da
--- /dev/null
+++ b/tests/integration/agents/explorer/test_explorer_all_tools/test_object_detector_concurrency.py
@@ -0,0 +1,130 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import time
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.agents.object_detector.object_detector import _run_object_detection
+from tests.integration.agents.explorer.test_explorer_all_tools.helpers import create_mock_context
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_object_detector_concurrency_and_throttling(tmp_path):
+    """Verify that object detector requests run in parallel and are correctly throttled by the semaphore."""
+    # Create a dummy image file for the test
+    dummy_image_path = tmp_path / "dummy.jpg"
+    dummy_image_path.write_bytes(b"dummy image data")
+
+    # Setup mock context
+    mock_ctx = create_mock_context()
+
+    # Configure the object detector LLM config explicitly to avoid MagicMocks for timeout and model
+    od_cfg = MagicMock()
+    od_cfg.model = "gemini-robotics-er-early-access"
+    od_cfg.fix_model = "gemini-2.5-flash"
+    od_cfg.timeout = 10.0
+    mock_ctx.llm_config.utils.object_detector = od_cfg
+
+    # Track active requests
+    active_requests = 0
+    max_concurrent_requests = 0
+    request_lock = asyncio.Lock()
+    from langchain_core.messages import AIMessage
+
+    mock_llm = MagicMock()
+    mock_llm.ainvoke = AsyncMock(side_effect=lambda *args, **kwargs: mock_generate_content())
+
+    async def mock_generate_content(*args, **kwargs):
+        nonlocal active_requests, max_concurrent_requests
+        async with request_lock:
+            active_requests += 1
+            if active_requests > max_concurrent_requests:
+                max_concurrent_requests = active_requests
+
+        try:
+            await asyncio.sleep(0.1)
+        finally:
+            async with request_lock:
+                active_requests -= 1
+
+        return AIMessage(content='[{"point": [500, 500]}]')
+
+    mock_llm.ainvoke = AsyncMock(side_effect=mock_generate_content)
+
+    with patch(
+        "artemis.agents.object_detector.object_detector.get_llm",
+        return_value=mock_llm,
+    ):
+        # --- TEST 1: Concurrency Assertion (5 labels) ---
+        # 5 labels should run in parallel, completing in ~0.1s (much faster than a sequential 0.5s)
+        # Reset trackers
+        active_requests = 0
+        max_concurrent_requests = 0
+
+        start_time = time.time()
+        labels_5 = [f"label_{i}" for i in range(5)]
+        templates = ["Find {labels_str}"]
+
+        result_5 = await _run_object_detection(
+            ctx=mock_ctx,
+            image_path=str(dummy_image_path),
+            queries=labels_5,
+            templates=templates,
+        )
+        elapsed_5 = time.time() - start_time
+
+        # Concurrency assertions
+        assert max_concurrent_requests == 5, (
+            f"Expected 5 concurrent requests, got {max_concurrent_requests}"
+        )
+        assert elapsed_5 < 0.3, f"Expected execution to take < 0.3s, but took {elapsed_5:.3f}s"
+
+        # Verify result structure and swapped coordinates [y, x] -> [x, y]
+        parsed_result_5 = result_5
+        assert len(parsed_result_5["detected"]) == 5
+        for item in parsed_result_5["detected"]:
+            assert item["point"] == [500, 500]
+
+        # --- TEST 2: Throttling Assertion (10 labels) ---
+        # 10 labels should be throttled by the semaphore limit of 6.
+        # It should run in two batches, completing in ~0.2s (much faster than a sequential 1.0s).
+        # Reset trackers
+        active_requests = 0
+        max_concurrent_requests = 0
+
+        start_time = time.time()
+        labels_10 = [f"label_{i}" for i in range(10)]
+
+        result_10 = await _run_object_detection(
+            ctx=mock_ctx,
+            image_path=str(dummy_image_path),
+            queries=labels_10,
+            templates=templates,
+        )
+        elapsed_10 = time.time() - start_time
+
+        # Throttling assertions
+        assert max_concurrent_requests == 6, (
+            f"Expected max concurrent requests to be capped at 6, got {max_concurrent_requests}"
+        )
+        assert elapsed_10 < 0.5, (
+            f"Expected execution to take < 0.5s (two batches of 0.1s), but took {elapsed_10:.3f}s"
+        )
+
+        parsed_result_10 = result_10
+        assert len(parsed_result_10["detected"]) == 10
+        for item in parsed_result_10["detected"]:
+            assert item["point"] == [500, 500]
diff --git a/tests/integration/test_failure_analyzer_standalone_youtube.py b/tests/integration/test_failure_analyzer_standalone_youtube.py
new file mode 100644
index 0000000..8888443
--- /dev/null
+++ b/tests/integration/test_failure_analyzer_standalone_youtube.py
@@ -0,0 +1,126 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import base64
+import logging
+import os
+import sys
+from dotenv import load_dotenv
+
+# Ensure we can import from project
+sys.path.append(os.path.dirname(__file__))
+
+from artemis.sdk import Agent
+from artemis.sdk.builders import Builders
+from artemis.sdk.types import AgentProfile
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.agents.validator.failure_analyzer import FailureAnalyzer, ValidationErrorCategory
+from artemis.controllers.unified_controller import UnifiedMobileController
+from artemis.utils.notes import get_note_file_path
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger("test_fa_standalone")
+
+
+async def main():
+    load_dotenv()
+
+    # 1. Initialize Agent to set up device and connection pools
+    logger.info("Initializing Agent and connecting to device...")
+    profile = AgentProfile(name="default", from_file="llm-config.override.jsonc")
+    config = Builders.AgentConfig.with_default_profile(profile).build()
+
+    agent = Agent(config=config)
+    await agent.init()
+
+    # Create the ArtemisContext manually using agent's initialized clients
+    context = ArtemisContext(
+        device=agent._device_context,
+        adb_client=agent._adb_client,
+        ui_adb_client=agent._ui_adb_client,
+        llm_config=profile.llm_config,
+        agent_config=config,
+    )
+
+    # Set up trace session and data engine
+    from artemis.data_engine.engine import DataEngine
+
+    data_engine = DataEngine(ctx=context)
+    context.data_engine = data_engine
+    data_engine.start_session(goal="Play a video in full screen on YouTube in Chrome")
+
+    # Write the task plan note
+    task_plan_content = (
+        "- [ ] Open Chrome and navigate to the YouTube website (youtube.com)\n"
+        "- [ ] Select and play any video\n"
+        "- [ ] Make the playing video full screen"
+    )
+    task_plan_path = get_note_file_path(data_engine.base_dir, "task_plan")
+    task_plan_path.parent.mkdir(parents=True, exist_ok=True)
+    task_plan_path.write_text(task_plan_content, encoding="utf-8")
+
+    # 2. Get initial screenshot
+    controller = UnifiedMobileController(context)
+    screen_data = await controller.controller.get_screen_data()
+    screenshot_b64 = screen_data.base64
+
+    # Set up State
+    state = State(
+        messages=[],
+        initial_goal="Play a video in full screen on YouTube in Chrome",
+        latest_ui_hierarchy=screen_data.elements,
+        latest_screenshot=str(
+            data_engine.get_image_path(
+                data_engine.get_or_create_image(base64.b64decode(screenshot_b64))
+            )
+        ),
+        focused_app_info="",
+        device_date="",
+        structured_decisions="",
+        complete_subgoals_by_ids=[],
+        validator_messages=[],
+    )
+
+    # 3. Instantiate and run Failure Analyzer directly
+    logger.info("Starting Failure Analyzer directly...")
+    analyzer = FailureAnalyzer(context)
+    analyzer.max_iterations = 45
+
+    # We pass a dummy failed action representing the fullscreen button tap
+    dummy_failed_action = {
+        "action": "tap",
+        "coordinates": [968, 883],
+        "target_text": "fullscreen button",
+    }
+
+    try:
+        result = await analyzer.analyze(
+            state=state,
+            failed_action=dummy_failed_action,
+            error_msg="Simulated launch failure to trigger standalone FA run",
+            pre_screenshot=screenshot_b64,
+            post_screenshot=screenshot_b64,
+            error_category=ValidationErrorCategory.TARGET_DISAPPEARED,
+        )
+        logger.info(f"Failure Analyzer direct execution finished! Result: {result}")
+    except Exception:
+        logger.exception("Error during Failure Analyzer execution:")
+    finally:
+        await agent.clean()
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/tests/integration/test_flash_standalone_news.py b/tests/integration/test_flash_standalone_news.py
new file mode 100644
index 0000000..ca9aed8
--- /dev/null
+++ b/tests/integration/test_flash_standalone_news.py
@@ -0,0 +1,58 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import logging
+import os
+import sys
+from dotenv import load_dotenv
+
+# Ensure we can import from project
+sys.path.append(os.path.dirname(__file__))
+
+from artemis.sdk import Agent
+from artemis.sdk.builders import Builders
+from artemis.sdk.types import AgentProfile
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger("test_flash_standalone")
+
+
+async def main():
+    load_dotenv()
+
+    # 1. Initialize Agent to set up device and connection pools
+    logger.info("Initializing Agent and connecting to device...")
+    profile = AgentProfile(name="default", from_file="llm-config.override.jsonc")
+    config = Builders.AgentConfig.with_default_profile(profile).build()
+
+    agent = Agent(config=config)
+    await agent.init()
+
+    # 2. Run task using 'flash' profile
+    logger.info("Starting Flash runner task execution...")
+    try:
+        result = await agent.run_task(
+            goal="Open USA Today in Chrome browser and view the USA news",
+            profile="flash",
+        )
+        logger.info(f"Flash runner task execution finished! Result: {result}")
+    except Exception:
+        logger.exception("Error during Flash task execution:")
+    finally:
+        await agent.clean()
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/tests/integration/test_flash_standalone_youtube.py b/tests/integration/test_flash_standalone_youtube.py
new file mode 100644
index 0000000..e34f9f2
--- /dev/null
+++ b/tests/integration/test_flash_standalone_youtube.py
@@ -0,0 +1,57 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import logging
+import os
+import sys
+from dotenv import load_dotenv
+
+# Ensure we can import from project
+sys.path.append(os.path.dirname(__file__))
+
+from artemis.sdk import Agent
+from artemis.sdk.builders import Builders
+from artemis.sdk.types import AgentProfile
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger("test_flash_standalone")
+
+
+async def main():
+    load_dotenv()
+
+    # 1. Initialize Agent to set up device and connection pools
+    logger.info("Initializing Agent and connecting to device...")
+    profile = AgentProfile(name="default", from_file="llm-config.override.jsonc")
+    config = Builders.AgentConfig.with_default_profile(profile).build()
+
+    agent = Agent(config=config)
+    await agent.init()
+
+    # 2. Run task using 'flash' profile
+    logger.info("Starting Flash runner task execution...")
+    try:
+        result = await agent.run_task(
+            goal="Play a video in full screen on YouTube in Chrome", profile="flash"
+        )
+        logger.info(f"Flash runner task execution finished! Result: {result}")
+    except Exception:
+        logger.exception("Error during Flash task execution:")
+    finally:
+        await agent.clean()
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/tests/integration/test_ime.py b/tests/integration/test_ime.py
new file mode 100644
index 0000000..be24341
--- /dev/null
+++ b/tests/integration/test_ime.py
@@ -0,0 +1,21 @@
+import time
+import uiautomator2 as u2
+
+
+def test():
+    device = u2.connect("emulator-5554")
+    print("Testing send_keys with immediate IME switch off")
+    device.set_fastinput_ime(True)
+    device.send_keys("Test 1")
+    device.set_fastinput_ime(False)
+
+    time.sleep(2)
+    print("Testing send_keys with delay before IME switch off")
+    device.set_fastinput_ime(True)
+    device.send_keys("Test 2")
+    time.sleep(1.0)
+    device.set_fastinput_ime(False)
+
+
+if __name__ == "__main__":
+    test()
diff --git a/tests/integration/test_physical_actions.py b/tests/integration/test_physical_actions.py
new file mode 100644
index 0000000..23f7588
--- /dev/null
+++ b/tests/integration/test_physical_actions.py
@@ -0,0 +1,102 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+from pathlib import Path
+import sys
+
+# Add root to sys.path
+root_dir = Path(__file__).parent.parent
+if str(root_dir) not in sys.path:
+    sys.path.insert(0, str(root_dir))
+
+from adbutils import AdbClient
+from artemis.clients.ui_automator_client import UIAutomatorClient
+from artemis.context import DeviceContext, DevicePlatform, ArtemisContext
+from artemis.controllers.unified_controller import UnifiedMobileController
+
+
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_actions():
+    print("=========================================")
+    print("      Physical Action Direct Validation Testbench")
+    print("=========================================")
+    adb = AdbClient(host="localhost", port=5037)
+    devices = adb.device_list()
+    if not devices:
+        print("❌ Error: No active Android emulator or physical device detected.")
+        return
+    device_id = devices[0].serial
+    print(f"✅ Target device locked: {device_id}")
+
+    ui_client = UIAutomatorClient(device_id=device_id)
+    print("🔄 Connecting to UIAutomator2 and syncing screen properties...")
+    try:
+        ui_data = ui_client.get_screen_data()
+        w, h = ui_data.width, ui_data.height
+        print(f"✅ Screen sync ready, physical resolution: {w}x{h}")
+    except Exception as e:
+        print(f"❌ Screen properties sync failed: {e}")
+        return
+
+    ctx = ArtemisContext(
+        trace_id="physical-test-bench",
+        device=DeviceContext(
+            host_platform="LINUX",
+            mobile_platform=DevicePlatform.ANDROID,
+            device_id=device_id,
+            device_width=w,
+            device_height=h,
+        ),
+        adb_client=adb,
+        ui_adb_client=ui_client,
+    )
+
+    ctrl = UnifiedMobileController(ctx)
+
+    print("\n[Task 1] Extract Live UI Hierarchy...")
+    try:
+        elems = await ctrl.get_ui_elements()
+        print(f"✅ Parsed UI element count: {len(elems)}")
+    except Exception as e:
+        print(f"❌ Failed to extract UI hierarchy: {e}")
+
+    print("\n[Task 2] Capture Live Screenshot...")
+    try:
+        shot = await ctrl.take_screenshot()
+        print(f"✅ Screenshot captured, Base64 payload length: {len(shot)}")
+    except Exception as e:
+        print(f"❌ Failed to capture screenshot: {e}")
+
+    print("\n[Task 3] Simulate Drag/Swipe Down...")
+    try:
+        # Swipe up from bottom to top
+        err = await ctrl.swipe_coords(w // 2, int(h * 0.8), w // 2, int(h * 0.2), duration=400)
+        if err:
+            print(f"❌ Swipe rejected by controller: {err}")
+        else:
+            print("✅ Swipe command injected successfully!")
+    except Exception as e:
+        print(f"❌ Swipe execution exception: {e}")
+
+    print("\n🧹 Safely releasing connection and driver handles...")
+    await ctrl.cleanup()
+    print("🎉 Direct physical validation tests completed successfully!")
+
+
+if __name__ == "__main__":
+    asyncio.run(test_actions())
diff --git a/tests/integration/test_reactive_runner_integration.py b/tests/integration/test_reactive_runner_integration.py
new file mode 100644
index 0000000..c65c1d0
--- /dev/null
+++ b/tests/integration/test_reactive_runner_integration.py
@@ -0,0 +1,45 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Integration tests for ReactiveRunner and Pipeline."""
+
+import pytest
+from artemis.core.context import ExecutionContext
+from artemis.core.state import ExecutionStatus
+from artemis.drivers.mock.mock_driver import MockDeviceDriver
+from artemis.engine.pipeline import Pipeline
+from artemis.engine.reactive_runner import ReactiveRunner
+
+
+@pytest.mark.asyncio
+async def test_reactive_runner_execution():
+    """Verify ReactiveRunner executes workflow cycles on mock driver."""
+    ctx = ExecutionContext(task_goal="Turn on Bluetooth in Settings", device_id="test-emulator")
+    driver = MockDeviceDriver(device_id="test-emulator")
+
+    runner = ReactiveRunner(ctx=ctx, driver=driver)
+    state = await runner.run(max_turns=5)
+
+    assert state.status == ExecutionStatus.SUCCESS
+    assert state.current_turn >= 1
+    assert len(state.steps) >= 1
+    assert state.steps[0].action_name == "wait_for_delay"
+
+
+@pytest.mark.asyncio
+async def test_pipeline_dispatch():
+    """Verify Pipeline executes with default mock driver."""
+    state = await Pipeline.execute(goal="Open YouTube and play video", profile="flash")
+    assert state.status == ExecutionStatus.SUCCESS
+    assert state.task_goal == "Open YouTube and play video"
diff --git a/tests/tools/checker/test_checker_tools.py b/tests/tools/checker/test_checker_tools.py
new file mode 100644
index 0000000..67d0b66
--- /dev/null
+++ b/tests/tools/checker/test_checker_tools.py
@@ -0,0 +1,21 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Tests for checker tools.
+
+The Checker agent does not define its own specific exposed tools for testing.
+It primarily reuses common tools (e.g. from scratchpad) and its behavior is
+tested at the agent level. Therefore, there are no specific checker tools to
+test here.
+"""
diff --git a/tests/tools/conftest.py b/tests/tools/conftest.py
new file mode 100644
index 0000000..a5407a6
--- /dev/null
+++ b/tests/tools/conftest.py
@@ -0,0 +1,95 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+from unittest.mock import MagicMock
+
+from artemis.context import ArtemisContext
+from artemis.data_engine.engine import DataEngine
+import pytest
+
+INPUTS_DIR = Path(__file__).parent / "inputs"
+
+
+@pytest.fixture(scope="session")
+def inputs_dir():
+    return INPUTS_DIR
+
+
+@pytest.fixture
+def mock_adb_client():
+    client = MagicMock()
+    # Dummy outputs for commands and physical interactions that tools might use
+    client.shell.return_value = "dummy adb output"
+    # Basic UI hierarchy for mobile read_hierarchy tool
+    client.get_hierarchy.return_value = (
+        "<?xml version='1.0' encoding='UTF-8'?><hierarchy><node index='0'"
+        " text='dummy'/></hierarchy>"
+    )
+    return client
+
+
+@pytest.fixture
+def artemis_context(inputs_dir, mock_adb_client):
+    """Provides a ArtemisContext with loaded database and actual side-effects,
+
+    except the ADB connection is customized to read from fixtures instead of a
+    real device.
+    """
+    ctx = MagicMock(spec=ArtemisContext)
+
+    ctx.execution_setup = MagicMock()
+    ctx.execution_setup.traces_path = str(inputs_dir)
+
+    # Initialize real DataEngine if the fixture database exists
+    db_path = inputs_dir / "data_engine.db"
+    if db_path.exists():
+        engine = DataEngine(ctx)
+        engine.start_session(goal="Test goal")
+        import uuid
+
+        engine.current_step_id = uuid.uuid4()
+        ctx.data_engine = engine
+    else:
+        ctx.data_engine = None
+
+    ctx.ui_adb_client = mock_adb_client
+
+    # Fake device representation
+    ctx.device = MagicMock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+
+    # Trace output directory setup to point inside inputs or a dedicated test folder
+    trace_out = inputs_dir / "trace_output"
+    trace_out.mkdir(exist_ok=True)
+    ctx.trace_dir = trace_out
+
+    ctx.agent_config = MagicMock()
+    ctx.agent_config.blacklisted_tools = {}
+
+    return ctx
+
+
+@pytest.fixture
+def mock_state(inputs_dir):
+    """Provides a dummy graph State with realistic artifact paths for tools that need state injection."""
+    from artemis.graph.state import State
+
+    state = MagicMock(spec=State)
+    state.latest_screenshot = str(inputs_dir / "screenshot.jpg")
+    state.video_path = str(inputs_dir / "recording.mp4")
+    state.indexed_points = []
+    state.indexed_elements = []
+    return state
diff --git a/tests/tools/diagnoser/test_diagnoser_tools.py b/tests/tools/diagnoser/test_diagnoser_tools.py
new file mode 100644
index 0000000..554645a
--- /dev/null
+++ b/tests/tools/diagnoser/test_diagnoser_tools.py
@@ -0,0 +1,128 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from artemis.tools.diagnoser_submit_answer_tool import get_submit_answer_tool
+
+
+def test_diagnoser_submit_answer_tool(artemis_context):
+    tool = get_submit_answer_tool(artemis_context)
+
+    # Execute the tool with some typical payload
+    result = tool.invoke(
+        {
+            "analysis": "The problem is caused by a network timeout.",
+            "actionable_steps": ["Check network connection", "Restart the server"],
+        }
+    )
+
+    # Assert that the tool executes without raising errors and produces expected output structure
+    assert result == "Answer submitted successfully."
+    assert "error" not in result.lower()
+
+
+def test_submit_answer_tool_subclass_and_registry():
+    """Verify SubmitAnswerTool is an ArtemisTool subclass and registered in ToolRegistry."""
+    from artemis.tools.base import ArtemisTool, ToolRegistry
+    from artemis.tools.diagnoser_submit_answer_tool import (
+        DiagnoserSubmitAnswerTool,
+        SubmitAnswer,
+        SubmitAnswerArgs,
+        SubmitAnswerTool,
+        submit_answer,
+    )
+
+    assert issubclass(SubmitAnswerTool, ArtemisTool)
+    assert issubclass(SubmitAnswer, ArtemisTool)
+    assert issubclass(DiagnoserSubmitAnswerTool, ArtemisTool)
+    assert isinstance(submit_answer, ArtemisTool)
+    assert isinstance(submit_answer, SubmitAnswerTool)
+
+    assert submit_answer.name == "submit_answer"
+    assert submit_answer.category == "custom"
+    assert submit_answer.args_schema == SubmitAnswerArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("submit_answer")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, SubmitAnswerTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = submit_answer.to_genai_declaration()
+    assert declaration.name == "submit_answer"
+    assert "analysis" in declaration.parameters.properties
+    assert "actionable_steps" in declaration.parameters.properties
+
+
+def test_ask_diagnoser_tool_subclass_and_registry():
+    """Verify AskDiagnoserTool is an ArtemisTool subclass and registered in ToolRegistry."""
+    from artemis.tools.base import ArtemisTool, ToolRegistry
+    from artemis.tools.diagnostic_tool import (
+        AskDiagnoser,
+        AskDiagnoserArgs,
+        AskDiagnoserTool,
+        DiagnosticTool,
+        ask_diagnoser,
+    )
+
+    assert issubclass(AskDiagnoserTool, ArtemisTool)
+    assert issubclass(AskDiagnoser, ArtemisTool)
+    assert issubclass(DiagnosticTool, ArtemisTool)
+    assert isinstance(ask_diagnoser, ArtemisTool)
+    assert isinstance(ask_diagnoser, AskDiagnoserTool)
+
+    assert ask_diagnoser.name == "ask_diagnoser"
+    assert ask_diagnoser.category == "custom"
+    assert ask_diagnoser.args_schema == AskDiagnoserArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("ask_diagnoser")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, AskDiagnoserTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = ask_diagnoser.to_genai_declaration()
+    assert declaration.name == "ask_diagnoser"
+    assert "query" in declaration.parameters.properties
+
+
+def test_analyze_logs_tool_subclass_and_registry():
+    """Verify AnalyzeLogsTool is an ArtemisTool subclass and registered in ToolRegistry."""
+    from artemis.tools.base import ArtemisTool, ToolRegistry
+    from artemis.tools.log_tool import (
+        AnalyzeLogs,
+        AnalyzeLogsArgs,
+        AnalyzeLogsTool,
+        LogTool,
+        analyze_logs,
+    )
+
+    assert issubclass(AnalyzeLogsTool, ArtemisTool)
+    assert issubclass(AnalyzeLogs, ArtemisTool)
+    assert issubclass(LogTool, ArtemisTool)
+    assert isinstance(analyze_logs, ArtemisTool)
+    assert isinstance(analyze_logs, AnalyzeLogsTool)
+
+    assert analyze_logs.name == "analyze_logs"
+    assert analyze_logs.category == "custom"
+    assert analyze_logs.args_schema == AnalyzeLogsArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("analyze_logs")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, AnalyzeLogsTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = analyze_logs.to_genai_declaration()
+    assert declaration.name == "analyze_logs"
+    assert "specific_query" in declaration.parameters.properties
diff --git a/tests/tools/explorer/test_explorer_tools.py b/tests/tools/explorer/test_explorer_tools.py
new file mode 100644
index 0000000..811fe36
--- /dev/null
+++ b/tests/tools/explorer/test_explorer_tools.py
@@ -0,0 +1,83 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from artemis.agents.explorer.explorer import Explorer
+import pytest
+
+
+@pytest.fixture
+def explorer_instance(artemis_context, mock_state):
+    explorer = Explorer(artemis_context)
+    explorer.image_name = "test_img"
+    explorer.screenshot_path = mock_state.latest_screenshot
+
+    # Initialize the image pool with img_0 required by processing tools
+    explorer.image_pool = {
+        "img_0": {
+            "path": mock_state.latest_screenshot,
+            "transform": {
+                "offset_x": 0.0,
+                "offset_y": 0.0,
+                "scale_x": 1.0,
+                "scale_y": 1.0,
+            },
+        }
+    }
+    return explorer
+
+
+@pytest.mark.asyncio
+async def test_exec_detect_objects(explorer_instance):
+    result = await explorer_instance.exec_detect_objects(
+        ["button", "text"], target_image_id="img_0"
+    )
+    assert isinstance(result, dict)
+    assert "text" in result
+    assert "image_path" in result
+
+
+@pytest.mark.asyncio
+async def test_exec_ask_perception_tool(explorer_instance):
+    result = await explorer_instance.exec_ask_perception_tool("login", 500, 500, ["button"])
+    assert isinstance(result, dict)
+    assert "text" in result
+    assert "image_paths" in result
+
+
+@pytest.mark.asyncio
+async def test_exec_get_ocr_list(explorer_instance):
+    result = await explorer_instance.exec_get_ocr_list()
+    assert isinstance(result, dict)
+    assert "text" in result
+    assert "image_path" in result
+
+
+@pytest.mark.asyncio
+async def test_exec_inspect_region(explorer_instance):
+    # Depending on cv2 logic, it might return an error string if coordinates are out of bounds or image is missing
+    # But it shouldn't raise unhandled exceptions
+    result = await explorer_instance.exec_inspect_region(100, 100, 400, 400, 2.0)
+    assert isinstance(result, dict)
+    assert "text" in result
+    assert "image_path" in result
+
+
+@pytest.mark.asyncio
+async def test_exec_ask_image_processor(explorer_instance):
+    result = await explorer_instance.exec_ask_image_processor(
+        "Invert colors", target_image_id="img_0"
+    )
+    assert isinstance(result, dict)
+    assert "text" in result
+    assert "image_paths" in result
diff --git a/tests/tools/history_analyzer/test_history_analyzer_tools.py b/tests/tools/history_analyzer/test_history_analyzer_tools.py
new file mode 100644
index 0000000..0add9d3
--- /dev/null
+++ b/tests/tools/history_analyzer/test_history_analyzer_tools.py
@@ -0,0 +1,101 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+from artemis.agents.history_analyzer.history_analyzer import HistoryAnalyzer
+from artemis.config import parse_llm_config
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_exec_get_step_details(artemis_context):
+    """Test the exec_get_step_details method with manually configured steps."""
+    analyzer = HistoryAnalyzer(artemis_context)
+    analyzer.history_steps = [
+        {
+            "step_number": 0,
+            "relative_time": 0.0,
+            "summary": "Initial step",
+            "action_taken": "none",
+            "operator_raw_thinking": "Starting up",
+            "last_execution_result": "Success",
+        },
+        {
+            "step_number": 1,
+            "relative_time": 5.0,
+            "summary": "Second step",
+            "action_taken": "click",
+            "operator_raw_thinking": "Clicking button",
+            "last_execution_result": "Success",
+        },
+    ]
+
+    first_step_num = 0
+    result = analyzer.exec_get_step_details(first_step_num, first_step_num)
+
+    assert "Error:" not in result
+    assert "No steps found" not in result
+
+    parsed = json.loads(result)
+    assert isinstance(parsed, list)
+    assert len(parsed) == 1
+    assert parsed[0]["step_number"] == first_step_num
+    assert "summary" in parsed[0]
+
+
+@pytest.mark.asyncio
+async def test_get_step_details_tool_with_fixture(artemis_context):
+    """Test _get_step_details_tool against real steps loaded from the inputs/data_engine.db fixture."""
+    if not artemis_context.data_engine:
+        pytest.skip("DataEngine fixture not initialized")
+
+    artemis_context.data_engine.current_session_id = "1a7fc344-ea69-4b1a-b066-d8a667502b8c"
+    steps = artemis_context.data_engine.get_agent_friendly_steps()
+    assert len(steps) > 0
+
+    analyzer = HistoryAnalyzer(artemis_context)
+    tool = analyzer._get_step_details_tool(steps)
+
+    result = tool.invoke({"start_step": 1, "end_step": 3})
+    assert isinstance(result, str)
+    assert "Error:" not in result
+    assert "No steps found" not in result
+
+    parsed = json.loads(result)
+    assert isinstance(parsed, list)
+    assert len(parsed) == 3
+    assert parsed[0]["step_number"] == 1
+    assert "YouTube" in parsed[0]["summary"]
+
+
+@pytest.mark.asyncio
+async def test_history_analyzer_blackbox_run(artemis_context):
+    """End-to-end blackbox test of HistoryAnalyzer.run(query) using real steps from inputs/data_engine.db and real LLM calls."""
+    if not artemis_context.data_engine:
+        pytest.skip("DataEngine fixture not initialized")
+
+    artemis_context.llm_config = parse_llm_config()
+    artemis_context.data_engine.current_session_id = "1a7fc344-ea69-4b1a-b066-d8a667502b8c"
+
+    analyzer = HistoryAnalyzer(artemis_context)
+    query = (
+        "What application did the operator open and what query did they search"
+        " for? Briefly summarize the session steps."
+    )
+    result = await analyzer.run(query)
+
+    assert isinstance(result, str)
+    assert len(result) > 0
+    assert "Error:" not in result
+    assert "No history recorded" not in result
diff --git a/tests/tools/hopper/test_hopper_tools.py b/tests/tools/hopper/test_hopper_tools.py
new file mode 100644
index 0000000..deb7fb7
--- /dev/null
+++ b/tests/tools/hopper/test_hopper_tools.py
@@ -0,0 +1,19 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""This file is intentionally empty.
+
+The hopper agent does not expose any tools directly. It is invoked
+programmatically by other tools (e.g., launch_app_tool) as an LLM utility.
+"""
diff --git a/tests/tools/image_processor/test_image_processor_tools.py b/tests/tools/image_processor/test_image_processor_tools.py
new file mode 100644
index 0000000..1619c34
--- /dev/null
+++ b/tests/tools/image_processor/test_image_processor_tools.py
@@ -0,0 +1,43 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from artemis.tools.image_processor_tool import get_ask_image_processor_tool
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_ask_image_processor_tool(artemis_context, mock_state):
+    """Tests the ask_image_processor tool as a blackbox.
+
+    Allows actual side effects and full lifecycle execution (including real LLM
+    API calls). Uses shared pytest fixtures for realistic context.
+    """
+    tool = get_ask_image_processor_tool(artemis_context)
+
+    # Passing a simple visual reasoning instruction.
+    # The tool will use target_image_id="img_0" corresponding to the artifact in mock_state.
+    result = await tool.ainvoke(
+        {
+            "instruction": "Identify the primary colors present in this image.",
+            "target_image_id": "img_0",
+            "state": mock_state,
+        }
+    )
+
+    # Assert execution without errors and produces expected output structure
+    assert result is not None
+    assert isinstance(result, dict)
+    assert "outputs" in result
+    assert "summary" in result
+    assert isinstance(result["outputs"], list)
diff --git a/tests/tools/inputs/audio_recording.mp3 b/tests/tools/inputs/audio_recording.mp3
new file mode 100644
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HcmV?d00001

diff --git a/tests/tools/log_analyzer/test_log_analyzer_tools.py b/tests/tools/log_analyzer/test_log_analyzer_tools.py
new file mode 100644
index 0000000..bd63a9b
--- /dev/null
+++ b/tests/tools/log_analyzer/test_log_analyzer_tools.py
@@ -0,0 +1,61 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from artemis.agents.log_analyzer.log_analyzer import LogAnalyzerNode
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_spawn_log_reader(artemis_context, mock_state):
+    """Test the spawn_log_reader tool exposed by LogAnalyzerNode."""
+    from artemis.sdk.utils import load_llm_config_override
+    from pathlib import Path
+
+    node = LogAnalyzerNode(ctx=artemis_context)
+    artemis_context.llm_config = load_llm_config_override(Path("llm-config.json"))
+    if artemis_context.data_engine:
+        artemis_context.data_engine.start_session("test_session")
+    tool = node._get_spawn_log_reader_tool()
+
+    # Let the tool run its lifecycle. It will use the real LLM APIs.
+    # Note: State injection is normally handled by LangGraph/tool invocation,
+    # but since we are testing the coroutine directly, we can pass it manually.
+    result = await tool.coroutine(
+        specific_query=("Find any errors related to network timeout in the logs."),
+        state=mock_state,
+    )
+
+    assert result is not None
+    assert isinstance(result, (str, list))
+    assert len(result) > 0
+
+
+@pytest.mark.asyncio
+async def test_log_analyzer_run(artemis_context, mock_state):
+    """Test LogAnalyzerNode.run end-to-end execution with grounding configuration."""
+    from artemis.config.llm import parse_llm_config
+
+    node = LogAnalyzerNode(ctx=artemis_context)
+    artemis_context.llm_config = parse_llm_config()
+    if artemis_context.data_engine:
+        artemis_context.data_engine.start_session("test_log_analyzer_session")
+
+    result = await node.run(
+        prompt="Analyze recent error logs for potential crash or exception tags.",
+        state=mock_state,
+    )
+
+    assert result is not None
+    assert isinstance(result, (str, list))
+    assert len(result) > 0
diff --git a/tests/tools/object_detector/test_object_detector_tools.py b/tests/tools/object_detector/test_object_detector_tools.py
new file mode 100644
index 0000000..48ffd63
--- /dev/null
+++ b/tests/tools/object_detector/test_object_detector_tools.py
@@ -0,0 +1,58 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Tests for object_detector universal tools."""
+
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.object_detection_tool import (
+    ObjectDetection,
+    ObjectDetectionArgs,
+    ObjectDetectionTool,
+    ObjectDetectorTool,
+    OperatorObjectDetection,
+    OperatorObjectDetectionArgs,
+    OperatorObjectDetectionTool,
+    OperatorObjectDetectorTool,
+    object_detection,
+    operator_object_detection,
+)
+
+
+def test_object_detector_tool_subclass_and_registry():
+    """Verify ObjectDetectionTool is an ArtemisTool subclass and registered in ToolRegistry."""
+    assert issubclass(ObjectDetectionTool, ArtemisTool)
+    assert issubclass(ObjectDetection, ArtemisTool)
+    assert issubclass(ObjectDetectorTool, ArtemisTool)
+    assert issubclass(OperatorObjectDetectionTool, ArtemisTool)
+    assert issubclass(OperatorObjectDetectionTool, ObjectDetectionTool)
+    assert issubclass(OperatorObjectDetection, ArtemisTool)
+    assert issubclass(OperatorObjectDetectorTool, ArtemisTool)
+
+    assert isinstance(object_detection, ArtemisTool)
+    assert isinstance(object_detection, ObjectDetectionTool)
+    assert isinstance(operator_object_detection, ArtemisTool)
+    assert isinstance(operator_object_detection, OperatorObjectDetectionTool)
+
+    assert object_detection.name == "object_detection"
+    assert object_detection.category == "perception"
+    assert object_detection.args_schema == ObjectDetectionArgs
+
+    assert operator_object_detection.name == "object_detection"
+    assert operator_object_detection.category == "perception"
+    assert operator_object_detection.args_schema == OperatorObjectDetectionArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("object_detection")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, ObjectDetectionTool)
diff --git a/tests/tools/operator/test_operator_tools.py b/tests/tools/operator/test_operator_tools.py
new file mode 100644
index 0000000..d5c2cce
--- /dev/null
+++ b/tests/tools/operator/test_operator_tools.py
@@ -0,0 +1,68 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from langchain_core.tools import BaseTool
+from artemis.agents.operator.operator import OperatorNode
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_operator_tools(artemis_context, mock_state):
+    """Test all tools exposed by the OperatorNode."""
+    node = OperatorNode(ctx=artemis_context)
+
+    click_tool = node._get_click_tool()
+    assert isinstance(click_tool, BaseTool)
+    res = click_tool.invoke({"target": 1, "times": 1, "delay_ms": 100})
+    assert res == "Action Recorded"
+
+    input_text_tool = node._get_input_text_tool()
+    assert isinstance(input_text_tool, BaseTool)
+    res = input_text_tool.invoke({"text": "hello", "target": 1, "clear_exist": True})
+    assert res == "Action Recorded"
+
+    swipe_tool = node._get_swipe_tool()
+    assert isinstance(swipe_tool, BaseTool)
+    res = swipe_tool.invoke({"gesture": "up"})
+    assert res == "Action Recorded"
+
+    press_key_tool = node._get_press_key_tool()
+    assert isinstance(press_key_tool, BaseTool)
+    res = press_key_tool.invoke({"key": "ENTER"})
+    assert res == "Action Recorded"
+
+    manage_app_tool = node._get_manage_app_tool()
+    assert isinstance(manage_app_tool, BaseTool)
+    res = manage_app_tool.invoke({"action": "launch", "app_name": "Settings"})
+    assert res == "Action Recorded"
+
+    wait_for_delay_tool = node._get_wait_for_delay_tool()
+    assert isinstance(wait_for_delay_tool, BaseTool)
+    res = wait_for_delay_tool.invoke({"time_in_ms": 1000})
+    assert res == "Action Recorded"
+
+    long_press_tool = node._get_long_press_tool()
+    assert isinstance(long_press_tool, BaseTool)
+    res = long_press_tool.invoke({"target": 1, "duration": 1000})
+    assert res == "Action Recorded"
+
+    wait_for_text_tool = node._get_wait_for_text_tool()
+    assert isinstance(wait_for_text_tool, BaseTool)
+    res = wait_for_text_tool.invoke({"text": "Success", "state": "visible", "timeout_ms": 5000})
+    assert res == "Action Recorded"
+
+    reply_tool = node._get_reply_to_checker_tool()
+    assert isinstance(reply_tool, BaseTool)
+    res = reply_tool.invoke({"reasoning": "This is a test reply."})
+    assert isinstance(res, str)
diff --git a/tests/tools/outputter/test_outputter_tools.py b/tests/tools/outputter/test_outputter_tools.py
new file mode 100644
index 0000000..dca9fdf
--- /dev/null
+++ b/tests/tools/outputter/test_outputter_tools.py
@@ -0,0 +1,61 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from artemis.agents.outputter.tools import (
+    get_search_history_tool,
+    get_step_details_tool,
+    get_step_screenshot_tool,
+)
+from artemis.context import ArtemisContext
+import pytest
+
+
+@pytest.fixture
+def history_steps(artemis_context: ArtemisContext):
+    if artemis_context.data_engine:
+        return artemis_context.data_engine.get_agent_friendly_steps()
+    return []
+
+
+def test_get_step_details_tool(history_steps):
+    """Test get_step_details_tool to ensure it runs without errors."""
+    tool = get_step_details_tool(history_steps)
+    result = tool.invoke({"start_step": 1, "end_step": 5})
+
+    assert isinstance(result, str)
+    assert len(result) > 0
+
+
+def test_get_step_screenshot_tool(artemis_context: ArtemisContext, history_steps):
+    """Test get_step_screenshot_tool to ensure it handles requests gracefully."""
+    tool = get_step_screenshot_tool(artemis_context, history_steps)
+
+    result = tool.invoke({"step_number": 1})
+
+    if isinstance(result, list):
+        assert len(result) == 2
+        assert result[0]["type"] == "text"
+        assert result[1]["type"] == "image_url"
+    else:
+        assert isinstance(result, str)
+        assert len(result) > 0
+
+
+def test_get_search_history_tool(artemis_context: ArtemisContext):
+    """Test get_search_history_tool to ensure it can search through history."""
+    tool = get_search_history_tool(artemis_context)
+    result = tool.invoke({"query": "test"})
+
+    assert isinstance(result, str)
+    assert len(result) > 0
diff --git a/tests/tools/planner/test_planner_tools.py b/tests/tools/planner/test_planner_tools.py
new file mode 100644
index 0000000..2954348
--- /dev/null
+++ b/tests/tools/planner/test_planner_tools.py
@@ -0,0 +1,17 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+
+# The planner agent does not have exposed tools of its own to test here.
+# It uses shared tools from artemis.tools.scratchpad, which are tested in their respective modules.
diff --git a/tests/tools/summarizer/test_summarizer_tools.py b/tests/tools/summarizer/test_summarizer_tools.py
new file mode 100644
index 0000000..4fe4350
--- /dev/null
+++ b/tests/tools/summarizer/test_summarizer_tools.py
@@ -0,0 +1,16 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+
+# The summarizer agent does not have exposed tools of its own to test here.
diff --git a/tests/tools/validator/test_validator_tools.py b/tests/tools/validator/test_validator_tools.py
new file mode 100644
index 0000000..89b9627
--- /dev/null
+++ b/tests/tools/validator/test_validator_tools.py
@@ -0,0 +1,75 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import base64
+from pathlib import Path
+
+from artemis.agents.validator.failure_analyzer import ValidationErrorCategory
+from artemis.agents.validator.validator import ValidatorNode
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_safety_net_validation(artemis_context, mock_state):
+    """Test the safety_net_validation tool."""
+    node = ValidatorNode(artemis_context)
+
+    action_item = {
+        "action": "tap",
+        "coordinates": [100, 200],
+        "target_text": "Submit",
+    }
+
+    # We pass session=None so it relies on fallback or fails gracefully
+    # We assert it runs without unhandled exceptions.
+    try:
+        passed, category, reason = await node._validate_action_precondition(
+            session=None, action_item=action_item, state=mock_state
+        )
+    except Exception as e:
+        pytest.fail(f"Tool raised an exception: {e}")
+
+    assert isinstance(passed, bool)
+    assert isinstance(category, ValidationErrorCategory)
+    assert isinstance(reason, str)
+
+
+@pytest.mark.asyncio
+async def test_safety_net_pixel_validation(artemis_context, mock_state):
+    """Test the safety_net_pixel_validation tool."""
+    node = ValidatorNode(artemis_context)
+
+    action_item = {"action": "tap", "coordinates": [100, 200]}
+
+    # Read the real screenshot from the mock_state to provide as pre_screenshot_b64
+    screenshot_path = mock_state.latest_screenshot
+    pre_screenshot_b64 = "dummy_base64"
+    if screenshot_path and Path(screenshot_path).exists():
+        with open(screenshot_path, "rb") as f:
+            pre_screenshot_b64 = base64.b64encode(f.read()).decode("utf-8")
+
+    try:
+        passed, category, reason = await node._validate_action_precondition_pixel(
+            session=None,
+            action_item=action_item,
+            pre_screenshot_b64=pre_screenshot_b64,
+            original_coords=[100, 200],
+            state=mock_state,
+        )
+    except Exception as e:
+        pytest.fail(f"Tool raised an exception: {e}")
+
+    assert isinstance(passed, bool)
+    assert isinstance(category, ValidationErrorCategory)
+    assert isinstance(reason, str)
diff --git a/tests/tools/video_analyzer/test_video_analyzer_tools.py b/tests/tools/video_analyzer/test_video_analyzer_tools.py
new file mode 100644
index 0000000..a4c668c
--- /dev/null
+++ b/tests/tools/video_analyzer/test_video_analyzer_tools.py
@@ -0,0 +1,103 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+import pytest
+from artemis.agents.video_analyzer.video_analyzer import VideoAnalyzer
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_tools(artemis_context, mock_state, inputs_dir):
+    artemis_context.device.mobile_platform = "android"
+    artemis_context.adb_client = artemis_context.ui_adb_client
+
+    agent = VideoAnalyzer(ctx=artemis_context)
+
+    agent.local_files_to_cleanup = set()
+    agent.local_dirs_to_cleanup = set()
+    agent.cloud_files_to_cleanup = set()
+    agent.blackboard_entries = []
+    agent.sub_system_prompt = "You are a sub agent"
+    agent.audio_system_prompt = "You are an audio sub agent"
+    agent.model_name = "gemini-3.6-flash"
+
+    # We must provide a valid FunctionDeclaration for the tool otherwise Pydantic will complain
+    from google.genai import types
+
+    agent.submit_answer_tool = types.FunctionDeclaration(
+        name="submit_answer",
+        description=("Submit the final findings for the requested segment analysis."),
+        parameters=types.Schema(
+            type=types.Type.OBJECT,
+            properties={
+                "summary": types.Schema(type=types.Type.STRING, description="summary"),
+                "analysis": types.Schema(type=types.Type.STRING, description="analysis"),
+                "timeline_events": types.Schema(
+                    type=types.Type.ARRAY,
+                    items=types.Schema(
+                        type=types.Type.OBJECT,
+                        properties={
+                            "start_time": types.Schema(type=types.Type.NUMBER),
+                            "end_time": types.Schema(type=types.Type.NUMBER),
+                            "transcription": types.Schema(type=types.Type.STRING),
+                            "confidence_score": types.Schema(type=types.Type.NUMBER),
+                            "verification_timestamp_secs": types.Schema(type=types.Type.NUMBER),
+                        },
+                    ),
+                ),
+            },
+        ),
+    )
+
+    import google.genai as genai
+    from artemis.config import settings
+
+    agent.client = genai.Client(
+        api_key=settings.GOOGLE_API_KEY.get_secret_value() if settings.GOOGLE_API_KEY else None
+    )
+    artemis_context._genai_client = agent.client
+
+    mock_session = MagicMock()
+    mock_session.local_video_path = Path(inputs_dir) / "recording.mp4"
+    mock_session.start_time = 0.0
+    mock_session.data_engine_start_time = None
+    mock_session.process = MagicMock()
+    mock_session.process.returncode = None
+    mock_session.android_video_segments = []
+    mock_session.android_segment_index = 0
+
+    from unittest.mock import AsyncMock
+
+    sample_video = Path(inputs_dir) / "recording.mp4"
+    mock_driver = MagicMock()
+    mock_driver.stop_video_recording = AsyncMock(return_value=sample_video)
+    artemis_context._active_driver = mock_driver
+
+    with patch(
+        "artemis.controllers.android_controller.get_active_session",
+        return_value=mock_session,
+    ):
+        result = await agent.exec_extract_segment_metadata(start_time=0.0, end_time=1.0)
+        assert isinstance(result, str)
+        assert len(result) > 0
+
+        # Test sub-agent with extremely short audio query to not waste resources and time
+        audio_result = await agent.exec_analyze_audio_only(
+            start_time=0.0,
+            end_time=1.0,
+            specific_query="Reply with a short summary only.",
+        )
+        assert isinstance(audio_result, str)
diff --git a/tests/unit/agents/test_checker.py b/tests/unit/agents/test_checker.py
new file mode 100644
index 0000000..11d964c
--- /dev/null
+++ b/tests/unit/agents/test_checker.py
@@ -0,0 +1,98 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.agents.checker.checker import CheckerResult, run_async_check
+from artemis.context import ArtemisContext
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_run_async_check(tmp_path):
+    notes_dir = tmp_path / "notes"
+    notes_dir.mkdir(parents=True, exist_ok=True)
+
+    # Put a dummy task plan file
+    (notes_dir / "task_plan.md").write_text("Plan")
+
+    # Put a dummy verification_chat file
+    import hashlib
+
+    subgoal_text = "Open WhatsApp"
+    s_hash = hashlib.md5(subgoal_text.encode("utf-8")).hexdigest()
+    (notes_dir / f"verification_chat_{s_hash}.json").write_text("[]")
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = str(tmp_path)
+    mock_ctx.data_engine.get_agent_friendly_steps.return_value = []
+    mock_ctx.execution_setup = None
+
+    # Mock controller for screen data
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="dummy_screenshot_base64")
+
+    from artemis.controllers.device_controller import ScreenDataResponse
+
+    mock_screen_data = ScreenDataResponse(
+        base64="dummy_screenshot_base64",
+        elements=[],
+        width=1080,
+        height=2400,
+        platform="android",
+    )
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_screen_data)
+
+    # Mock LLM response with with_structured_output
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.content = "Task completed successfully."
+    mock_response.tool_calls = []
+
+    async def mock_astream(*args, **kwargs):
+        yield mock_response
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_llm.bind_tools.return_value = mock_llm
+
+    mock_structured_llm = MagicMock()
+    mock_structured_llm.ainvoke = AsyncMock(
+        return_value=CheckerResult(success=True, reason="Task completed successfully.")
+    )
+    mock_llm.with_structured_output.return_value = mock_structured_llm
+
+    with (
+        patch(
+            "artemis.agents.checker.checker.UnifiedMobileController",
+            return_value=mock_controller,
+        ),
+        patch("artemis.agents.checker.checker.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.utils.task_tree.build_plan_and_history",
+            return_value="Task tree",
+        ),
+    ):
+        result = await run_async_check(
+            mock_ctx,
+            subgoal_text=subgoal_text,
+            subgoal_hash=s_hash,
+            raw_perception_data={"screenshot_b64": "dummy", "width": 1080, "height": 2400},
+            latest_ui_hierarchy=[],
+        )
+
+        assert result["status"] == "success"
+        assert result["reason"] == "Task completed successfully."
+        assert mock_llm.astream.called
+        assert mock_llm.with_structured_output.called
diff --git a/tests/unit/agents/test_diagnoser.py b/tests/unit/agents/test_diagnoser.py
new file mode 100644
index 0000000..34617de
--- /dev/null
+++ b/tests/unit/agents/test_diagnoser.py
@@ -0,0 +1,308 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, Mock, patch
+from langchain_core.messages import AIMessage, ToolMessage
+from langgraph.types import Command
+from artemis.agents.diagnoser.diagnoser import Diagnoser
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+import pytest
+
+
+@pytest.fixture
+def mock_context():
+    ctx = Mock(spec=ArtemisContext)
+    ctx.llm_config = Mock()
+    ctx.data_engine = Mock()
+    ctx.data_engine.base_dir = "/tmp"
+    ctx.data_engine.get_agent_friendly_steps.return_value = []
+
+    # Mock execution_setup
+    mock_setup = Mock()
+    mock_setup.video_recording_tools_enabled = True
+    ctx.execution_setup = mock_setup
+
+    return ctx
+
+
+@pytest.fixture
+def mock_state():
+    state = Mock(spec=State)
+    state.initial_goal = "Test goal"
+    state.latest_screenshot = None
+    state.latest_ui_hierarchy = []
+    return state
+
+
+@patch("artemis.agents.diagnoser.diagnoser.get_llm")
+@patch("artemis.agents.diagnoser.diagnoser.get_video_analyzer_tool")
+@patch("artemis.agents.diagnoser.diagnoser.get_analyze_logs_tool")
+@pytest.mark.asyncio
+async def test_diagnostic_agent_simple_call(
+    mock_get_log_tool,
+    mock_get_video_tool,
+    mock_get_llm,
+    mock_context,
+    mock_state,
+):
+    """Test that DiagnosticAgent calls LLM and returns result."""
+    mock_llm = Mock()
+    mock_llm.bind_tools.return_value = mock_llm
+
+    mock_response = AIMessage(content="I diagnosed the issue: it is a network error.")
+
+    async def mock_astream(*args, **kwargs):
+        yield mock_response
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_get_llm.return_value = mock_llm
+
+    # Mock tools
+    mock_video_tool = Mock()
+    mock_video_tool.name = "video_analyzer"
+    mock_get_video_tool.return_value = mock_video_tool
+
+    mock_log_tool = Mock()
+    mock_log_tool.name = "analyze_logs"
+    mock_get_log_tool.return_value = mock_log_tool
+
+    agent = Diagnoser(mock_context)
+    result = await agent.run("Diagnose why the app crashed", mock_state)
+
+    assert result == "I diagnosed the issue: it is a network error."
+
+
+@patch("artemis.agents.diagnoser.diagnoser.get_llm")
+@patch("artemis.agents.diagnoser.diagnoser.get_video_analyzer_tool")
+@patch("artemis.agents.diagnoser.diagnoser.get_analyze_logs_tool")
+@pytest.mark.asyncio
+async def test_diagnostic_agent_tool_calls(
+    mock_get_log_tool,
+    mock_get_video_tool,
+    mock_get_llm,
+    mock_context,
+    mock_state,
+):
+    """Test that DiagnosticAgent handles tool calls."""
+    mock_llm = Mock()
+    mock_llm.bind_tools.return_value = mock_llm
+
+    # Simulate response with tool calls
+    mock_response = AIMessage(
+        content="I need to check logs and video.",
+        tool_calls=[
+            {
+                "name": "analyze_logs",
+                "args": {"specific_query": "Check for crashes"},
+                "id": "call_1",
+            },
+            {
+                "name": "video_analyzer",
+                "args": {
+                    "time_description": "around 10s",
+                    "purpose": "Check UI",
+                },
+                "id": "call_2",
+            },
+        ],
+    )
+    # Second call returns final answer
+    mock_final_response = AIMessage(content="Diagnosis complete.")
+
+    responses = [mock_response, mock_final_response]
+    call_count = 0
+
+    async def mock_astream(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            yield responses[call_count]
+            call_count += 1
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_get_llm.return_value = mock_llm
+
+    # Mock tools
+    mock_log_tool = AsyncMock()
+    mock_log_tool.name = "analyze_logs"
+    mock_log_tool.args = {"specific_query": None, "state": None}
+    mock_log_tool.ainvoke.return_value = "Logs show no crash."
+    mock_get_log_tool.return_value = mock_log_tool
+
+    mock_video_tool = AsyncMock()
+    mock_video_tool.name = "video_analyzer"
+    mock_video_tool.args = {
+        "time_description": None,
+        "purpose": None,
+        "state": None,
+    }
+    mock_command = Command(
+        update={
+            VALIDATOR_MESSAGES_KEY: [
+                ToolMessage(content="Video shows UI loading.", tool_call_id="call_2")
+            ]
+        }
+    )
+    mock_video_tool.ainvoke.return_value = mock_command
+    mock_get_video_tool.return_value = mock_video_tool
+
+    agent = Diagnoser(mock_context)
+    result = await agent.run("Diagnose issue", mock_state)
+
+    assert result == "Diagnosis complete."
+    mock_log_tool.ainvoke.assert_called_once_with(
+        {"specific_query": "Check for crashes", "state": mock_state}
+    )
+    mock_video_tool.ainvoke.assert_called_once()
+
+
+@patch("artemis.agents.diagnoser.diagnoser.get_llm")
+@patch("artemis.agents.diagnoser.diagnoser.get_video_analyzer_tool")
+@patch("artemis.agents.diagnoser.diagnoser.get_analyze_logs_tool")
+@pytest.mark.asyncio
+async def test_diagnostic_agent_no_video_tool_when_disabled(
+    mock_get_log_tool,
+    mock_get_video_tool,
+    mock_get_llm,
+    mock_context,
+    mock_state,
+):
+    """Test that Diagnoser does not bind video tool when disabled."""
+    # Set video recording to False
+    mock_context.execution_setup.video_recording_tools_enabled = False
+
+    mock_llm = Mock()
+    mock_llm.bind_tools.return_value = mock_llm
+
+    mock_response = AIMessage(content="Diagnosis complete.")
+
+    async def mock_astream(*args, **kwargs):
+        yield mock_response
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_get_llm.return_value = mock_llm
+
+    # Mock tools
+    mock_video_tool = Mock()
+    mock_video_tool.name = "video_analyzer"
+    mock_get_video_tool.return_value = mock_video_tool
+
+    mock_log_tool = Mock()
+    mock_log_tool.name = "analyze_logs"
+    mock_get_log_tool.return_value = mock_log_tool
+
+    agent = Diagnoser(mock_context)
+    await agent.run("Diagnose issue", mock_state)
+
+    # Verify bind_tools was called
+    mock_llm.bind_tools.assert_called_once()
+    bound_tools = mock_llm.bind_tools.call_args[1]["tools"]
+
+    # Verify video_analyzer is NOT in bound tools
+    tool_names = [t.name for t in bound_tools if hasattr(t, "name")]
+    assert "video_analyzer" not in tool_names
+    # Verify log tool IS in bound tools (should still be there)
+    assert "analyze_logs" in tool_names
+
+
+@patch("artemis.agents.diagnoser.diagnoser.get_llm")
+@patch("artemis.tools.video_tool.VideoAnalyzer")
+@pytest.mark.asyncio
+async def test_diagnoser_background_job_lifecycle(
+    mock_video_analyzer_class, mock_get_llm, mock_state
+):
+    # Setup context
+    ctx = ArtemisContext.model_construct(
+        device=Mock(),
+        llm_config=Mock(),
+        execution_setup=Mock(video_recording_tools_enabled=True),
+    )
+    ctx.data_engine = None
+
+    # The Mock VideoAnalyzer agent running inside the background job
+    mock_agent_instance = AsyncMock()
+
+    async def mock_agent_run(time_desc, purpose):
+        return "Video shows step successfully completed.", "success"
+
+    mock_agent_instance.run.side_effect = mock_agent_run
+    mock_video_analyzer_class.return_value = mock_agent_instance
+
+    # Prepare LLM responses
+    mock_llm = Mock()
+    mock_llm.bind_tools.return_value = mock_llm
+
+    # Turn 1: LLM requests tool call
+    mock_response_1 = AIMessage(
+        content="Checking the video first.",
+        tool_calls=[
+            {
+                "name": "video_analyzer",
+                "args": {
+                    "time_description": "from 0s to 5s",
+                    "purpose": "check UI",
+                },
+                "id": "call_video_1",
+            }
+        ],
+    )
+    # Turn 2: LLM gets the initial job start message, continues, then background job finishes, and result is injected.
+    mock_response_2 = AIMessage(content="Final complete diagnosis.")
+
+    responses = [mock_response_1, mock_response_2]
+    call_count = 0
+
+    async def mock_astream(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            yield responses[call_count]
+            call_count += 1
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_get_llm.return_value = mock_llm
+
+    # Mock asanitize_update on mock_state
+    async def mock_asanitize_update(ctx, update, agent):
+        return update
+
+    mock_state.asanitize_update = mock_asanitize_update
+
+    # Instantiate the Diagnoser
+    agent = Diagnoser(ctx)
+
+    # We want to use the actual video analyzer tool so it triggers the background task
+    from artemis.tools.video_tool import get_video_analyzer_tool
+
+    real_video_tool = get_video_analyzer_tool(ctx, role="diagnoser")
+
+    with patch(
+        "artemis.tools.log_tool.get_analyze_logs_tool",
+        return_value=Mock(name="analyze_logs"),
+    ):
+        with patch(
+            "artemis.tools.video_tool.get_video_analyzer_tool",
+            return_value=real_video_tool,
+        ):
+            result = await agent.run("Diagnose video issue", mock_state)
+
+    assert result == "Final complete diagnosis."
+    # Verify job registry
+    assert len(ctx.background_jobs) == 1
+    job_id = list(ctx.background_jobs.keys())[0]
+    job = ctx.background_jobs[job_id]
+    assert job["tool_call_id"] == "call_video_1"
+    assert job["status"] == "completed"
+    assert job["result"] == "Video shows step successfully completed."
+    assert job["consumed"] is True
diff --git a/tests/unit/agents/test_diagnoser_failures.py b/tests/unit/agents/test_diagnoser_failures.py
new file mode 100644
index 0000000..72a7390
--- /dev/null
+++ b/tests/unit/agents/test_diagnoser_failures.py
@@ -0,0 +1,343 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, Mock, patch
+from adbutils import AdbClient
+from langchain_core.messages import AIMessage, ToolMessage
+from artemis.agents.diagnoser.diagnoser import Diagnoser
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+import pytest
+
+
+@pytest.fixture(scope="session", autouse=True)
+def ensure_device_connected():
+    try:
+        client = AdbClient()
+        if not client.device_list():
+            pytest.skip("No active Android device/emulator found. Skipping diagnostic tool tests.")
+    except Exception as e:
+        pytest.skip(f"ADB Client connection failed: {e}. Skipping tests.")
+
+
+@pytest.fixture
+def mock_context():
+    ctx = Mock(spec=ArtemisContext)
+    ctx.llm_config = Mock()
+    ctx.data_engine = Mock()
+    ctx.data_engine.base_dir = "/tmp"
+    ctx.data_engine.get_agent_friendly_steps.return_value = []
+
+    # Mock execution_setup
+    mock_setup = Mock()
+    mock_setup.video_recording_tools_enabled = True
+    ctx.execution_setup = mock_setup
+
+    return ctx
+
+
+@pytest.fixture
+def mock_state():
+    state = Mock(spec=State)
+    state.initial_goal = "Test goal"
+    state.latest_screenshot = None
+    state.latest_ui_hierarchy = []
+    return state
+
+
+@patch("artemis.agents.diagnoser.diagnoser.get_llm")
+@patch("artemis.tools.video_tool.get_video_analyzer_tool")
+@patch("artemis.tools.log_tool.get_analyze_logs_tool")
+@patch("artemis.agents.diagnoser.diagnoser.get_ui_hierarchy_tool")
+@pytest.mark.asyncio
+async def test_maestro_uninstall_timeout(
+    mock_get_ui_tool,
+    mock_get_log_tool,
+    mock_get_video_tool,
+    mock_get_llm,
+    mock_context,
+    mock_state,
+):
+    """Test Maestro Uninstall Timeout / Blocker Failure."""
+    # Mock LLM calls
+    mock_llm = Mock()
+    mock_llm.bind_tools.return_value = mock_llm
+
+    mock_response_1 = AIMessage(
+        content="I need to check the UI hierarchy.",
+        tool_calls=[
+            {
+                "name": "get_ui_hierarchy",
+                "args": {},
+                "id": "call_hierarchy",
+            }
+        ],
+    )
+    mock_response_2 = AIMessage(
+        content=(
+            "Diagnoser identifies the blocker failure and recommends restarting"
+            " ADB/uninstalling conflicting tools manually."
+        )
+    )
+
+    responses = [mock_response_1, mock_response_2]
+    call_count = 0
+
+    async def mock_astream(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            yield responses[call_count]
+            call_count += 1
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_get_llm.return_value = mock_llm
+
+    # Mock tool
+    mock_ui_tool = AsyncMock()
+    mock_ui_tool.name = "get_ui_hierarchy"
+    mock_ui_tool.args = {}
+    mock_ui_tool.ainvoke.return_value = "Error: pm list packages timed out"
+    mock_get_ui_tool.return_value = mock_ui_tool
+
+    # Run agent
+    agent = Diagnoser(mock_context)
+    result = await agent.run("Diagnose why the app crashed", mock_state)
+
+    assert "recommends restarting ADB" in result
+    assert "uninstalling conflicting tools" in result
+
+    # Assert get_ui_hierarchy was called
+    mock_ui_tool.ainvoke.assert_called_once()
+
+    # Assert that the ToolMessage was sent back to LLM
+    assert len(mock_llm.astream.call_args_list) == 2
+    sent_messages = mock_llm.astream.call_args_list[1][0][0]
+    tool_message = sent_messages[-2]
+    assert isinstance(tool_message, ToolMessage)
+    assert tool_message.tool_call_id == "call_hierarchy"
+    assert tool_message.content == "Error: pm list packages timed out"
+    assert tool_message.status == "error"
+
+
+@patch("artemis.agents.diagnoser.diagnoser.get_llm")
+@patch("artemis.tools.video_tool.get_video_analyzer_tool")
+@patch("artemis.tools.log_tool.get_analyze_logs_tool")
+@patch("artemis.agents.diagnoser.diagnoser.get_ui_hierarchy_tool")
+@pytest.mark.asyncio
+async def test_uiautomator2_connection_lost(
+    mock_get_ui_tool,
+    mock_get_log_tool,
+    mock_get_video_tool,
+    mock_get_llm,
+    mock_context,
+    mock_state,
+):
+    """Test UIAutomator2 Daemon Connection Lost."""
+    # Mock LLM
+    mock_llm = Mock()
+    mock_llm.bind_tools.return_value = mock_llm
+
+    mock_response_1 = AIMessage(
+        content="Let me check the UI hierarchy.",
+        tool_calls=[
+            {
+                "name": "get_ui_hierarchy",
+                "args": {},
+                "id": "call_hierarchy_lost",
+            }
+        ],
+    )
+    mock_response_2 = AIMessage(content="Diagnoser reports connection loss with UIAutomator2.")
+
+    responses = [mock_response_1, mock_response_2]
+    call_count = 0
+
+    async def mock_astream(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            yield responses[call_count]
+            call_count += 1
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_get_llm.return_value = mock_llm
+
+    # Mock tool to throw ConnectionError
+    mock_ui_tool = AsyncMock()
+    mock_ui_tool.name = "get_ui_hierarchy"
+    mock_ui_tool.args = {}
+    mock_ui_tool.ainvoke.side_effect = ConnectionError(
+        "UIAutomator2 connection lost, reconnecting..."
+    )
+    mock_get_ui_tool.return_value = mock_ui_tool
+
+    # Run agent
+    agent = Diagnoser(mock_context)
+    result = await agent.run("Diagnose crash", mock_state)
+
+    assert "reports connection loss" in result
+
+    # Assert that tool error is wrapped and returned in the ToolMessage
+    assert len(mock_llm.astream.call_args_list) == 2
+    sent_messages = mock_llm.astream.call_args_list[1][0][0]
+    tool_message = sent_messages[-2]
+    assert isinstance(tool_message, ToolMessage)
+    assert tool_message.tool_call_id == "call_hierarchy_lost"
+    assert "UIAutomator2 connection lost, reconnecting..." in tool_message.content
+    assert tool_message.status == "error"
+
+    # Verify that the trace span recorded the failure
+    record_trace_calls = mock_context.data_engine.record_trace.call_args_list
+    tool_trace_calls = [c for c in record_trace_calls if c[1].get("name") == "get_ui_hierarchy"]
+    failed_trace = next((c for c in tool_trace_calls if c[1].get("status") == "failed"), None)
+    assert failed_trace is not None
+    assert "UIAutomator2 connection lost, reconnecting..." in failed_trace[1]["payload"]["error"]
+
+
+@patch("artemis.agents.diagnoser.diagnoser.get_llm")
+@patch("artemis.tools.video_tool.get_video_analyzer_tool")
+@patch("artemis.tools.log_tool.get_analyze_logs_tool")
+@patch("artemis.agents.diagnoser.diagnoser.get_ui_hierarchy_tool")
+@pytest.mark.asyncio
+async def test_ui_hierarchy_dump_stall(
+    mock_get_ui_tool,
+    mock_get_log_tool,
+    mock_get_video_tool,
+    mock_get_llm,
+    mock_context,
+    mock_state,
+):
+    """Test UI Hierarchy Dump Stall (UI Thread Frozen)."""
+    # Mock LLM
+    mock_llm = Mock()
+    mock_llm.bind_tools.return_value = mock_llm
+
+    mock_response_1 = AIMessage(
+        content="Let me fetch the UI hierarchy to see what's on screen.",
+        tool_calls=[
+            {
+                "name": "get_ui_hierarchy",
+                "args": {},
+                "id": "call_hierarchy_stall",
+            }
+        ],
+    )
+    mock_response_2 = AIMessage(
+        content=(
+            "Diagnoser identifies frozen UI and suggests rendering-safe"
+            " recovery actions (like ADB wake commands or a wait/retry cycle)."
+        )
+    )
+
+    responses = [mock_response_1, mock_response_2]
+    call_count = 0
+
+    async def mock_astream(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            yield responses[call_count]
+            call_count += 1
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_get_llm.return_value = mock_llm
+
+    # Mock tool
+    mock_ui_tool = AsyncMock()
+    mock_ui_tool.name = "get_ui_hierarchy"
+    mock_ui_tool.args = {}
+    mock_ui_tool.ainvoke.return_value = (
+        "Error retrieving UI hierarchy: dump_hierarchy timed out after 3 seconds"
+    )
+    mock_get_ui_tool.return_value = mock_ui_tool
+
+    # Run agent
+    agent = Diagnoser(mock_context)
+    result = await agent.run("Diagnose stall", mock_state)
+
+    assert "rendering-safe recovery actions" in result
+
+    # Assert ToolMessage was passed back with correct error details
+    assert len(mock_llm.astream.call_args_list) == 2
+    sent_messages = mock_llm.astream.call_args_list[1][0][0]
+    tool_message = sent_messages[-2]
+    assert isinstance(tool_message, ToolMessage)
+    assert tool_message.tool_call_id == "call_hierarchy_stall"
+    assert "dump_hierarchy timed out after 3 seconds" in tool_message.content
+    assert tool_message.status == "error"
+
+
+@patch("artemis.agents.diagnoser.diagnoser.get_llm")
+@patch("artemis.tools.video_tool.get_video_analyzer_tool")
+@patch("artemis.tools.log_tool.get_analyze_logs_tool")
+@patch("artemis.agents.diagnoser.diagnoser.get_ui_hierarchy_tool")
+@pytest.mark.asyncio
+async def test_device_offline(
+    mock_get_ui_tool,
+    mock_get_log_tool,
+    mock_get_video_tool,
+    mock_get_llm,
+    mock_context,
+    mock_state,
+):
+    """Test Device Offline (ADB Transport Lost)."""
+    # Mock LLM
+    mock_llm = Mock()
+    mock_llm.bind_tools.return_value = mock_llm
+
+    mock_response_1 = AIMessage(
+        content="Let's grab the UI hierarchy.",
+        tool_calls=[
+            {
+                "name": "get_ui_hierarchy",
+                "args": {},
+                "id": "call_hierarchy_offline",
+            }
+        ],
+    )
+    mock_response_2 = AIMessage(
+        content=("The device is offline. Diagnoser flags the offline device state.")
+    )
+
+    responses = [mock_response_1, mock_response_2]
+    call_count = 0
+
+    async def mock_astream(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            yield responses[call_count]
+            call_count += 1
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_get_llm.return_value = mock_llm
+
+    # Mock tool
+    mock_ui_tool = AsyncMock()
+    mock_ui_tool.name = "get_ui_hierarchy"
+    mock_ui_tool.args = {}
+    mock_ui_tool.ainvoke.side_effect = RuntimeError("device offline")
+    mock_get_ui_tool.return_value = mock_ui_tool
+
+    # Run agent
+    agent = Diagnoser(mock_context)
+    result = await agent.run("Diagnose offline", mock_state)
+
+    assert "flags the offline device state" in result
+
+    # Assert ToolMessage was passed back with correct error details
+    assert len(mock_llm.astream.call_args_list) == 2
+    sent_messages = mock_llm.astream.call_args_list[1][0][0]
+    tool_message = sent_messages[-2]
+    assert isinstance(tool_message, ToolMessage)
+    assert tool_message.tool_call_id == "call_hierarchy_offline"
+    assert "device offline" in tool_message.content
+    assert tool_message.status == "error"
diff --git a/tests/unit/agents/test_explorer.py b/tests/unit/agents/test_explorer.py
new file mode 100644
index 0000000..beaeaed
--- /dev/null
+++ b/tests/unit/agents/test_explorer.py
@@ -0,0 +1,1270 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+
+os.environ["ARTEMIS_USE_FILE_API"] = "false"
+import pytest
+from unittest.mock import AsyncMock, MagicMock, patch
+import json
+from google.genai import types
+
+from artemis.agents.explorer.explorer import Explorer
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+
+MOCK_PROMPT_JSON = """{
+  "IDENTITY": "You are the agentic UI Explorer designed to identify objects, scan text, and extract UI attributes on a phone screen.",
+  "OPERATING PRINCIPLES": [
+    "Confidence-Driven Cost-Benefit Strategy: Maximize localization accuracy...",
+    "Tool Capabilities: You have three classes of tools...",
+    "Parallel vs Sequential Invocations: You are fully supported..."
+  ]
+}"""
+
+
+@pytest.fixture(autouse=True)
+def disable_file_api(monkeypatch):
+    monkeypatch.setenv("ARTEMIS_USE_FILE_API", "false")
+
+
+@pytest.mark.asyncio
+async def test_explorer_run():
+    # Mock context and state
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.explorer = MagicMock()
+    mock_ctx.llm_config.explorer.model = "gemini-3.6-flash"
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test_screenshot.jpg"
+
+    # Mock Gemini Client and Response
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.models = MagicMock()
+    mock_response = MagicMock()
+    mock_response.text = ""
+    mock_func_call = MagicMock()
+    mock_func_call.name = "submit_answer"
+    mock_func_call.args = {
+        "candidates": [
+            {
+                "label": "S1",
+                "coords": [500, 500],
+                "description": "Target button",
+            }
+        ],
+        "fallback_message": "",
+    }
+    mock_response.function_calls = [mock_func_call]
+
+    mock_client.aio.models.generate_content = AsyncMock(return_value=mock_response)
+
+    # Mock storage manager
+    mock_storage = MagicMock()
+    mock_storage.get_image.return_value = "dummy_hash"
+
+    # Mock file reading for prompt
+    mock_prompt = MOCK_PROMPT_JSON
+
+    # Custom mock open to handle both binary and text reads
+    def custom_open(file, mode="r", *args, **kwargs):
+        mock_file = MagicMock()
+        if "b" in mode:
+            # Provide a sequence of bytes for iter(lambda: f.read(4096), b"") and b64 encode
+            mock_file.read.side_effect = [
+                b"fake_image_data",
+                b"",
+                b"fake_image_data",
+            ]
+        else:
+            mock_file.read.return_value = '{"templates": [], "instructions": ""}'
+
+        mock_file.__enter__.return_value = mock_file
+        return mock_file
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch("builtins.open", custom_open),
+    ):
+        explorer = Explorer(mock_ctx)
+        result = await explorer.run(
+            query="Find button",
+            context_feedback="",
+            screenshot_path="/tmp/test_screenshot.jpg",
+            minimal_list="",
+            state=mock_state,
+        )
+
+        expected_outcome = json.dumps(mock_func_call.args, ensure_ascii=False)
+        assert result == expected_outcome
+        assert mock_client.aio.models.generate_content.called
+
+
+@pytest.mark.asyncio
+async def test_explorer_submit_answer():
+    # Mock context and state
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.explorer = MagicMock()
+    mock_ctx.llm_config.explorer.model = "gemini-3.6-flash"
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test_screenshot.jpg"
+
+    # Mock Gemini Client and Function Call for submit_answer
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.models = MagicMock()
+    mock_response = MagicMock()
+    mock_response.text = ""
+
+    mock_func_call = MagicMock()
+    mock_func_call.name = "submit_answer"
+    mock_func_call.args = {
+        "candidates": [
+            {
+                "label": "S1",
+                "coords": [500, 500],
+                "description": "Target button",
+            }
+        ],
+        "fallback_message": "",
+    }
+    mock_response.function_calls = [mock_func_call]
+
+    mock_client.aio.models.generate_content = AsyncMock(return_value=mock_response)
+
+    # Mock storage manager
+    mock_storage = MagicMock()
+    mock_storage.get_image.return_value = "dummy_hash"
+
+    # Mock file reading for prompt
+    mock_prompt = MOCK_PROMPT_JSON
+
+    def custom_open(file, mode="r", *args, **kwargs):
+        mock_file = MagicMock()
+        if "b" in mode:
+            mock_file.read.side_effect = [
+                b"fake_image_data",
+                b"",
+                b"fake_image_data",
+            ]
+        else:
+            mock_file.read.return_value = '{"templates": [], "instructions": ""}'
+
+        mock_file.__enter__.return_value = mock_file
+        return mock_file
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch("builtins.open", custom_open),
+    ):
+        explorer = Explorer(mock_ctx)
+        result = await explorer.run(
+            query="Find button",
+            context_feedback="",
+            screenshot_path="/tmp/test_screenshot.jpg",
+            minimal_list="",
+            state=mock_state,
+        )
+
+        # Ensure it returned the structured JSON outcome
+        expected_outcome = json.dumps(mock_func_call.args, ensure_ascii=False)
+        assert result == expected_outcome
+        assert mock_client.aio.models.generate_content.called
+
+
+@pytest.mark.asyncio
+async def test_explorer_submit_answer_self_correction():
+    # Mock context and state
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.explorer = MagicMock()
+    mock_ctx.llm_config.explorer.model = "gemini-3.6-flash"
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test_screenshot.jpg"
+
+    # Response 1: Returns invalid coords [1500, -200] (out of bounds)
+    mock_response1 = MagicMock()
+    mock_response1.text = ""
+
+    mock_func_call1 = MagicMock()
+    mock_func_call1.name = "submit_answer"
+    mock_func_call1.args = {
+        "candidates": [
+            {
+                "label": "S1",
+                "coords": [1500, -200],
+                "description": "Ambiguous button",
+            }
+        ]
+    }
+
+    mock_response1.candidates = [
+        MagicMock()
+    ]  # Provide dummy candidate content for loop history tracking
+    mock_response1.candidates[0].content = types.Content(
+        role="model",
+        parts=[
+            types.Part.from_function_call(
+                name="submit_answer",
+                args={
+                    "candidates": [
+                        {
+                            "label": "S1",
+                            "coords": [1500, -200],
+                            "description": "Ambiguous button",
+                        }
+                    ]
+                },
+            )
+        ],
+    )
+    mock_response1.function_calls = [mock_func_call1]
+
+    # Response 2: Returns corrected valid coords [500, 500]
+    mock_response2 = MagicMock()
+    mock_response2.text = ""
+
+    mock_func_call2 = MagicMock()
+    mock_func_call2.name = "submit_answer"
+    mock_func_call2.args = {
+        "candidates": [
+            {
+                "label": "S1",
+                "coords": [500, 500],
+                "description": "Corrected button",
+            }
+        ]
+    }
+
+    mock_response2.candidates = [MagicMock()]
+    mock_response2.candidates[0].content = types.Content(
+        role="model",
+        parts=[
+            types.Part.from_function_call(
+                name="submit_answer",
+                args={
+                    "candidates": [
+                        {
+                            "label": "S1",
+                            "coords": [500, 500],
+                            "description": "Corrected button",
+                        }
+                    ]
+                },
+            )
+        ],
+    )
+    mock_response2.function_calls = [mock_func_call2]
+
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.models = MagicMock()
+    mock_client.aio.models.generate_content = AsyncMock(
+        side_effect=[mock_response1, mock_response2]
+    )
+
+    # Mock storage manager
+    mock_storage = MagicMock()
+    mock_storage.get_image.return_value = "dummy_hash"
+
+    # Mock file reading for prompt
+    mock_prompt = MOCK_PROMPT_JSON
+
+    def custom_open(file, mode="r", *args, **kwargs):
+        mock_file = MagicMock()
+        if "b" in mode:
+            mock_file.read.side_effect = [
+                b"fake_image_data",
+                b"",
+                b"fake_image_data",
+            ]
+        else:
+            mock_file.read.return_value = '{"templates": [], "instructions": ""}'
+
+        mock_file.__enter__.return_value = mock_file
+        return mock_file
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch("builtins.open", custom_open),
+    ):
+        explorer = Explorer(mock_ctx)
+        result = await explorer.run(
+            query="Find button",
+            context_feedback="",
+            screenshot_path="/tmp/test_screenshot.jpg",
+            minimal_list="",
+            state=mock_state,
+        )
+
+        # Assert loops successfully completed on the second corrected turn
+        expected_args = {
+            "candidates": [
+                {
+                    "label": "S1",
+                    "coords": [500, 500],
+                    "description": "Corrected button",
+                }
+            ]
+        }
+        assert result == json.dumps(expected_args, ensure_ascii=False)
+        assert mock_client.aio.models.generate_content.call_count == 2
+
+
+@pytest.mark.asyncio
+async def test_explorer_initial_visual_marking():
+    # Mock context and state with latest_ui_hierarchy
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.explorer = MagicMock()
+    mock_ctx.llm_config.explorer.model = "gemini-3.6-flash"
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test_screenshot.jpg"
+    mock_state.latest_ui_hierarchy = [{"text": "Clickable Button", "bounds": "[100,100][200,200]"}]
+
+    # Mock Gemini Client and response
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.models = MagicMock()
+    mock_response = MagicMock()
+    mock_response.text = ""
+
+    mock_func_call = MagicMock()
+    mock_func_call.name = "submit_answer"
+    mock_func_call.args = {
+        "candidates": [{"label": "1", "coords": [500, 500], "description": "Visual target"}]
+    }
+    mock_response.function_calls = [mock_func_call]
+    mock_client.aio.models.generate_content = AsyncMock(return_value=mock_response)
+
+    # Mock storage manager
+    mock_storage = MagicMock()
+    mock_storage.get_image.return_value = "dummy_hash"
+
+    # Mock file reading for prompt
+    mock_prompt = MOCK_PROMPT_JSON
+
+    def custom_open(file, mode="r", *args, **kwargs):
+        mock_file = MagicMock()
+        if "b" in mode:
+            mock_file.read.side_effect = [
+                b"fake_image_marked_data",
+                b"",
+                b"fake_image_marked_data",
+            ]
+        else:
+            mock_file.read.return_value = '{"templates": [], "instructions": ""}'
+        mock_file.__enter__.return_value = mock_file
+        return mock_file
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch("artemis.agents.explorer.explorer.draw_dots") as mock_draw_dots,
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch("builtins.open", custom_open),
+    ):
+        explorer = Explorer(mock_ctx)
+        await explorer.run(
+            query="Find button",
+            context_feedback="",
+            screenshot_path="/tmp/test_screenshot.jpg",
+            state=mock_state,
+            minimal_list="",
+        )
+
+        # Ensure draw_dots was successfully called with calculated center coordinates of bounds [100,100][200,200] -> [150, 150]
+        mock_draw_dots.assert_called_once()
+        points_arg = mock_draw_dots.call_args[0][1]
+        assert points_arg == [[150, 150]]
+
+        labels_arg = mock_draw_dots.call_args[0][2]
+        assert labels_arg == ["1"]
+
+
+@pytest.mark.asyncio
+async def test_explorer_initial_visual_marking_previous_screenshot():
+    from artemis.data_engine.models import ImageRecord
+
+    # Mock context and state
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.explorer = MagicMock()
+    mock_ctx.llm_config.explorer.model = "gemini-3.6-flash"
+
+    mock_state = MagicMock(spec=State)
+    # current screenshot is different
+    mock_state.latest_screenshot = "/tmp/current_screenshot.jpg"
+    mock_state.latest_ui_hierarchy = [{"text": "Current Button", "bounds": "[300,300][400,400]"}]
+
+    # Mock Gemini Client and response
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.models = MagicMock()
+    mock_response = MagicMock()
+    mock_response.text = ""
+
+    mock_func_call = MagicMock()
+    mock_func_call.name = "submit_answer"
+    mock_func_call.args = {
+        "candidates": [{"label": "1", "coords": [500, 500], "description": "Visual target"}]
+    }
+    mock_response.function_calls = [mock_func_call]
+    mock_client.aio.models.generate_content = AsyncMock(return_value=mock_response)
+
+    # Mock storage manager to return correct previous image record from DB
+    mock_storage = MagicMock()
+
+    # Mock ImageRecord with the previous screenshot's UI hierarchy
+    mock_record = MagicMock(spec=ImageRecord)
+    mock_record.ui_tree = [{"text": "Previous Button", "bounds": "[100,100][200,200]"}]
+    mock_storage.get_image.return_value = mock_record
+
+    # Mock file reading for prompt
+    mock_prompt = MOCK_PROMPT_JSON
+
+    def custom_open(file, mode="r", *args, **kwargs):
+        mock_file = MagicMock()
+        if "b" in mode:
+            mock_file.read.side_effect = [
+                b"fake_image_marked_data",
+                b"",
+                b"fake_image_marked_data",
+            ]
+        else:
+            mock_file.read.return_value = '{"templates": [], "instructions": ""}'
+        mock_file.__enter__.return_value = mock_file
+        return mock_file
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch("artemis.agents.explorer.explorer.draw_dots") as mock_draw_dots,
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch("builtins.open", custom_open),
+    ):
+        explorer = Explorer(mock_ctx)
+        await explorer.run(
+            query="Find button",
+            context_feedback="",
+            # Pass previous screenshot path (different from state.latest_screenshot)
+            screenshot_path="/tmp/previous_screenshot.jpg",
+            state=mock_state,
+            minimal_list="",
+        )
+
+        # Ensure draw_dots was called with previous bounds [100,100][200,200] -> [150, 150]
+        # instead of current bounds [300,300][400,400] -> [350, 350]
+        mock_draw_dots.assert_called_once()
+        points_arg = mock_draw_dots.call_args[0][1]
+        assert points_arg == [[150, 150]]  # Uses previous screenshot bounds!
+        assert points_arg != [[350, 350]]  # Does not use current screenshot bounds!
+
+        labels_arg = mock_draw_dots.call_args[0][2]
+        assert labels_arg == ["1"]
+
+
+@pytest.mark.asyncio
+async def test_explorer_initial_visual_marking_previous_screenshot_no_ui_tree():
+
+    # Mock context and state
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.explorer = MagicMock()
+    mock_ctx.llm_config.explorer.model = "gemini-3.6-flash"
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/current_screenshot.jpg"
+    mock_state.latest_ui_hierarchy = [{"text": "Current Button", "bounds": "[300,300][400,400]"}]
+
+    # Mock Gemini Client and response
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.models = MagicMock()
+    mock_response = MagicMock()
+    mock_response.text = ""
+
+    mock_func_call = MagicMock()
+    mock_func_call.name = "submit_answer"
+    mock_func_call.args = {
+        "candidates": [{"label": "1", "coords": [500, 500], "description": "Visual target"}]
+    }
+    mock_response.function_calls = [mock_func_call]
+    mock_client.aio.models.generate_content = AsyncMock(return_value=mock_response)
+
+    # Mock storage manager to return None (meaning not found in DB)
+    mock_storage = MagicMock()
+    mock_storage.get_image.return_value = None
+
+    # Mock file reading for prompt
+    mock_prompt = MOCK_PROMPT_JSON
+
+    def custom_open(file, mode="r", *args, **kwargs):
+        mock_file = MagicMock()
+        if "b" in mode:
+            mock_file.read.side_effect = [
+                b"fake_image_raw_data",
+                b"",
+                b"fake_image_raw_data",
+            ]
+        else:
+            mock_file.read.return_value = '{"templates": [], "instructions": ""}'
+        mock_file.__enter__.return_value = mock_file
+        return mock_file
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch("artemis.agents.explorer.explorer.draw_dots") as mock_draw_dots,
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch("builtins.open", custom_open),
+    ):
+        explorer = Explorer(mock_ctx)
+        await explorer.run(
+            query="Find button",
+            context_feedback="",
+            # Pass previous screenshot path (different from state.latest_screenshot)
+            screenshot_path="/tmp/previous_screenshot.jpg",
+            state=mock_state,
+            minimal_list="",
+        )
+
+        # Ensure draw_dots was NEVER called since no ui_tree was available for previous screenshot
+        mock_draw_dots.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_explorer_initial_visual_marking_previous_screenshot_ocr_fusion():
+    from artemis.data_engine.models import ImageRecord
+
+    # Mock context and state
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.explorer = MagicMock()
+    mock_ctx.llm_config.explorer.model = "gemini-3.6-flash"
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/current_screenshot.jpg"
+
+    # Mock Gemini Client and response
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.models = MagicMock()
+    mock_response = MagicMock()
+    mock_response.text = ""
+
+    mock_func_call = MagicMock()
+    mock_func_call.name = "submit_answer"
+    mock_func_call.args = {
+        "candidates": [{"label": "1", "coords": [500, 500], "description": "Visual target"}]
+    }
+    mock_response.function_calls = [mock_func_call]
+    mock_client.aio.models.generate_content = AsyncMock(return_value=mock_response)
+
+    # Mock storage manager
+    mock_storage = MagicMock()
+
+    # Mock ImageRecord with previous raw XML and raw OCR
+    mock_record = MagicMock(spec=ImageRecord)
+    mock_record.ui_tree = [{"text": "", "bounds": "[100,100][200,200]"}]
+    # First ocr_result is full screen text and ignored; second overlaps with bounds
+    mock_record.ocr_result = [
+        {"text": "full screen", "position": [{"x": 0, "y": 0}]},
+        {
+            "text": "OCR Text",
+            "position": [
+                {"x": 110, "y": 110},
+                {"x": 190, "y": 110},
+                {"x": 190, "y": 190},
+                {"x": 110, "y": 190},
+            ],
+        },
+    ]
+    mock_storage.get_image.return_value = mock_record
+
+    # Mock file reading for prompt
+    mock_prompt = MOCK_PROMPT_JSON
+
+    def custom_open(file, mode="r", *args, **kwargs):
+        mock_file = MagicMock()
+        if "b" in mode:
+            mock_file.read.side_effect = [
+                b"fake_image_marked_data",
+                b"",
+                b"fake_image_marked_data",
+            ]
+        else:
+            mock_file.read.return_value = '{"templates": [], "instructions": ""}'
+        mock_file.__enter__.return_value = mock_file
+        return mock_file
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch("artemis.agents.explorer.explorer.draw_dots") as mock_draw_dots,
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch("builtins.open", custom_open),
+    ):
+        explorer = Explorer(mock_ctx)
+        await explorer.run(
+            query="Find button",
+            context_feedback="",
+            screenshot_path="/tmp/previous_screenshot.jpg",
+            state=mock_state,
+            minimal_list="",
+        )
+
+        # Ensure draw_dots was called with center coordinates of the fused OCR element [110,110][190,190] -> [150, 150]
+        mock_draw_dots.assert_called_once()
+        points_arg = mock_draw_dots.call_args[0][1]
+        assert points_arg == [[150, 150]]  # Successfully fused and drawn!
+
+        labels_arg = mock_draw_dots.call_args[0][2]
+        assert labels_arg == ["1"]
+
+
+@pytest.mark.asyncio
+async def test_explorer_initial_visual_marking_previous_screenshot_on_the_fly_ocr():
+    from artemis.data_engine.models import ImageRecord
+
+    # Mock context and state
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.explorer = MagicMock()
+    mock_ctx.llm_config.explorer.model = "gemini-3.6-flash"
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/current_screenshot.jpg"
+
+    # Mock Gemini Client and response
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.models = MagicMock()
+    mock_response = MagicMock()
+    mock_response.text = ""
+
+    mock_func_call = MagicMock()
+    mock_func_call.name = "submit_answer"
+    mock_func_call.args = {
+        "candidates": [{"label": "1", "coords": [500, 500], "description": "Visual target"}]
+    }
+    mock_response.function_calls = [mock_func_call]
+    mock_client.aio.models.generate_content = AsyncMock(return_value=mock_response)
+
+    # Mock storage manager
+    mock_storage = MagicMock()
+
+    # Mock ImageRecord containing ui_tree but ocr_result is None
+    mock_record = MagicMock(spec=ImageRecord)
+    mock_record.ui_tree = [{"text": "", "bounds": "[100,100][200,200]"}]
+    mock_record.ocr_result = None
+    mock_storage.get_image.return_value = mock_record
+
+    # Mock file reading for prompt
+    mock_prompt = MOCK_PROMPT_JSON
+
+    # Mock dynamic OCR result
+    mock_ocr_result = [
+        {"text": "full screen", "position": [{"x": 0, "y": 0}]},
+        {
+            "text": "On-the-fly OCR Text",
+            "position": [
+                {"x": 110, "y": 110},
+                {"x": 190, "y": 110},
+                {"x": 190, "y": 190},
+                {"x": 110, "y": 190},
+            ],
+        },
+    ]
+
+    def custom_open(file, mode="r", *args, **kwargs):
+        mock_file = MagicMock()
+        if "b" in mode:
+            mock_file.read.side_effect = [
+                b"fake_image_marked_data",
+                b"",
+                b"fake_image_marked_data",
+            ]
+        else:
+            mock_file.read.return_value = '{"templates": [], "instructions": ""}'
+        mock_file.__enter__.return_value = mock_file
+        return mock_file
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.perform_ocr",
+            new_callable=AsyncMock,
+            return_value=mock_ocr_result,
+        ) as mock_perform_ocr,
+        patch("artemis.agents.explorer.explorer.draw_dots") as mock_draw_dots,
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch("builtins.open", custom_open),
+    ):
+        explorer = Explorer(mock_ctx)
+        await explorer.run(
+            query="Find button",
+            context_feedback="",
+            screenshot_path="/tmp/previous_screenshot.jpg",
+            state=mock_state,
+            minimal_list="",
+        )
+
+        # Verify perform_ocr was triggered on-the-fly
+        mock_perform_ocr.assert_called_once()
+
+        # Ensure draw_dots was called with center coordinates of the fused OCR element [110,110][190,190] -> [150, 150]
+        mock_draw_dots.assert_called_once()
+        points_arg = mock_draw_dots.call_args[0][1]
+        assert points_arg == [[150, 150]]
+
+        labels_arg = mock_draw_dots.call_args[0][2]
+        assert labels_arg == ["1"]
+
+
+@pytest.mark.asyncio
+async def test_explorer_blacklisted_tool():
+    # Mock context and state
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.explorer = MagicMock()
+    mock_ctx.llm_config.explorer.model = "gemini-3.6-flash"
+    mock_ctx.agent_config = MagicMock()
+    mock_ctx.agent_config.blacklisted_tools = {"explorer": ["search_xml_ocr"]}
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test_screenshot.jpg"
+
+    # Response 1: Model calls search_xml_ocr (which is blacklisted)
+    mock_response1 = MagicMock()
+    mock_response1.text = ""
+    mock_func_call1 = MagicMock()
+    mock_func_call1.name = "search_xml_ocr"
+    mock_func_call1.args = {"use_coords": False, "search_value": "test"}
+    mock_response1.function_calls = [mock_func_call1]
+    mock_response1.candidates = [MagicMock()]
+    mock_response1.candidates[0].content = types.Content(
+        role="model",
+        parts=[types.Part.from_function_call(name="search_xml_ocr", args=mock_func_call1.args)],
+    )
+
+    # Response 2: Model calls submit_answer
+    mock_response2 = MagicMock()
+    mock_response2.text = ""
+    mock_func_call2 = MagicMock()
+    mock_func_call2.name = "submit_answer"
+    mock_func_call2.args = {
+        "candidates": [
+            {
+                "label": "S1",
+                "coords": [500, 500],
+                "description": "Corrected button",
+            }
+        ],
+        "fallback_message": "",
+    }
+    mock_response2.function_calls = [mock_func_call2]
+    mock_response2.candidates = [MagicMock()]
+    mock_response2.candidates[0].content = types.Content(
+        role="model",
+        parts=[types.Part.from_function_call(name="submit_answer", args=mock_func_call2.args)],
+    )
+
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.models = MagicMock()
+    mock_client.aio.models.generate_content = AsyncMock(
+        side_effect=[mock_response1, mock_response2]
+    )
+
+    # Mock storage manager
+    mock_storage = MagicMock()
+    mock_storage.get_image.return_value = "dummy_hash"
+
+    # Mock file reading for prompt
+    mock_prompt = MOCK_PROMPT_JSON
+
+    def custom_open(file, mode="r", *args, **kwargs):
+        mock_file = MagicMock()
+        if "b" in mode:
+            mock_file.read.side_effect = [
+                b"fake_image_data",
+                b"",
+                b"fake_image_data",
+            ]
+        else:
+            mock_file.read.return_value = '{"templates": [], "instructions": ""}'
+
+        mock_file.__enter__.return_value = mock_file
+        return mock_file
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch("builtins.open", custom_open),
+    ):
+        explorer = Explorer(mock_ctx)
+
+        # Verify get_exposed_tools doesn't expose search_xml_ocr
+        exposed_tools = explorer.get_exposed_tools()
+        exposed_tool_names = [tool.name for tool in exposed_tools]
+        assert "search_xml_ocr" not in exposed_tool_names
+
+        result = await explorer.run(
+            query="Find button",
+            context_feedback="",
+            screenshot_path="/tmp/test_screenshot.jpg",
+            minimal_list="",
+            state=mock_state,
+        )
+
+        expected_outcome = json.dumps(mock_func_call2.args, ensure_ascii=False)
+        assert result == expected_outcome
+
+        # Ensure we called generate_content twice
+        assert mock_client.aio.models.generate_content.call_count == 2
+
+        # Verify the contents passed to the second call contain the error response
+        # indicating that the tool is blacklisted and unavailable.
+        call_args = mock_client.aio.models.generate_content.call_args_list[1]
+        contents = call_args[1]["contents"]
+
+        # Find the tool response in contents
+        tool_content = next(
+            (
+                c
+                for c in contents
+                if c.role in ("tool", "user") and any(p.function_response for p in c.parts)
+            ),
+            None,
+        )
+        assert tool_content is not None
+
+        # Verify that the response part contains the expected error message
+        found_error = False
+        for part in tool_content.parts:
+            func_resp = part.function_response
+            if func_resp and func_resp.name == "search_xml_ocr":
+                assert "blacklisted and unavailable" in func_resp.response["error"]
+                found_error = True
+
+        assert found_error
+
+
+@pytest.mark.asyncio
+async def test_explorer_inspect_region():
+    import pathlib
+    import numpy as np
+
+    # Mock context
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+
+    explorer = Explorer(mock_ctx)
+    explorer.width = 1080
+    explorer.height = 2400
+    explorer.screenshot_path = "/tmp/test_screenshot.jpg"
+    explorer.image_name = "test_image"
+
+    dummy_img = np.zeros((2400, 1080, 3), dtype=np.uint8)
+
+    with (
+        patch("cv2.imread", return_value=dummy_img) as mock_imread,
+        patch("cv2.resize", return_value=dummy_img) as mock_resize,
+        patch("cv2.imwrite", return_value=True) as mock_imwrite,
+        patch("pathlib.Path.mkdir") as mock_mkdir,
+        patch("glob.glob", return_value=[]),
+        patch("artemis.agents.explorer.explorer.settings") as mock_settings,
+    ):
+        mock_settings.TRACES_PATH = pathlib.Path("/tmp/traces")
+        res = await explorer.exec_inspect_region(
+            x_min=100, y_min=200, x_max=300, y_max=400, zoom_factor=2.0
+        )
+        assert res["image_path"] is not None
+        assert "Inspected region coordinates" in res["text"]
+        mock_imread.assert_called_once_with("/tmp/test_screenshot.jpg")
+
+        # Verify resize calculations:
+        # px_start = 100 * 1080 / 1000 = 108
+        # py_start = 200 * 2400 / 1000 = 480
+        # px_end = 300 * 1080 / 1000 = 324
+        # py_end = 400 * 2400 / 1000 = 960
+        # width = 324 - 108 = 216
+        # height = 960 - 480 = 480
+        # new_width = 216 * 2.0 = 432
+        # new_height = 480 * 2.0 = 960
+        mock_resize.assert_called_once()
+        resize_args = mock_resize.call_args[0]
+        assert resize_args[1] == (432, 960)
+        mock_imwrite.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_explorer_final_turn_tool_stripping():
+    """Test that on the final iteration (turn 10), Explorer strips other tools and injects warning."""
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    explorer = Explorer(mock_ctx)
+
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.explorer = MagicMock()
+    mock_ctx.llm_config.explorer.model = "gemini-3.6-flash"
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test_screenshot.jpg"
+
+    # Set up generate_content mock to capture call arguments
+    mock_client = MagicMock()
+    mock_ctx._genai_client = mock_client
+
+    # Turn 1: model returns search_xml_ocr
+    fc_search = MagicMock()
+    fc_search.name = "search_xml_ocr"
+    fc_search.args = {"use_coords": False, "search_value": "test"}
+    mock_response = MagicMock()
+    mock_response.function_calls = [fc_search]
+    mock_response.candidates = [MagicMock()]
+    mock_response.candidates[0].content = types.Content(
+        role="model",
+        parts=[types.Part.from_function_call(name="search_xml_ocr", args=fc_search.args)],
+    )
+
+    # Always return the same mock response to force it to run out of turns
+    mock_client.aio.models.generate_content = AsyncMock(return_value=mock_response)
+
+    from unittest.mock import mock_open
+
+    with (
+        patch("builtins.open", mock_open(read_data=b"")),
+        patch("hashlib.sha256") as mock_sha,
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", return_value="{}"),
+    ):
+        mock_sha.return_value.hexdigest.return_value = "dummy_hash"
+
+        await explorer.run(
+            query="test",
+            context_feedback="",
+            screenshot_path="/tmp/test_screenshot.jpg",
+            state=mock_state,
+            minimal_list="test list",
+        )
+
+        # Total number of iterations is max_iterations = 3 under "pro" mode default
+        assert mock_client.aio.models.generate_content.call_count == 3
+
+        # Check the final turn call (index 2) keyword args
+        call_args_3 = mock_client.aio.models.generate_content.call_args_list[2]
+        config = call_args_3.kwargs["config"]
+
+        # Tools in the 10th call should only contain "submit_answer"
+        tools = config.tools[0].function_declarations
+        assert len(tools) == 1
+        assert tools[0].name == "submit_answer"
+
+        # Warning should be injected in contents
+        contents = call_args_3.kwargs["contents"]
+        # Find warning in contents parts
+        warning_found = False
+        for content in contents:
+            if content.role == "user":
+                for part in content.parts:
+                    if part.text and "[WARNING] This is your final iteration" in part.text:
+                        warning_found = True
+        assert warning_found, "Warning message was not found in contents"
+
+
+@pytest.mark.asyncio
+async def test_explorer_ask_perception_tool():
+    import numpy as np
+    from unittest.mock import mock_open
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/test_session"
+    explorer = Explorer(mock_ctx)
+    explorer.image_name = "dummy_hash"
+    explorer.screenshot_path = "/tmp/test_screenshot.jpg"
+    explorer.width = 1080
+    explorer.height = 2400
+    explorer.global_label_idx = 1
+    explorer.image_pool = {
+        "img_0": {
+            "path": "/tmp/test_screenshot.jpg",
+            "transform": {
+                "offset_x": 0.0,
+                "offset_y": 0.0,
+                "scale_x": 1.0,
+                "scale_y": 1.0,
+            },
+            "description": "Original complete screenshot",
+        }
+    }
+
+    # Mock search_ui_func
+    mock_search_ui_res = {
+        "matches": [
+            {
+                "matched_text": "Settings",
+                "bounds": [540, 480, 540, 480],
+                "type": "xml",
+            },
+            {
+                "matched_text": "Sign In",
+                "bounds": [100, 100, 200, 200],
+                "type": "ocr",
+            },
+        ]
+    }
+
+    # Mock storage record
+    mock_record = MagicMock()
+    mock_record.ui_tree = [
+        {
+            "bounds": "[500,400][600,560]",
+            "text": "Settings Button",
+            "resource-id": "com.android.settings:id/btn_settings",
+            "class": "android.widget.Button",
+        }
+    ]
+    mock_record.ocr_result = []
+
+    mock_storage = MagicMock()
+    mock_storage.get_image.return_value = mock_record
+
+    # Mock _run_object_detection
+    mock_detector_res = {
+        "detected": [{"label": "profile icon", "point": [900, 100]}],
+        "failed": [],
+    }
+
+    # Mock draw_dots
+    mock_draw_dots = MagicMock()
+
+    with (
+        patch(
+            "artemis.agents.explorer.explorer.search_ui_func",
+            return_value=mock_search_ui_res,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch(
+            "artemis.mcp.xml_search_server.StorageManager",
+            return_value=mock_storage,
+        ),
+        patch(
+            "artemis.agents.explorer.explorer._run_object_detection",
+            return_value=mock_detector_res,
+        ),
+        patch("artemis.agents.explorer.explorer.draw_dots", mock_draw_dots),
+        patch("artemis.utils.visualization.draw_dots", mock_draw_dots),
+        patch("pathlib.Path.mkdir"),
+        patch("glob.glob", return_value=[]),
+        patch("builtins.open", mock_open(read_data=b'{"templates": []}')),
+        patch("cv2.imread", return_value=np.zeros((2400, 1080, 3), dtype=np.uint8)),
+    ):
+        result = await explorer.exec_ask_perception_tool(
+            search_query="Settings",
+            nx=550,
+            ny=200,
+            detect_queries=["profile icon"],
+        )
+
+        assert "XML/OCR Text Search Results are:" in result["text"]
+        assert "Coordinate Search Results are:" in result["text"]
+        assert "Object Detection Results are:" in result["text"]
+
+        # XML Text search should return label X1
+        assert "[X1]" in result["text"]
+        # OCR Text search should return label O2
+        assert "[O2]" in result["text"]
+        # Coordinate search should return label X3
+        assert "[X3]" in result["text"]
+        # Object detection should return label D4 (since global label idx is shared/contiguous)
+        assert "[D4]" in result["text"]
+
+        assert len(result["image_paths"]) == 3
+
+        # Verify call arguments of draw_dots
+        assert mock_draw_dots.call_count == 3
+        # First call (XML/OCR Text search): green color
+        first_call = mock_draw_dots.call_args_list[0]
+        assert first_call.kwargs.get("color") == "green"
+        assert first_call.args[2] == ["X1", "O2"]
+
+        # Second call (XML Coordinate audit): blue color
+        second_call = mock_draw_dots.call_args_list[1]
+        assert second_call.kwargs.get("color") == "blue"
+        assert second_call.args[2] == ["X3"]
+
+        # Third call (Object detection): red color
+        third_call = mock_draw_dots.call_args_list[2]
+        assert third_call.kwargs.get("color") == "red"
+        assert third_call.args[2] == ["D4"]
+
+
+def test_explorer_prune_historical_images():
+    from artemis.agents.explorer.explorer import Explorer
+    from google.genai import types
+
+    mock_ctx = MagicMock()
+    explorer = Explorer(mock_ctx)
+
+    part1 = types.Part(inline_data=types.Blob(data=b"img1", mime_type="image/jpeg"))
+    part2 = types.Part(inline_data=types.Blob(data=b"img2", mime_type="image/jpeg"))
+    part3 = types.Part.from_text(text="Some text")
+
+    contents = [
+        types.Content(role="user", parts=[part1, part3]),
+        types.Content(role="user", parts=[part2]),
+    ]
+
+    explorer._prune_historical_images(contents, keep_last=1)
+
+    # First image part should be pruned to text part
+    assert contents[0].parts[0].text == "[Image pruned to maintain visual focus on latest state]"
+    assert contents[0].parts[1].text == "Some text"
+    # Second (last) image part should be kept intact
+    assert contents[1].parts[0] is part2
diff --git a/tests/unit/agents/test_explorer_universal.py b/tests/unit/agents/test_explorer_universal.py
new file mode 100644
index 0000000..33d21fb
--- /dev/null
+++ b/tests/unit/agents/test_explorer_universal.py
@@ -0,0 +1,127 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for Universal Explorer and Multi-Model Grounding Engine."""
+
+import json
+from unittest.mock import AsyncMock, MagicMock, Mock, patch
+
+import pytest
+from langchain_core.messages import AIMessage
+
+from artemis.agents.explorer.explorer import (
+    UNIVERSAL_EXPLORER_TOOLS,
+    Explorer,
+)
+from artemis.config import settings
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+
+
+@pytest.fixture
+def mock_context(tmp_path):
+    ctx = Mock(spec=ArtemisContext)
+    ctx.llm_config = Mock()
+    mock_llm_cfg = Mock()
+    mock_llm_cfg.model = "claude-3-7-sonnet"
+    mock_llm_cfg.temperature = 0.1
+    ctx.llm_config.explorer = mock_llm_cfg
+
+    ctx.device = Mock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+
+    ctx.agent_config = Mock()
+    ctx.agent_config.blacklisted_tools = {}
+
+    ctx.data_engine = Mock()
+    ctx.data_engine.base_dir = tmp_path
+    return ctx
+
+
+def test_explorer_universal_engine_detection(mock_context):
+    """Test that Explorer routes to Universal Engine when non-Gemini model is configured."""
+    with patch.object(settings, "GOOGLE_API_KEY", None):
+        agent = Explorer(mock_context)
+        assert agent.use_native_gemini is False
+        assert agent.model_name == "claude-3-7-sonnet"
+
+
+def test_universal_explorer_tool_schemas():
+    """Verify schema integrity of Universal Explorer tool declarations."""
+    assert len(UNIVERSAL_EXPLORER_TOOLS) == 6
+    names = [t["function"]["name"] for t in UNIVERSAL_EXPLORER_TOOLS]
+    assert "ask_perception_tool" in names
+    assert "detect_objects" in names
+    assert "get_ocr_list" in names
+    assert "ask_image_processor" in names
+    assert "inspect_region" in names
+    assert "submit_answer" in names
+
+
+@pytest.mark.asyncio
+async def test_run_universal_explorer_success(mock_context, tmp_path):
+    """Test universal Explorer tool invocation and submit_answer coordinate parsing."""
+    agent = Explorer(mock_context)
+    agent.use_native_gemini = False
+
+    fake_screenshot = tmp_path / "screenshot.jpg"
+    fake_screenshot.write_bytes(b"fake_image_bytes")
+
+    # Mock tool call response for submit_answer
+    msg_response = AIMessage(
+        content="Submitting grounded elements.",
+        tool_calls=[
+            {
+                "name": "submit_answer",
+                "args": {
+                    "candidates": [
+                        {
+                            "label": "D1",
+                            "coords": [500, 600],
+                            "description": "Settings button",
+                        }
+                    ],
+                    "fallback_message": "",
+                },
+                "id": "exp_call_1",
+            }
+        ],
+    )
+
+    mock_llm = MagicMock()
+    mock_bound = MagicMock()
+    mock_bound.ainvoke = AsyncMock(return_value=msg_response)
+    mock_llm.bind_tools.return_value = mock_bound
+
+    with patch(
+        "artemis.agents.explorer.explorer.get_llm",
+        return_value=mock_llm,
+    ):
+        mock_state = Mock(spec=State)
+        res_str = await agent._run_universal(
+            query="find settings icon",
+            context_feedback="",
+            screenshot_path=str(fake_screenshot),
+            state=mock_state,
+            minimal_list="",
+            version="pro",
+            prompt_template="You are an explorer.",
+            max_iterations=3,
+        )
+
+        res = json.loads(res_str)
+        assert len(res["candidates"]) == 1
+        assert res["candidates"][0]["label"] == "D1"
+        assert res["candidates"][0]["coords"] == [500, 600]
diff --git a/tests/unit/agents/test_failure_analyzer.py b/tests/unit/agents/test_failure_analyzer.py
new file mode 100644
index 0000000..252aa30
--- /dev/null
+++ b/tests/unit/agents/test_failure_analyzer.py
@@ -0,0 +1,213 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for Universal Failure Analyzer."""
+
+import base64
+from unittest.mock import AsyncMock, MagicMock, Mock, patch
+
+import pytest
+from langchain_core.messages import AIMessage
+
+from artemis.agents.validator.failure_analyzer import (
+    FailureAnalyzer,
+    PixelTargetDisappearedStrategy,
+    TargetDisappearedStrategy,
+    ValidationErrorCategory,
+    VALIDATOR_TOOLS_DECLARATION,
+)
+from artemis.context import ArtemisContext
+
+
+class DummyState:
+    def __init__(self, latest_screenshot=None):
+        self.latest_screenshot = latest_screenshot
+        self.indexed_points = []
+        self.indexed_elements = []
+
+
+@pytest.fixture
+def mock_context(tmp_path):
+    ctx = Mock(spec=ArtemisContext)
+    ctx.llm_config = Mock()
+    mock_llm_cfg = Mock()
+    mock_llm_cfg.model = "gemini-2.5-pro"
+    mock_llm_cfg.temperature = 0.1
+    ctx.llm_config.get_agent.return_value = mock_llm_cfg
+
+    ctx.device = Mock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+
+    ctx.data_engine = Mock()
+    ctx.data_engine.base_dir = tmp_path
+    ctx.data_engine.get_agent_friendly_steps.return_value = []
+    ctx.adb_client = None
+    ctx.driver = Mock()
+    return ctx
+
+
+@pytest.mark.asyncio
+async def test_failure_analyzer_cannot_fix(mock_context, tmp_path):
+    """Test that FailureAnalyzer natively executes and handles 'cannot_fix' report."""
+    screenshot_file = tmp_path / "shot.jpg"
+    screenshot_file.write_bytes(b"dummy_bytes")
+
+    state = DummyState(latest_screenshot=str(screenshot_file))
+    failed_action = {"action": "click", "coordinates": [100, 200]}
+    error_msg = "Element not found"
+
+    analyzer = FailureAnalyzer(mock_context)
+
+    mock_llm = MagicMock()
+    mock_response = AIMessage(
+        content="I see the error.",
+        tool_calls=[
+            {
+                "name": "report_failure_analysis",
+                "args": {
+                    "status": "cannot_fix",
+                    "analysis": "The element was definitely not there.",
+                },
+                "id": "call_1",
+            }
+        ],
+    )
+    mock_bound = MagicMock()
+    mock_bound.ainvoke = AsyncMock(return_value=mock_response)
+    mock_llm.bind_tools.return_value = mock_bound
+
+    with (
+        patch("artemis.agents.validator.failure_analyzer.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.validator.failure_analyzer.UnifiedMobileController"
+        ) as mock_controller_cls,
+    ):
+        mock_controller = Mock()
+        mock_controller_cls.return_value = mock_controller
+        mock_device_data = Mock()
+        mock_device_data.base64 = base64.b64encode(b"mocked_screenshot").decode()
+        mock_device_data.elements = []
+        mock_device_data.width = 1080
+        mock_device_data.height = 2400
+        mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+        mock_controller.get_ui_elements = AsyncMock(return_value=mock_device_data.elements)
+
+        result = await analyzer.analyze(
+            state,
+            failed_action,
+            error_msg,
+            pre_screenshot=base64.b64encode(b"dummy").decode(),
+            post_screenshot=base64.b64encode(b"dummy").decode(),
+        )
+
+        assert result["status"] == "cannot_fix"
+        assert "not there" in result["analysis"]
+        assert result["new_remaining_actions"] == []
+
+
+def test_report_failure_analysis_tool_declaration():
+    """Test that report_failure_analysis tool declaration is correct and matches."""
+    report_tool = next(
+        (t for t in VALIDATOR_TOOLS_DECLARATION if t.name == "report_failure_analysis"),
+        None,
+    )
+    assert report_tool is not None
+    props = report_tool.parameters.get("properties", {})
+    assert "analysis" in props
+    assert "single paragraph" in props["analysis"]["description"]
+
+
+@pytest.mark.asyncio
+async def test_failure_analyzer_strategy_routing(mock_context):
+    """Test that FailureAnalyzer selects appropriate strategies based on error category."""
+    analyzer = FailureAnalyzer(mock_context)
+
+    strat_disappeared = analyzer._select_strategy(ValidationErrorCategory.TARGET_DISAPPEARED)
+    assert isinstance(strat_disappeared, TargetDisappearedStrategy)
+    assert "target_disappeared" in strat_disappeared.get_prompt_template_name()
+
+    strat_pixel = analyzer._select_strategy(ValidationErrorCategory.PIXEL_TARGET_DISAPPEARED)
+    assert isinstance(strat_pixel, PixelTargetDisappearedStrategy)
+    assert "pixel_target_disappeared" in strat_pixel.get_prompt_template_name()
+
+
+@pytest.mark.asyncio
+async def test_failure_analyzer_click_sequence(mock_context, tmp_path):
+    """Test click_sequence execution in FailureAnalyzer."""
+    screenshot_file = tmp_path / "shot.jpg"
+    screenshot_file.write_bytes(b"dummy_bytes")
+
+    state = DummyState(latest_screenshot=str(screenshot_file))
+    analyzer = FailureAnalyzer(mock_context)
+
+    # Turn 1: Call click_sequence tool with direct coordinates
+    call_step_1 = AIMessage(
+        content="Let me click in sequence.",
+        tool_calls=[
+            {
+                "name": "click_sequence",
+                "args": {"sequence": [[100, 200], [300, 400]]},
+                "id": "call_seq_1",
+            }
+        ],
+    )
+    # Turn 2: Report failure fixed
+    call_step_2 = AIMessage(
+        content="Repaired successfully.",
+        tool_calls=[
+            {
+                "name": "report_failure_analysis",
+                "args": {
+                    "status": "fixed",
+                    "analysis": "Sequence clicked successfully.",
+                },
+                "id": "call_report_2",
+            }
+        ],
+    )
+
+    mock_llm = MagicMock()
+    mock_bound = MagicMock()
+    mock_bound.ainvoke = AsyncMock(side_effect=[call_step_1, call_step_2])
+    mock_llm.bind_tools.return_value = mock_bound
+
+    with (
+        patch("artemis.agents.validator.failure_analyzer.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.validator.failure_analyzer.UnifiedMobileController"
+        ) as mock_controller_cls,
+    ):
+        mock_controller = Mock()
+        mock_controller_cls.return_value = mock_controller
+        mock_device_data = Mock()
+        mock_device_data.base64 = base64.b64encode(b"mocked_screenshot").decode()
+        mock_device_data.elements = []
+        mock_device_data.width = 1080
+        mock_device_data.height = 2400
+        mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+        mock_controller.get_ui_elements = AsyncMock(return_value=mock_device_data.elements)
+        mock_controller.tap_at = AsyncMock(return_value=Mock(error=None))
+
+        result = await analyzer.analyze(
+            state,
+            {"action": "click", "coordinates": [100, 200]},
+            "Element not found",
+            pre_screenshot=base64.b64encode(b"dummy").decode(),
+            post_screenshot=base64.b64encode(b"dummy").decode(),
+            error_category=ValidationErrorCategory.TARGET_DISAPPEARED,
+        )
+
+        assert result["status"] == "fixed"
+        assert mock_controller.tap_at.call_count == 2
diff --git a/tests/unit/agents/test_failure_analyzer_tools.py b/tests/unit/agents/test_failure_analyzer_tools.py
new file mode 100644
index 0000000..d4065e3
--- /dev/null
+++ b/tests/unit/agents/test_failure_analyzer_tools.py
@@ -0,0 +1,460 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import base64
+from unittest.mock import AsyncMock, Mock, patch
+
+from artemis.agents.validator.failure_analyzer import (
+    _exec_click,
+    _exec_click_sequence,
+    _exec_input_text,
+    _exec_long_press,
+    _exec_manage_app,
+    _exec_press_key,
+    _exec_swipe,
+    _exec_wait_for_delay,
+)
+from artemis.context import ArtemisContext
+import pytest
+
+
+class DummyState:
+    def __init__(self, latest_screenshot=None):
+        self.latest_screenshot = latest_screenshot
+        self.indexed_points = []
+        self.indexed_elements = []
+
+
+@pytest.fixture
+def mock_context(tmp_path):
+    ctx = Mock(spec=ArtemisContext)
+    ctx.device = Mock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+    ctx.data_engine = Mock()
+    ctx.data_engine.base_dir = tmp_path
+    ctx.data_engine.get_or_create_image.return_value = "dummy_image_name"
+    ctx.data_engine.get_image_path.return_value = tmp_path / "dummy_image_name.jpg"
+    return ctx
+
+
+@pytest.fixture
+def mock_controller():
+    controller = Mock()
+    mock_device_data = Mock()
+    mock_device_data.base64 = base64.b64encode(b"mocked_screenshot").decode()
+    mock_device_data.elements = []
+    mock_device_data.width = 1080
+    mock_device_data.height = 2400
+    controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+    controller.get_ui_elements = AsyncMock(return_value=mock_device_data.elements)
+    controller.tap_at = AsyncMock(return_value=Mock(error=None))
+    controller.type_text = AsyncMock(return_value=True)
+    controller.erase_text = AsyncMock(return_value=True)
+    controller.swipe_coords = AsyncMock(return_value=None)
+    controller.press_enter = AsyncMock(return_value=True)
+    controller.go_back = AsyncMock(return_value=True)
+    controller.go_home = AsyncMock(return_value=True)
+    controller.press_key = AsyncMock(return_value=True)
+    controller.terminate_app = AsyncMock(return_value=True)
+    return controller
+
+
+# ==========================================
+# SLIDE 1: click
+# ==========================================
+
+
+@pytest.mark.asyncio
+async def test_click_happy_path(mock_context, mock_controller):
+    state = DummyState()
+    outcome, img_bytes, shot_path, xml_list = await _exec_click(
+        target=[500, 600],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+        times=2,
+        delay_ms=150,
+    )
+    assert "Clicked at [500, 600]" in outcome
+    assert mock_controller.tap_at.call_count == 1
+    mock_controller.tap_at.assert_any_call(540, 1440, times=2, delay_ms=150)
+
+
+@pytest.mark.asyncio
+async def test_click_input_validation(mock_context, mock_controller):
+    state = DummyState()
+    # Coordinates holding non-integer values
+    outcome, _, _, _ = await _exec_click(
+        target=["invalid", "invalid"],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Error during click:" in outcome
+
+
+@pytest.mark.asyncio
+async def test_click_edge_cases(mock_context, mock_controller):
+    state = DummyState()
+    # Underflow/overflow coordinates should be clamped to valid boundary
+    outcome, _, _, _ = await _exec_click(
+        target=[-10, 1050],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Clicked at [-10, 1050]" in outcome
+    mock_controller.tap_at.assert_called_with(0, 2399, times=1, delay_ms=100)
+
+
+@pytest.mark.asyncio
+async def test_click_graceful_failure(mock_context, mock_controller):
+    state = DummyState()
+    mock_controller.tap_at.return_value = Mock(error="Click failed connection lost")
+    outcome, _, _, _ = await _exec_click(
+        target=[500, 600],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Error executing click: Click failed connection lost" in outcome
+
+
+# ==========================================
+# SLIDE 2: click_sequence
+# ==========================================
+
+
+@pytest.mark.asyncio
+async def test_click_sequence_happy_path(mock_context, mock_controller):
+    state = DummyState()
+    state.indexed_points = [[540, 1200]]  # Mapped from index 1 (1-indexed)
+    outcome, img_bytes, shot_path, xml_list = await _exec_click_sequence(
+        sequence=[1, [300, 400]],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Sequence clicked successfully" in outcome
+    assert mock_controller.tap_at.call_count == 2
+    mock_controller.tap_at.assert_any_call(540, 1200)
+    mock_controller.tap_at.assert_any_call(324, 960)
+
+
+@pytest.mark.asyncio
+async def test_click_sequence_input_validation(mock_context, mock_controller):
+    state = DummyState()
+    state.indexed_points = [[540, 1200], [270, 600]]
+
+    # Subsequent elements can also be integers (mixed array of indexes and coordinates)
+    outcome, _, _, _ = await _exec_click_sequence(
+        sequence=[1, 2, [300, 400]],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Sequence clicked successfully" in outcome
+    assert mock_controller.tap_at.call_count == 3
+    mock_controller.tap_at.assert_any_call(540, 1200)
+    mock_controller.tap_at.assert_any_call(270, 600)
+    mock_controller.tap_at.assert_any_call(324, 960)
+
+    # Reset indexed_points since _exec_click_sequence overwrites them
+    # via _capture_screenshot_and_parse_ui
+    state.indexed_points = [[540, 1200], [270, 600]]
+
+    # Index out of bounds
+    outcome, _, _, _ = await _exec_click_sequence(
+        sequence=[5, [300, 400]],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Error during click sequence: Index 5 is out of range" in outcome
+
+
+@pytest.mark.asyncio
+async def test_click_sequence_edge_cases(mock_context, mock_controller):
+    state = DummyState()
+    # Coordinates in sequence outside range should be clamped
+    outcome, _, _, _ = await _exec_click_sequence(
+        sequence=[[0, 0], [1200, -50]],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Sequence clicked successfully" in outcome
+    mock_controller.tap_at.assert_any_call(0, 0)
+    mock_controller.tap_at.assert_any_call(1079, 0)
+
+
+@pytest.mark.asyncio
+async def test_click_sequence_graceful_failure(mock_context, mock_controller):
+    state = DummyState()
+    mock_controller.tap_at.side_effect = [
+        Mock(error=None),
+        Mock(error="Connection error on step 2"),
+    ]
+    outcome, _, _, _ = await _exec_click_sequence(
+        sequence=[[100, 200], [300, 400]],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Error executing click at" in outcome
+    assert "Connection error on step 2" in outcome
+
+
+@pytest.mark.asyncio
+async def test_click_sequence_stringified_formats(mock_context, mock_controller):
+    state = DummyState()
+    state.indexed_points = [[540, 1200]]
+    # Test stringified coordinate formats commonly generated by LLMs:
+    # 1. string representation of lists: ["[500, 280]", "[884, 362]"]
+    outcome, _, _, _ = await _exec_click_sequence(
+        sequence=["[500, 280]", "[884, 362]"],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Sequence clicked successfully" in outcome
+    mock_controller.tap_at.assert_any_call(540, 672)
+    mock_controller.tap_at.assert_any_call(954, 868)
+
+    # 2. comma-separated strings: ["500,280", "884,362"]
+    outcome, _, _, _ = await _exec_click_sequence(
+        sequence=["500,280", "884,362"],
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Sequence clicked successfully" in outcome
+
+    # 3. whole sequence as a string
+    outcome, _, _, _ = await _exec_click_sequence(
+        sequence="[[500, 280], [884, 362]]",
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Sequence clicked successfully" in outcome
+
+
+# ==========================================
+# SLIDE 3: long_press
+# ==========================================
+
+
+@pytest.mark.asyncio
+async def test_long_press_happy_path(mock_context, mock_controller):
+    state = DummyState()
+    outcome, img_bytes, shot_path, xml_list = await _exec_long_press(
+        target=[500, 500],
+        duration=1500,
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Long pressed at [500, 500]" in outcome
+    mock_controller.tap_at.assert_called_once_with(
+        540, 1200, long_press=True, long_press_duration=1500
+    )
+
+
+@pytest.mark.asyncio
+async def test_long_press_input_validation(mock_context, mock_controller):
+    state = DummyState()
+    # Invalid target type
+    outcome, _, _, _ = await _exec_long_press(
+        target="not-a-list",
+        duration=1500,
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Error during long press:" in outcome
+
+
+# ==========================================
+# SLIDE 4: input_text
+# ==========================================
+
+
+@pytest.mark.asyncio
+async def test_input_text_happy_path(mock_context, mock_controller):
+    state = DummyState()
+    outcome, img_bytes, shot_path, xml_list = await _exec_input_text(
+        text="hello",
+        target=[500, 500],
+        clear_exist=True,
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Executed typing 'hello'." in outcome
+    mock_controller.tap_at.assert_called_once_with(540, 1200)
+    mock_controller.erase_text.assert_called_once()
+    mock_controller.type_text.assert_called_once_with("hello")
+
+
+@pytest.mark.asyncio
+async def test_input_text_input_validation(mock_context, mock_controller):
+    state = DummyState()
+    outcome, _, _, _ = await _exec_input_text(
+        text="hello",
+        target="invalid",
+        clear_exist=True,
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Error during input text:" in outcome
+
+
+# ==========================================
+# SLIDE 5: swipe
+# ==========================================
+
+
+@pytest.mark.asyncio
+async def test_swipe_happy_path_direction(mock_context, mock_controller):
+    state = DummyState()
+    outcome, img_bytes, shot_path, xml_list = await _exec_swipe(
+        action="up",
+        duration=400,
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Swipe completed successfully" in outcome
+    mock_controller.swipe_coords.assert_called_once_with(648, 1920, 648, 480, 400)
+
+
+@pytest.mark.asyncio
+async def test_swipe_happy_path_coords(mock_context, mock_controller):
+    state = DummyState()
+    outcome, img_bytes, shot_path, xml_list = await _exec_swipe(
+        action=[100, 900, 100, 100],
+        duration=400,
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Swipe completed successfully" in outcome
+    mock_controller.swipe_coords.assert_called_once_with(108, 2160, 108, 240, 400)
+
+
+@pytest.mark.asyncio
+async def test_swipe_input_validation(mock_context, mock_controller):
+    state = DummyState()
+    outcome, _, _, _ = await _exec_swipe(
+        action="invalid_direction",
+        duration=400,
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Error during swipe: Invalid direction:" in outcome
+
+
+# ==========================================
+# SLIDE 6: press_key
+# ==========================================
+
+
+@pytest.mark.asyncio
+async def test_press_key_happy_path(mock_context, mock_controller):
+    state = DummyState()
+    outcome, img_bytes, shot_path, xml_list = await _exec_press_key(
+        key="BACK",
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Executed key press 'BACK'." in outcome
+    mock_controller.go_back.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_press_key_input_validation(mock_context, mock_controller):
+    state = DummyState()
+    outcome, _, _, _ = await _exec_press_key(
+        key="INVALID_KEY",
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    # The current execution doesn't raise error on unknown keys, just logs error
+    assert "Error executing key press 'INVALID_KEY'." in outcome
+
+
+# ==========================================
+# SLIDE 7: manage_app
+# ==========================================
+
+
+@pytest.mark.asyncio
+async def test_manage_app_happy_path(mock_context, mock_controller):
+    state = DummyState()
+    with (
+        patch("artemis.agents.validator.tool_declarations.find_package") as mock_find_package,
+        patch("artemis.agents.validator.tool_declarations.launch_app_with_retries") as mock_launch,
+    ):
+        mock_find_package.return_value = "com.google.android.youtube"
+        mock_launch.return_value = (True, "")
+
+        outcome, img_bytes, shot_path, xml_list = await _exec_manage_app(
+            action="launch",
+            app_name="YouTube",
+            state=state,
+            controller=mock_controller,
+            ctx=mock_context,
+        )
+        assert "Launched app 'YouTube' (com.google.android.youtube) successfully." in outcome
+        mock_find_package.assert_called_once_with(mock_context, "YouTube", use_fallback=False)
+        mock_launch.assert_called_once_with(mock_context, "com.google.android.youtube")
+
+
+@pytest.mark.asyncio
+async def test_manage_app_input_validation(mock_context, mock_controller):
+    state = DummyState()
+    with patch("artemis.agents.validator.tool_declarations.find_package") as mock_find_package:
+        mock_find_package.return_value = None
+
+        outcome, _, _, _ = await _exec_manage_app(
+            action="launch",
+            app_name="NonExistentApp",
+            state=state,
+            controller=mock_controller,
+            ctx=mock_context,
+        )
+        assert "Error finding package for app: NonExistentApp" in outcome
+
+
+# ==========================================
+# SLIDE 8: wait_for_delay
+# ==========================================
+
+
+@pytest.mark.asyncio
+async def test_wait_for_delay_happy_path(mock_context, mock_controller):
+    state = DummyState()
+    outcome, img_bytes, shot_path, xml_list = await _exec_wait_for_delay(
+        time_in_ms=100,
+        state=state,
+        controller=mock_controller,
+        ctx=mock_context,
+    )
+    assert "Waited for 100ms successfully." in outcome
diff --git a/tests/unit/agents/test_flash_runner.py b/tests/unit/agents/test_flash_runner.py
new file mode 100644
index 0000000..ad753aa
--- /dev/null
+++ b/tests/unit/agents/test_flash_runner.py
@@ -0,0 +1,113 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for Universal FlashRunner."""
+
+from unittest.mock import Mock, patch
+import pytest
+from langchain_core.messages import HumanMessage, ToolMessage
+
+from artemis.agents.flash.runner import FlashRunner
+from artemis.context import ArtemisContext
+
+
+@pytest.fixture
+def mock_context():
+    ctx = Mock(spec=ArtemisContext)
+    ctx.llm_config = Mock()
+    mock_llm_cfg = Mock()
+    mock_llm_cfg.model = "gemini-2.5-flash"
+    mock_llm_cfg.temperature = 0.1
+    ctx.llm_config.get_agent.return_value = mock_llm_cfg
+
+    ctx.device = Mock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+    ctx.data_engine = None
+    ctx.adb_client = None
+    ctx.driver = Mock()
+    return ctx
+
+
+def test_flash_runner_tools_initialization(mock_context):
+    """Verify FlashRunner gathers correct active tools."""
+    with patch("artemis.controllers.unified_controller.get_driver"):
+        runner = FlashRunner(mock_context, goal="Test Open Settings")
+        tools = runner._get_tools()
+
+        tool_names = [t.name for t in tools]
+        assert "click" in tool_names
+        assert "click_sequence" in tool_names
+        assert "swipe" in tool_names
+        assert "input_text" in tool_names
+        assert "ask_explorer" in tool_names
+        assert "report_task_status" in tool_names
+        # Validator's report_failure_analysis should NOT be in FlashRunner
+        assert "report_failure_analysis" not in tool_names
+
+
+def test_flash_runner_screenshot_pruning(mock_context):
+    """Verify that earlier screenshot blocks are pruned, keeping only the latest."""
+    with patch("artemis.controllers.unified_controller.get_driver"):
+        runner = FlashRunner(mock_context, goal="Test Pruning")
+
+        messages = [
+            HumanMessage(
+                content=[
+                    {"type": "text", "text": "Turn 1 goal"},
+                    {
+                        "type": "image_url",
+                        "image_url": {"url": "data:image/jpeg;base64,SCREENSHOT_1"},
+                    },
+                ]
+            ),
+            ToolMessage(
+                tool_call_id="tc1",
+                name="click",
+                content=[
+                    {"type": "text", "text": "Clicked button"},
+                    {
+                        "type": "image_url",
+                        "image_url": {"url": "data:image/jpeg;base64,SCREENSHOT_2"},
+                    },
+                ],
+            ),
+            ToolMessage(
+                tool_call_id="tc2",
+                name="swipe",
+                content=[
+                    {"type": "text", "text": "Swiped up"},
+                    {
+                        "type": "image_url",
+                        "image_url": {"url": "data:image/jpeg;base64,SCREENSHOT_3"},
+                    },
+                ],
+            ),
+        ]
+
+        runner._prune_intermediate_screenshots(messages)
+
+        # Check Turn 1: image should be removed
+        assert len(messages[0].content) == 1
+        assert messages[0].content[0]["type"] == "text"
+
+        # Check Turn 2 (Tool 1): image should be removed
+        assert len(messages[1].content) == 1
+        assert messages[1].content[0]["type"] == "text"
+
+        # Check Turn 3 (Tool 2 - Latest): image MUST be preserved
+        assert len(messages[2].content) == 2
+        assert messages[2].content[0]["type"] == "text"
+        assert messages[2].content[1]["type"] == "image_url"
+        assert messages[2].content[1]["image_url"]["url"] == "data:image/jpeg;base64,SCREENSHOT_3"
diff --git a/tests/unit/agents/test_flash_step_summarizer.py b/tests/unit/agents/test_flash_step_summarizer.py
new file mode 100644
index 0000000..6ed5459
--- /dev/null
+++ b/tests/unit/agents/test_flash_step_summarizer.py
@@ -0,0 +1,289 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for VisualStepSummarizer and Context Compressor in Flash profile."""
+
+import asyncio
+from unittest.mock import AsyncMock, Mock
+import pytest
+from langchain_core.messages import AIMessage, HumanMessage, ToolMessage
+
+from artemis.agents.flash.context_compressor import compress_flash_messages
+from artemis.agents.flash.summarizer import VisualStepSummarizer
+from artemis.context import ArtemisContext
+from artemis.sdk.builders import Builders
+
+
+@pytest.fixture
+def mock_context():
+    ctx = Mock(spec=ArtemisContext)
+    ctx.data_engine = None
+    return ctx
+
+
+@pytest.mark.asyncio
+async def test_summarizer_dispatch_and_caching(mock_context):
+    """Verify non-blocking dispatch and summary generation."""
+    summarizer = VisualStepSummarizer(mock_context)
+
+    mock_llm_response = AIMessage(
+        content="[Step 1 State: Tapped 'Login' button. Home view opened.]"
+    )
+    summarizer._llm = Mock()
+    summarizer._llm.ainvoke = AsyncMock(return_value=mock_llm_response)
+
+    summarizer.dispatch(
+        step_number=1,
+        action_name="click",
+        action_args={"target": [500, 600]},
+        pre_img_bytes=b"fake_pre",
+        post_img_bytes=b"fake_post",
+        exec_outcome="Clicked successfully",
+    )
+
+    # Await background task flush
+    await summarizer.flush()
+
+    assert summarizer.has_summary(1)
+    summary = summarizer.get_summary(1)
+    assert "[Step 1 State: Tapped 'Login' button. Home view opened.]" in summary
+
+    # Verify memory optimization: image buffers are released
+    assert summarizer._step_inputs[1]["pre_img_bytes"] is None
+    assert summarizer._step_inputs[1]["post_img_bytes"] is None
+
+
+@pytest.mark.asyncio
+async def test_summarizer_retrigger_stalled_steps(mock_context):
+    """Verify that earlier stalled steps are re-triggered when subsequent steps arrive."""
+    summarizer = VisualStepSummarizer(mock_context)
+    attempt_count = 0
+
+    async def mock_ainvoke(messages):
+        nonlocal attempt_count
+        attempt_count += 1
+        # Fail the first attempt (Step 1 first call)
+        if attempt_count == 1:
+            raise asyncio.CancelledError("Simulated timeout")
+        # Check messages for step number
+        msg_str = str(messages)
+        if "Step 1" in msg_str:
+            return AIMessage(content="[Step 1 State: Recovered Step 1 summary]")
+        return AIMessage(content="[Step 2 State: Step 2 summary]")
+
+    summarizer._llm = Mock()
+    summarizer._llm.ainvoke = AsyncMock(side_effect=mock_ainvoke)
+
+    # Dispatch step 1 (fails on first attempt)
+    summarizer.dispatch(
+        step_number=1,
+        action_name="click",
+        action_args={"target": [100, 100]},
+        pre_img_bytes=b"pre1",
+        post_img_bytes=b"post1",
+        exec_outcome="Outcome 1",
+    )
+    await summarizer.flush()
+    assert not summarizer.has_summary(1)
+
+    # Dispatch step 2 (should detect stalled Step 1 and re-trigger)
+    summarizer.dispatch(
+        step_number=2,
+        action_name="swipe",
+        action_args={"action": "up"},
+        pre_img_bytes=b"pre2",
+        post_img_bytes=b"post2",
+        exec_outcome="Outcome 2",
+    )
+    await summarizer.flush()
+
+    assert summarizer.has_summary(1)
+    assert summarizer.has_summary(2)
+    assert "Recovered Step 1" in summarizer.get_summary(1)
+
+
+def test_context_compressor_with_ready_summaries(mock_context):
+    """Verify that ready summaries replace past image blocks and prune outdated XML."""
+    summarizer = VisualStepSummarizer(mock_context)
+    summarizer._summaries[1] = "[Step 1 State: Tapped Search bar. Keyboard appeared.]"
+    summarizer._summaries[2] = "[Step 2 State: Typed 'flights'. Suggestions displayed.]"
+
+    messages = [
+        HumanMessage(
+            content=[
+                {"type": "text", "text": "Task: Search flights"},
+                {"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_1"}},
+                {"type": "text", "text": "--- UI Element List ---\nOld Tree 1"},
+            ]
+        ),
+        ToolMessage(
+            tool_call_id="tc1",
+            name="click",
+            content=[
+                {"type": "text", "text": "Action 'click' completed."},
+                {"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_2"}},
+                {"type": "text", "text": "--- UI Element List ---\nOld Tree 2"},
+            ],
+        ),
+        ToolMessage(
+            tool_call_id="tc2",
+            name="input_text",
+            content=[
+                {"type": "text", "text": "Action 'input_text' completed."},
+                {"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_3"}},
+                {"type": "text", "text": "--- UI Element List ---\nLive Latest Tree 3"},
+            ],
+        ),
+    ]
+
+    compress_flash_messages(messages, summarizer=summarizer, prune_history_xml=True)
+
+    # Initial HumanMessage: Historical initial image pruned, task text preserved
+    assert len(messages[0].content) == 1
+    assert messages[0].content[0]["text"] == "Task: Search flights"
+
+    # Step 1 (ToolMessage 1): Image replaced with Step 1 summary, old XML pruned
+    assert len(messages[1].content) == 2
+    assert messages[1].content[0]["text"] == "Action 'click' completed."
+    assert messages[1].content[1]["text"] == "[Step 1 State: Tapped Search bar. Keyboard appeared.]"
+
+    # Step 2 (ToolMessage 2 - Latest live screen): Image and latest live XML MUST be preserved
+    assert len(messages[2].content) == 3
+    assert messages[2].content[0]["text"] == "Action 'input_text' completed."
+    assert messages[2].content[1]["type"] == "image_url"
+    assert "Live Latest Tree 3" in messages[2].content[2]["text"]
+
+
+def test_context_compressor_graceful_fallback(mock_context):
+    """Verify that when a summary is not ready yet, it cleanly falls back to standard pruned state."""
+    summarizer = VisualStepSummarizer(mock_context)
+    # Step 1 has no summary in cache
+
+    messages = [
+        HumanMessage(
+            content=[
+                {"type": "text", "text": "Task: Search"},
+                {"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_1"}},
+            ]
+        ),
+        ToolMessage(
+            tool_call_id="tc1",
+            name="click",
+            content=[
+                {"type": "text", "text": "Action 'click' completed."},
+                {"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_2"}},
+            ],
+        ),
+    ]
+
+    compress_flash_messages(messages, summarizer=summarizer, prune_history_xml=True)
+
+    # Turn 1 should simply have image omitted (standard fallback)
+    assert len(messages[0].content) == 1
+    assert messages[0].content[0]["text"] == "Task: Search"
+
+    # Turn 2 (Latest) preserves image
+    assert len(messages[1].content) == 2
+    assert messages[1].content[1]["type"] == "image_url"
+
+
+def test_flash_config_and_builder():
+    """Verify Flash profile configuration model and SDK builder fluent API."""
+    cfg = Builders.AgentConfig.with_flash_config(
+        max_turns=25,
+        explorer_mode="flash",
+        step_summarizer=True,
+        step_summarizer_model="gemini-2.5-flash-lite",
+        prune_history_xml=True,
+    ).build()
+
+    assert cfg.flash.max_turns == 25
+    assert cfg.flash.explorer_mode == "flash"
+    assert cfg.flash.step_summarizer.enabled is True
+    assert cfg.flash.step_summarizer.model == "gemini-2.5-flash-lite"
+    assert cfg.flash.step_summarizer.prune_history_xml is True
+
+
+@pytest.mark.asyncio
+async def test_data_engine_integration_with_step_summarizer(mock_context):
+    """Verify that generated summaries sync into DataEngine and are visible to get_agent_friendly_steps."""
+    mock_de = Mock()
+    mock_de.update_step_summary = Mock()
+    mock_context.data_engine = mock_de
+
+    summarizer = VisualStepSummarizer(mock_context)
+    summarizer._llm = Mock()
+    summarizer._llm.ainvoke = AsyncMock(
+        return_value=AIMessage(content="[Step 1 State: Input text confirmed.]")
+    )
+
+    summarizer.dispatch(
+        step_number=1,
+        action_name="input_text",
+        action_args={"text": "hello"},
+        pre_img_bytes=b"pre",
+        post_img_bytes=b"post",
+        exec_outcome="Executed typing",
+    )
+    await summarizer.flush()
+
+    mock_de.update_step_summary.assert_called_once_with(1, "[Step 1 State: Input text confirmed.]")
+
+
+def test_draw_action_overlay_rendering():
+    """Verify that draw_action_overlay_on_image correctly renders markers on images."""
+    import io
+    from PIL import Image
+    from artemis.utils.visualization import draw_action_overlay_on_image
+
+    # Create a blank RGB image in memory
+    img = Image.new("RGB", (1080, 2400), color="white")
+    buf = io.BytesIO()
+    img.save(buf, format="JPEG")
+    raw_bytes = buf.getvalue()
+
+    # 1. Click overlay
+    annotated_click = draw_action_overlay_on_image(
+        image_bytes=raw_bytes,
+        action_name="click",
+        action_args={"target": [540, 1200]},
+    )
+    assert len(annotated_click) > 0
+    assert annotated_click != raw_bytes
+
+    # 2. Swipe overlay
+    annotated_swipe = draw_action_overlay_on_image(
+        image_bytes=raw_bytes,
+        action_name="swipe",
+        action_args={"start": [500, 1800], "end": [500, 600]},
+    )
+    assert len(annotated_swipe) > 0
+    assert annotated_swipe != raw_bytes
+
+    # 3. Click Sequence overlay
+    annotated_seq = draw_action_overlay_on_image(
+        image_bytes=raw_bytes,
+        action_name="click_sequence",
+        action_args={"sequence": [[200, 300], [400, 500], [600, 700]]},
+    )
+    assert len(annotated_seq) > 0
+    assert annotated_seq != raw_bytes
+
+    # 4. Fail-safe on corrupt bytes
+    corrupt_result = draw_action_overlay_on_image(
+        image_bytes=b"invalid_bytes",
+        action_name="click",
+        action_args={"target": [100, 100]},
+    )
+    assert corrupt_result == b"invalid_bytes"
diff --git a/tests/unit/agents/test_history_analyzer.py b/tests/unit/agents/test_history_analyzer.py
new file mode 100644
index 0000000..af0064e
--- /dev/null
+++ b/tests/unit/agents/test_history_analyzer.py
@@ -0,0 +1,377 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+from langchain_core.messages import ToolMessage
+from artemis.agents.history_analyzer.history_analyzer import HistoryAnalyzer
+from artemis.context import ArtemisContext
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_history_analyzer_no_history():
+    # Mock context with a data engine that has no steps
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.get_agent_friendly_steps.return_value = []
+
+    analyzer = HistoryAnalyzer(mock_ctx)
+    result = await analyzer.run("What happened?")
+    assert result == "No history recorded for this session yet."
+
+
+@pytest.mark.asyncio
+async def test_history_analyzer_simple_query_no_tool_call():
+    # Mock context and data engine
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/fake_traces"
+
+    steps = [
+        {
+            "step_number": 1,
+            "relative_time": "1.2s",
+            "summary": "Opened the settings app",
+        },
+        {
+            "step_number": 2,
+            "relative_time": "4.5s",
+            "summary": "Toggled the wifi switch",
+        },
+    ]
+    mock_ctx.data_engine.get_agent_friendly_steps.return_value = steps
+
+    # Mock LLM to return a direct text response (no tool calls)
+    mock_response = MagicMock()
+    mock_response.content = "First you opened settings, then you toggled wifi."
+    mock_response.tool_calls = []
+
+    mock_llm = MagicMock()
+    mock_llm.bind_tools.return_value = mock_llm
+
+    async def mock_astream(*args, **kwargs):
+        yield mock_response
+
+    mock_llm.astream.side_effect = mock_astream
+
+    with (
+        patch(
+            "artemis.agents.history_analyzer.history_analyzer.get_llm",
+            return_value=mock_llm,
+        ),
+        patch("pathlib.Path.exists", return_value=False),  # Force system prompt fallback
+    ):
+        analyzer = HistoryAnalyzer(mock_ctx)
+        result = await analyzer.run("Summarize the session")
+
+        assert result == "First you opened settings, then you toggled wifi."
+        assert mock_llm.astream.called
+
+
+@pytest.mark.asyncio
+async def test_history_analyzer_detailed_query_with_tool_call():
+    # Mock context and data engine with full details
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/fake_traces"
+
+    steps = [
+        {
+            "step_number": 1,
+            "relative_time": "1.2s",
+            "summary": "Opened the settings app",
+            "action_taken": {"action": "tap", "coordinates": [500, 600]},
+            "operator_raw_thinking": "Need to open settings to configure wifi",
+            "last_execution_result": {"status": "success"},
+        },
+        {
+            "step_number": 2,
+            "relative_time": "4.5s",
+            "summary": "Toggled the wifi switch",
+            "action_taken": {"action": "tap", "coordinates": [100, 200]},
+            "operator_raw_thinking": "Toggle the switch to turn wifi on",
+            "last_execution_result": {"status": "success"},
+        },
+    ]
+    mock_ctx.data_engine.get_agent_friendly_steps.return_value = steps
+
+    # Turn 1 LLM response: Tool call to get_step_details for step 2
+    mock_response_turn_1 = MagicMock()
+    mock_response_turn_1.content = ""
+    mock_tool_call = {
+        "name": "get_step_details",
+        "args": {"start_step": 2, "end_step": 2},
+        "id": "call_123456",
+    }
+    mock_response_turn_1.tool_calls = [mock_tool_call]
+
+    # Turn 2 LLM response: Final answer using the details
+    mock_response_turn_2 = MagicMock()
+    mock_response_turn_2.content = (
+        "In step 2, the operator was thinking: 'Toggle the switch to turn wifi on'."
+    )
+    mock_response_turn_2.tool_calls = []
+
+    mock_llm = MagicMock()
+    mock_llm.bind_tools.return_value = mock_llm
+    responses = [mock_response_turn_1, mock_response_turn_2]
+    call_count = 0
+
+    async def mock_astream(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            yield responses[call_count]
+            call_count += 1
+
+    mock_llm.astream.side_effect = mock_astream
+
+    with (
+        patch(
+            "artemis.agents.history_analyzer.history_analyzer.get_llm",
+            return_value=mock_llm,
+        ),
+        patch("pathlib.Path.exists", return_value=False),  # Force fallback prompt
+    ):
+        analyzer = HistoryAnalyzer(mock_ctx)
+        result = await analyzer.run("What was the operator thinking in step 2?")
+
+        assert (
+            result == "In step 2, the operator was thinking: 'Toggle the switch to turn wifi on'."
+        )
+        assert mock_llm.astream.call_count == 2
+
+        # Verify the tool was invoked with correct parameters internally
+        tool_msg = mock_llm.astream.call_args_list[1][0][0][
+            -2
+        ]  # ToolMessage is second to last after final response is appended
+        assert isinstance(tool_msg, ToolMessage)
+        assert tool_msg.tool_call_id == "call_123456"
+
+        # Parse the JSON in the ToolMessage content
+        tool_result = json.loads(tool_msg.content)
+        assert len(tool_result) == 1
+        assert tool_result[0]["step_number"] == 2
+        assert tool_result[0]["operator_raw_thinking"] == "Toggle the switch to turn wifi on"
+        assert tool_result[0]["action_taken"] == {
+            "action": "tap",
+            "coordinates": [100, 200],
+        }
+
+
+@pytest.mark.asyncio
+async def test_history_analyzer_read_note_tool_call():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/fake_traces"
+
+    steps = [{"step_number": 1, "relative_time": "1.0s", "summary": "Initiated"}]
+    mock_ctx.data_engine.get_agent_friendly_steps.return_value = steps
+
+    # Turn 1 LLM response: Tool call to list_notes
+    mock_response_turn_1 = MagicMock()
+    mock_response_turn_1.content = ""
+    mock_tool_call_list = {"name": "list_notes", "args": {}, "id": "call_list"}
+    mock_response_turn_1.tool_calls = [mock_tool_call_list]
+
+    # Turn 2 LLM response: Tool call to read_note for tactical_plan
+    mock_response_turn_2 = MagicMock()
+    mock_response_turn_2.content = ""
+    mock_tool_call_read = {
+        "name": "read_note",
+        "args": {"key": "tactical_plan"},
+        "id": "call_read",
+    }
+    mock_response_turn_2.tool_calls = [mock_tool_call_read]
+
+    # Turn 3 LLM response: Final answer
+    mock_response_turn_3 = MagicMock()
+    mock_response_turn_3.content = "The plan was to toggle wifi."
+    mock_response_turn_3.tool_calls = []
+
+    mock_llm = MagicMock()
+    mock_llm.bind_tools.return_value = mock_llm
+    responses = [
+        mock_response_turn_1,
+        mock_response_turn_2,
+        mock_response_turn_3,
+    ]
+    call_count = 0
+
+    async def mock_astream(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            yield responses[call_count]
+            call_count += 1
+
+    mock_llm.astream.side_effect = mock_astream
+
+    # Mock the file system read using patch
+    fake_plan_content = "Goal: Toggle wifi"
+
+    def mock_exists(path):
+        # Let Path("/tmp/fake_traces/notes").exists() and notes/tactical_plan.md exist
+        return True
+
+    def mock_read_text(self, encoding="utf-8"):
+        return fake_plan_content
+
+    def mock_glob(self, pattern):
+        return [Path("/tmp/fake_traces/notes/tactical_plan.md")]
+
+    with (
+        patch(
+            "artemis.agents.history_analyzer.history_analyzer.get_llm",
+            return_value=mock_llm,
+        ),
+        patch("pathlib.Path.exists", mock_exists),
+        patch("pathlib.Path.read_text", mock_read_text),
+        patch("pathlib.Path.glob", mock_glob),
+    ):
+        analyzer = HistoryAnalyzer(mock_ctx)
+        result = await analyzer.run("What is the saved tactical plan?")
+
+        assert result == "The plan was to toggle wifi."
+        assert mock_llm.astream.call_count == 3
+
+        # Verify list_notes response
+        list_msg = mock_llm.astream.call_args_list[1][0][0][
+            3
+        ]  # Index 3 contains the ToolMessage for list_notes
+        assert isinstance(list_msg, ToolMessage)
+        assert list_msg.tool_call_id == "call_list"
+        assert list_msg.content == "Here are all the notes:\n- tactical_plan (1 lines)"
+
+        # Verify read_note response
+        read_msg = mock_llm.astream.call_args_list[2][0][0][
+            5
+        ]  # Index 5 contains the ToolMessage for read_note
+        assert isinstance(read_msg, ToolMessage)
+        assert read_msg.tool_call_id == "call_read"
+        assert (
+            read_msg.content == "Successfully read note 'tactical_plan'. 'tactical_plan' note"
+            f" content:\n{fake_plan_content}"
+        )
+
+
+def test_history_analyzer_robust_tools_behavior():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/fake_traces"
+
+    steps = [
+        {
+            "step_number": 1,
+            "relative_time": "1.0s",
+            "summary": "Action 1",
+            "action_taken": {"action": "tap"},
+        }
+    ]
+
+    analyzer = HistoryAnalyzer(mock_ctx)
+
+    # 1. Test get_step_details with string inputs
+    details_tool = analyzer._get_step_details_tool(steps)
+    result_details = details_tool.invoke({"start_step": "1", "end_step": "1"})
+    parsed_result = json.loads(result_details)
+    assert len(parsed_result) == 1
+    assert parsed_result[0]["step_number"] == 1
+
+    # 2. Test read_note with .md suffix
+    from artemis.tools.scratchpad import get_read_note_tool_pure
+
+    read_tool = get_read_note_tool_pure(analyzer.ctx)
+
+    def mock_exists(path):
+        return "tactical_plan.md" in str(path)
+
+    with (
+        patch("pathlib.Path.exists", mock_exists),
+        patch("pathlib.Path.read_text", return_value="Tactical plan content"),
+    ):
+        result_read = read_tool.invoke({"key": "tactical_plan.md"})
+        assert (
+            result_read == "Successfully read note 'tactical_plan.md'. 'tactical_plan.md'"
+            " note content:\nTactical plan content"
+        )
+
+
+@pytest.mark.asyncio
+async def test_history_analyzer_integration_with_task_tree():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = "/tmp/fake_traces"
+
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "1.0s",
+            "summary": "Step 1",
+        },
+    ]
+    mock_ctx.data_engine.get_agent_friendly_steps.return_value = steps
+
+    mock_response = MagicMock()
+    mock_response.content = "Answer"
+    mock_response.tool_calls = []
+
+    mock_llm = MagicMock()
+    mock_llm.bind_tools.return_value = mock_llm
+
+    async def mock_astream(*args, **kwargs):
+        yield mock_response
+
+    mock_llm.astream.side_effect = mock_astream
+
+    fake_plan = """- [/] Active Subgoal
+- [ ] Pending Subgoal"""
+
+    mock_path = MagicMock()
+    mock_path.exists.return_value = True
+    mock_path.read_text.return_value = fake_plan
+
+    # Mock build_plan_and_history
+    with (
+        patch(
+            "artemis.agents.history_analyzer.history_analyzer.get_llm",
+            return_value=mock_llm,
+        ),
+        patch(
+            "artemis.agents.history_analyzer.history_analyzer.get_note_file_path",
+            return_value=mock_path,
+        ),
+        patch(
+            "artemis.agents.history_analyzer.history_analyzer.build_plan_and_history"
+        ) as mock_build,
+    ):
+        mock_build.return_value = "Mocked operation history"
+        analyzer = HistoryAnalyzer(mock_ctx)
+        await analyzer.run("query")
+
+        # Verify build_plan_and_history call args
+        mock_build.assert_called_once()
+        args, kwargs = mock_build.call_args
+        assert args[0] == fake_plan
+        assert args[1] == steps
+
+        import hashlib
+
+        expected_hash = hashlib.md5(b"Active Subgoal").hexdigest()
+        assert args[2] == expected_hash
+
+        assert kwargs.get("last_n_detailed") == 1
+        assert kwargs.get("min_summaries") == len(steps)
diff --git a/tests/unit/agents/test_operator.py b/tests/unit/agents/test_operator.py
new file mode 100644
index 0000000..c79ce7b
--- /dev/null
+++ b/tests/unit/agents/test_operator.py
@@ -0,0 +1,1590 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+from unittest.mock import AsyncMock, MagicMock, Mock, patch
+
+from artemis.agents.operator.operator import OperatorNode
+from artemis.context import ArtemisContext
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_operator_node_fast_path():
+    # Mock context and state
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+    mock_ctx.trace_id = "test-trace"
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+    mock_state.subgoal_plan = []
+    mock_state.initial_goal = "Test goal"
+    mock_state.operator_tactical_plan = []
+
+    # Mock controller and data
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(
+        return_value="YmFzZTY0X3NjcmVlbnNob3Q="
+    )  # "base64_screenshot" in base64
+
+    mock_device_data = MagicMock()
+    mock_device_data.elements = [{"text": "Item 1", "bounds": "[0,0][100,100]"}]
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    # Mock LLM response
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.tool_calls = [
+        {
+            "name": "click",
+            "args": {"target": [50, 50], "reasoning": "Test reasoning"},
+            "id": "call_123",
+        }
+    ]
+
+    mock_llm.ainvoke = AsyncMock(return_value=mock_response)
+    mock_llm.bind_tools.return_value = mock_llm  # Allow chaining
+
+    # Patch dependencies
+    with patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm):
+        node = OperatorNode(mock_ctx)
+        await node(mock_state)
+
+        # Verify state was updated with action
+        mock_state.asanitize_update.assert_called_once()
+        args, kwargs = mock_state.asanitize_update.call_args
+        update_dict = kwargs["update"]
+
+        assert "structured_decisions" in update_dict
+        decisions = json.loads(update_dict["structured_decisions"])
+        assert decisions[0]["action"] == "tap"
+        assert decisions[0]["coordinates"] == [54, 120]
+        assert update_dict["complete_subgoals_by_ids"] == []
+
+
+@pytest.mark.asyncio
+async def test_perform_action_validation():
+    from artemis.agents.operator.operator import OperatorNode
+    from unittest.mock import MagicMock
+    from artemis.graph.state import State
+
+    mock_ctx = MagicMock()
+    node = OperatorNode(mock_ctx)
+
+    mock_state = MagicMock(spec=State)
+    mock_state.indexed_points = [[200, 300], [400, 500]]
+    mock_state.indexed_elements = [
+        {
+            "center": [200, 300],
+            "text": "Item 1",
+            "bounds": "[100,100][300,500]",
+            "class": "android.widget.Button",
+            "resource_id": "btn_1",
+        },
+        {
+            "center": [400, 500],
+            "text": "hello",
+            "bounds": "[300,400][500,600]",
+            "class": "android.widget.EditText",
+            "resource_id": "input_1",
+        },
+    ]
+
+    # Test click with valid target index
+    actions, err = node._translate_and_validate_tool(
+        {"name": "click", "args": {"target": 1}}, mock_state
+    )
+    assert err is None
+    assert actions == [
+        {
+            "action": "tap",
+            "coordinates": [200, 300],
+            "normalized_coordinates": [185, 125],
+            "times": 1,
+            "delay_ms": 100,
+            "target_text": "Item 1",
+            "target_bounds": "[100,100][300,500]",
+            "target_resource_id": "btn_1",
+            "target_class": "android.widget.Button",
+        }
+    ]
+
+    # Test click with invalid index
+    actions, err = node._translate_and_validate_tool(
+        {"name": "click", "args": {"target": 5}}, mock_state
+    )
+    assert "Error" in err
+
+    # Test input_text with clear_exist
+    actions, err = node._translate_and_validate_tool(
+        {
+            "name": "input_text",
+            "args": {"text": "hello", "target": 2, "clear_exist": True},
+        },
+        mock_state,
+    )
+    assert err is None
+    assert len(actions) == 1
+    assert actions[0] == {
+        "action": "focus_and_input_text",
+        "coordinates": [400, 500],
+        "normalized_coordinates": [370, 208],
+        "text": "hello",
+        "clear_before_input": True,
+        "target_text": "hello",
+        "target_bounds": "[300,400][500,600]",
+        "target_resource_id": "input_1",
+        "target_class": "android.widget.EditText",
+    }
+
+    # Test swipe direction
+    actions, err = node._translate_and_validate_tool(
+        {"name": "swipe", "args": {"gesture": "up"}}, mock_state
+    )
+    assert err is None
+    assert actions[0]["action"] == "swipe"
+    assert len(actions[0]["coordinates"]) == 4
+    assert actions[0]["duration"] == 380
+
+    # Test click with float target index (coercion)
+    actions, err = node._translate_and_validate_tool(
+        {"name": "click", "args": {"target": 2.0}}, mock_state
+    )
+    assert err is None
+    assert actions == [
+        {
+            "action": "tap",
+            "coordinates": [400, 500],
+            "normalized_coordinates": [370, 208],
+            "times": 1,
+            "delay_ms": 100,
+            "target_text": "hello",
+            "target_bounds": "[300,400][500,600]",
+            "target_resource_id": "input_1",
+            "target_class": "android.widget.EditText",
+        }
+    ]
+
+    # Test input_text with missing text argument
+    actions, err = node._translate_and_validate_tool(
+        {"name": "input_text", "args": {"target": 2}}, mock_state
+    )
+    assert "Error" in err
+    assert "Missing required argument 'text'" in err
+
+    # Test input_text with non-string text argument
+    actions, err = node._translate_and_validate_tool(
+        {"name": "input_text", "args": {"text": 123, "target": 2}}, mock_state
+    )
+    assert "Error" in err
+    assert "text' must be a string" in err
+
+    # Test swipe with invalid duration
+    actions, err = node._translate_and_validate_tool(
+        {"name": "swipe", "args": {"gesture": "up", "duration": "fast"}},
+        mock_state,
+    )
+    assert "Error" in err
+    assert "duration' must be a number" in err
+
+    # Test swipe with float duration (coercion)
+    actions, err = node._translate_and_validate_tool(
+        {"name": "swipe", "args": {"gesture": "up", "duration": 500.0}},
+        mock_state,
+    )
+    assert err is None
+    assert actions[0]["duration"] == 500
+
+    # Test manage_app with missing app_name
+    actions, err = node._translate_and_validate_tool(
+        {"name": "manage_app", "args": {"action": "launch"}}, mock_state
+    )
+    assert "Error" in err
+    assert "app_name' must be a valid non-empty string" in err
+
+    # Test manage_app with invalid action
+    actions, err = node._translate_and_validate_tool(
+        {
+            "name": "manage_app",
+            "args": {"action": "restart", "app_name": "Settings"},
+        },
+        mock_state,
+    )
+    assert "Error" in err
+    assert "Unsupported app management action" in err
+
+
+@pytest.mark.asyncio
+async def test_operator_node_multiple_actions():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+    import json
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+    mock_state.subgoal_plan = []
+    mock_state.initial_goal = "Test goal"
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.tool_calls = [
+        {
+            "name": "input_text",
+            "args": {"text": "hello", "target": [50, 50]},
+            "id": "call_1",
+        },
+        {"name": "click", "args": {"target": [50, 50]}, "id": "call_2"},
+    ]
+
+    mock_llm.ainvoke = AsyncMock(return_value=mock_response)
+    mock_llm.bind_tools.return_value = mock_llm
+
+    with patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm):
+        node = OperatorNode(mock_ctx)
+        await node(mock_state)
+
+        mock_state.asanitize_update.assert_called_once()
+        args, kwargs = mock_state.asanitize_update.call_args
+        update_dict = kwargs["update"]
+
+        assert "structured_decisions" in update_dict
+        decisions = json.loads(update_dict["structured_decisions"])
+        assert len(decisions) == 2
+        assert decisions[0]["action"] == "focus_and_input_text"
+        assert decisions[0]["text"] == "hello"
+        assert decisions[0]["coordinates"] == [54, 120]
+        assert decisions[0]["clear_before_input"] == True
+        assert decisions[1]["action"] == "tap"
+        assert decisions[1]["coordinates"] == [54, 120]
+
+
+@pytest.mark.asyncio
+async def test_operator_node_no_record_step():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.current_session_id = "test-session"
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+    mock_state.initial_goal = "Test goal"
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.tool_calls = []
+
+    mock_llm.ainvoke = AsyncMock(return_value=mock_response)
+    mock_llm.bind_tools.return_value = mock_llm
+
+    with patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm):
+        node = OperatorNode(mock_ctx)
+        await node(mock_state)
+
+        mock_ctx.data_engine.record_step.assert_not_called()
+
+        mock_state.asanitize_update.assert_called_once()
+        args, kwargs = mock_state.asanitize_update.call_args
+        update_dict = kwargs["update"]
+        assert "structured_decisions" in update_dict
+
+
+@pytest.mark.asyncio
+async def test_operator_dynamic_prompt():
+    from artemis.agents.operator.operator import OperatorNode, PromptComponent
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.initial_goal = "Test goal"
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+
+    class MockComponent(PromptComponent):
+        async def __call__(self, builder, state, ctx, **kwargs):
+            builder.add_system_text("System part.")
+            builder.add_human_content("Human part.")
+            builder.set_human_footer("Footer part.")
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.tool_calls = []
+
+    async def mock_ainvoke(*args, **kwargs):
+        messages = args[0]
+        assert len(messages) == 2
+        assert messages[0].content == "System part."
+        assert messages[1].content[0]["text"] == "Human part."
+        assert messages[1].content[-1]["text"] == "Footer part."
+        return mock_response
+
+    mock_llm.ainvoke.side_effect = mock_ainvoke
+    mock_llm.bind_tools.return_value = mock_llm
+
+    with patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm):
+        node = OperatorNode(mock_ctx, prompt_components=[MockComponent()])
+        await node(mock_state)
+
+
+@pytest.mark.asyncio
+async def test_operator_history_compression():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+    import json
+    import hashlib
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+
+    subgoal_old_hash = hashlib.md5(b"subgoal_old").hexdigest()
+    subgoal_current_hash = hashlib.md5(b"subgoal_current").hexdigest()
+
+    # Create mock steps spanning multiple subgoals
+    # We need at least 5 summaries to trigger folding of older subgoals
+    mock_steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "summary": "Step 1 summary",
+            "relative_time": "1.0s",
+            "extra_metadata": {"subgoal_hash": subgoal_old_hash},
+        },
+        {
+            "step_id": "step_2",
+            "step_number": 2,
+            "summary": "Step 2 summary",
+            "relative_time": "2.0s",
+            "extra_metadata": {"subgoal_hash": subgoal_current_hash},
+        },
+        {
+            "step_id": "step_3",
+            "step_number": 3,
+            "summary": "Step 3 summary",
+            "relative_time": "3.0s",
+            "extra_metadata": {"subgoal_hash": subgoal_current_hash},
+        },
+        {
+            "step_id": "step_4",
+            "step_number": 4,
+            "summary": "Step 4 summary",
+            "relative_time": "4.0s",
+            "extra_metadata": {"subgoal_hash": subgoal_current_hash},
+        },
+        {
+            "step_id": "step_5",
+            "step_number": 5,
+            "summary": "Step 5 summary",
+            "relative_time": "5.0s",
+            "extra_metadata": {"subgoal_hash": subgoal_current_hash},
+        },
+        {
+            "step_id": "step_6",
+            "step_number": 6,
+            "summary": "Step 6 summary",
+            "relative_time": "6.0s",
+            "extra_metadata": {"subgoal_hash": subgoal_current_hash},
+        },
+        {
+            "step_id": "step_7",
+            "step_number": 7,
+            "summary": "Step 7 summary",
+            "relative_time": "7.0s",
+            "extra_metadata": {"subgoal_hash": subgoal_current_hash},
+            "action_taken": {"action": "tap"},
+        },
+    ]
+    mock_ctx.data_engine.get_agent_friendly_steps.return_value = mock_steps
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.initial_goal = "Test goal"
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.tool_calls = []
+
+    # Smarter file reading mock
+    def mock_read_text(path_self, encoding=None):
+        path_str = str(path_self)
+        if "operator.json" in path_str:
+            return json.dumps(
+                {
+                    "main_template": (
+                        "Goals: {{ initial_goal }}\nPlan:\n{{ plan_and_history"
+                        " }}\n# CURRENT OBSERVATION"
+                    ),
+                    "troubleshooter_template": (
+                        "Goals: {{ initial_goal }}\nPlan:\n{{ plan_and_history"
+                        " }}\n# CURRENT OBSERVATION"
+                    ),
+                }
+            )
+        elif "task_plan.md" in path_str:
+            return """- [x] subgoal_old
+- [/] subgoal_current"""
+        return ""
+
+    async def mock_ainvoke(*args, **kwargs):
+        messages = args[0]
+        full_text = "".join([str(m.content) for m in messages])
+
+        # Check that old subgoal line is present
+        assert "- [x] subgoal_old" in full_text
+        # Check that step 1 (old) is NOT present (folded)
+        assert "Step 1 summary" not in full_text
+
+        # Check that current subgoal line is present
+        assert "- [/] subgoal_current" in full_text
+        # Check that current subgoal steps are present as summaries
+        assert "Step 2 summary" in full_text
+        assert "Step 6 summary" not in full_text
+        assert "Step 6" in full_text
+        # Check that last step has full details
+        assert "Step 7" in full_text
+        return mock_response
+
+    mock_llm.ainvoke.side_effect = mock_ainvoke
+    mock_llm.bind_tools.return_value = mock_llm
+
+    with (
+        patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.operator.operator.OperatorNode._get_active_subgoal_hash",
+            return_value=subgoal_current_hash,
+        ),
+        patch("pathlib.Path.exists", return_value=True),
+        patch("pathlib.Path.read_text", mock_read_text),
+    ):
+        node = OperatorNode(mock_ctx, last_n_detailed=5)
+        await node(mock_state)
+
+
+@pytest.mark.asyncio
+async def test_operator_loop_detection():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import MagicMock
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = ["ask_explorer", "ask_explorer", "ask_explorer"]
+    mock_state.initial_goal = "Test goal"
+
+    node = OperatorNode(mock_ctx)
+
+    with pytest.raises(RuntimeError) as exc_info:
+        await node(mock_state)
+
+    assert "Infinite loop detected" in str(exc_info.value)
+
+
+@pytest.mark.asyncio
+async def test_operator_tracks_subagent_calls():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = ["ask_explorer"]
+    mock_state.initial_goal = "Test goal"
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.tool_calls = [
+        {"name": "ask_diagnoser", "args": {"query": "test"}, "id": "call_1"}
+    ]
+
+    mock_response_2 = MagicMock()
+    mock_response_2.tool_calls = [{"name": "click", "args": {"target": [10, 20]}, "id": "call_2"}]
+
+    responses = [mock_response, mock_response_2]
+    call_count = 0
+
+    async def mock_ainvoke(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            res = responses[call_count]
+            call_count += 1
+            return res
+
+    mock_llm.ainvoke.side_effect = mock_ainvoke
+    mock_llm.bind_tools.return_value = mock_llm
+
+    mock_diagnoser_tool = MagicMock()
+    mock_diagnoser_tool.name = "ask_diagnoser"
+    mock_diagnoser_tool.args = {"state": None}
+    mock_diagnoser_tool.ainvoke = AsyncMock(return_value="Diagnosis result")
+
+    with (
+        patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.operator.operator.trace_langchain_tool",
+            side_effect=lambda t, ctx: t,
+        ),
+    ):
+        node = OperatorNode(mock_ctx, tools=[mock_diagnoser_tool])
+        await node(mock_state)
+
+        mock_state.asanitize_update.assert_called_once()
+        args, kwargs = mock_state.asanitize_update.call_args
+        update_dict = kwargs["update"]
+
+        assert "subagent_calls" in update_dict
+        assert update_dict["subagent_calls"] == [
+            "ask_explorer",
+            "ask_diagnoser",
+        ]
+
+
+@pytest.mark.asyncio
+async def test_operator_defer_action_for_gathering():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+    import json
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+    mock_state.initial_goal = "Test goal"
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+
+    # First response calls both ask_diagnoser (gathering) and click (action)
+    mock_response_1 = MagicMock()
+    mock_response_1.tool_calls = [
+        {
+            "name": "ask_diagnoser",
+            "args": {"query": "check something"},
+            "id": "call_diagnose",
+        },
+        {"name": "click", "args": {"target": [50, 50]}, "id": "call_click"},
+    ]
+
+    # Second response only calls click
+    mock_response_2 = MagicMock()
+    mock_response_2.tool_calls = [
+        {
+            "name": "click",
+            "args": {"target": [50, 50]},
+            "id": "call_click_final",
+        }
+    ]
+
+    responses = [mock_response_1, mock_response_2]
+    call_count = 0
+
+    async def mock_ainvoke(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            res = responses[call_count]
+            call_count += 1
+            return res
+
+    mock_llm.ainvoke.side_effect = mock_ainvoke
+    mock_llm.bind_tools.return_value = mock_llm
+
+    from langgraph.prebuilt import InjectedState
+    from typing import Annotated
+
+    mock_diagnoser_tool = MagicMock()
+    mock_diagnoser_tool.name = "ask_diagnoser"
+    mock_diagnoser_tool.args = {"state": None}
+
+    mock_call_receiver = Mock()
+
+    async def dummy_diagnoser_func(query: str, state: Annotated[MagicMock, InjectedState]):
+        mock_call_receiver(query=query, state=state)
+        return "Diagnostics OK"
+
+    mock_diagnoser_tool.coroutine = dummy_diagnoser_func
+    mock_diagnoser_tool.func = None
+
+    with (
+        patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.operator.operator.trace_langchain_tool",
+            side_effect=lambda t, ctx: t,
+        ),
+    ):
+        node = OperatorNode(mock_ctx, tools=[mock_diagnoser_tool])
+        await node(mock_state)
+
+        # Subagent tool should have been executed
+        mock_call_receiver.assert_called_once_with(query="check something", state=mock_state)
+
+        # Verify final state has the action execution from the second response
+        mock_state.asanitize_update.assert_called_once()
+        args, kwargs = mock_state.asanitize_update.call_args
+        update_dict = kwargs["update"]
+
+        assert "structured_decisions" in update_dict
+        decisions = json.loads(update_dict["structured_decisions"])
+        assert len(decisions) == 1
+        assert decisions[0]["action"] == "tap"
+        assert decisions[0]["coordinates"] == [54, 120]
+
+
+@pytest.mark.asyncio
+async def test_operator_defer_reply_to_checker_for_gathering():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    from pathlib import Path
+
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = Path("/tmp/test_session")
+    mock_ctx.data_engine.get_agent_friendly_steps.return_value = []
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+    mock_state.initial_goal = "Test goal"
+
+    mock_llm = MagicMock()
+
+    # First response calls ask_diagnoser and reply_to_checker
+    mock_response_1 = MagicMock()
+    mock_response_1.tool_calls = [
+        {"name": "ask_diagnoser", "args": {"query": "test"}, "id": "call_diag"},
+        {
+            "name": "reply_to_checker",
+            "args": {"reasoning": "I solved it"},
+            "id": "call_reply",
+        },
+    ]
+
+    # Second response stops without action tools
+    mock_response_2 = MagicMock()
+    mock_response_2.tool_calls = []
+
+    responses = [mock_response_1, mock_response_2]
+    call_count = 0
+
+    async def mock_ainvoke(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            res = responses[call_count]
+            call_count += 1
+            return res
+
+    mock_llm.ainvoke.side_effect = mock_ainvoke
+    mock_llm.bind_tools.return_value = mock_llm
+
+    from langgraph.prebuilt import InjectedState
+    from typing import Annotated
+
+    mock_diagnoser_tool = MagicMock()
+    mock_diagnoser_tool.name = "ask_diagnoser"
+    mock_diagnoser_tool.args = {"state": None}
+
+    mock_call_receiver = Mock()
+
+    async def dummy_diagnoser_func(query: str, state: Annotated[MagicMock, InjectedState]):
+        mock_call_receiver(query=query, state=state)
+        return "Diagnostics completed"
+
+    mock_diagnoser_tool.coroutine = dummy_diagnoser_func
+    mock_diagnoser_tool.func = None
+
+    with (
+        patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.operator.operator.trace_langchain_tool",
+            side_effect=lambda t, ctx: t,
+        ),
+        patch(
+            "artemis.agents.operator.operator.OperatorNode._has_checker_feedback",
+            return_value=True,
+        ),
+        patch(
+            "artemis.agents.operator.operator.OperatorNode._get_verification_chat_rounds",
+            return_value=(1, 1),
+        ),
+    ):
+        node = OperatorNode(mock_ctx, tools=[mock_diagnoser_tool])
+        await node(mock_state)
+
+        # Subagent was called
+        mock_call_receiver.assert_called_once()
+
+        # Verify reply to checker was NOT executed / flagged
+        mock_state.asanitize_update.assert_called_once()
+        args, kwargs = mock_state.asanitize_update.call_args
+        update_dict = kwargs["update"]
+
+        assert update_dict.get("operator_replied") is False
+
+
+@pytest.mark.asyncio
+async def test_wait_actions_translation():
+    from artemis.agents.operator.operator import OperatorNode
+    from unittest.mock import MagicMock
+    from artemis.graph.state import State
+
+    mock_ctx = MagicMock()
+    node = OperatorNode(mock_ctx)
+    mock_state = MagicMock(spec=State)
+
+    # 1. Test wait_for_delay translation
+    actions, err = node._translate_and_validate_tool(
+        {"name": "wait_for_delay", "args": {"time_in_ms": 2500}}, mock_state
+    )
+    assert err is None
+    assert actions == [{"action": "wait_for_delay", "time_in_ms": 2500}]
+
+    # Test wait_for_delay invalid type coercion
+    actions, err = node._translate_and_validate_tool(
+        {"name": "wait_for_delay", "args": {"time_in_ms": "3000"}}, mock_state
+    )
+    assert err is None
+    assert actions == [{"action": "wait_for_delay", "time_in_ms": 3000}]
+
+
+@pytest.mark.asyncio
+async def test_long_press_action_translation():
+    from artemis.agents.operator.operator import OperatorNode
+    from unittest.mock import MagicMock
+    from artemis.graph.state import State
+
+    mock_ctx = MagicMock()
+    node = OperatorNode(mock_ctx)
+    mock_state = MagicMock(spec=State)
+    mock_state.indexed_points = [[200, 300], [400, 500]]
+    mock_state.indexed_elements = [
+        {
+            "center": [200, 300],
+            "text": "Item 1",
+            "bounds": "[100,100][300,500]",
+            "class": "android.widget.Button",
+            "resource_id": "btn_1",
+        },
+        {
+            "center": [400, 500],
+            "text": "hello",
+            "bounds": "[300,400][500,600]",
+            "class": "android.widget.EditText",
+            "resource_id": "input_1",
+        },
+    ]
+
+    # 1. Test long_press with element index target
+    actions, err = node._translate_and_validate_tool(
+        {"name": "long_press", "args": {"target": 1, "duration": 1500}},
+        mock_state,
+    )
+    assert err is None
+    assert actions == [
+        {
+            "action": "long_press_on",
+            "coordinates": [200, 300],
+            "normalized_coordinates": [185, 125],
+            "duration": 1500,
+            "target_text": "Item 1",
+            "target_bounds": "[100,100][300,500]",
+            "target_resource_id": "btn_1",
+            "target_class": "android.widget.Button",
+        }
+    ]
+
+    # 2. Test long_press with custom coordinates and default duration
+    actions, err = node._translate_and_validate_tool(
+        {"name": "long_press", "args": {"target": [500, 600]}}, mock_state
+    )
+    assert err is None
+    # Since coordinates are in 0-1000 scale, they should be converted using device width (default 1080) and height (default 2400)
+    # x = 500 * 1080 / 1000 = 540
+    # y = 600 * 2400 / 1000 = 1440
+    assert actions == [
+        {
+            "action": "long_press_on",
+            "coordinates": [540, 1440],
+            "normalized_coordinates": [500, 600],
+            "duration": 1000,
+            "target_text": None,
+            "target_bounds": None,
+            "target_resource_id": None,
+            "target_class": None,
+        }
+    ]
+
+    # 3. Test long_press with invalid index
+    actions, err = node._translate_and_validate_tool(
+        {"name": "long_press", "args": {"target": 5}}, mock_state
+    )
+    assert "Error" in err
+
+
+@pytest.mark.asyncio
+async def test_operator_no_defer_for_note_updating():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+    import json
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+    mock_state.initial_goal = "Test goal"
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+
+    # LLM calls both update_note (writing, non-deferring) and click (action) in 1st turn
+    mock_response_1 = MagicMock()
+    mock_response_1.tool_calls = [
+        {
+            "name": "update_note",
+            "args": {"key": "progress", "content": "step 1"},
+            "id": "call_save",
+        },
+        {"name": "click", "args": {"target": [50, 50]}, "id": "call_click"},
+    ]
+
+    # We only expect 1 LLM call (astream should only yield once)
+    responses = [mock_response_1]
+    call_count = 0
+
+    async def mock_ainvoke(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            res = responses[call_count]
+            call_count += 1
+            return res
+
+    mock_llm.ainvoke.side_effect = mock_ainvoke
+    mock_llm.bind_tools.return_value = mock_llm
+
+    # Mock the update_note tool
+    mock_update_note_tool = MagicMock()
+    mock_update_note_tool.name = "update_note"
+    mock_update_note_tool.args = {}
+
+    mock_call_receiver = MagicMock()
+
+    async def dummy_update_note(key: str, content: str, **kwargs):
+        mock_call_receiver(key=key, content=content)
+        return "Note updated"
+
+    mock_update_note_tool.coroutine = dummy_update_note
+    mock_update_note_tool.func = None
+
+    with (
+        patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.operator.operator.trace_langchain_tool",
+            side_effect=lambda t, ctx: t,
+        ),
+    ):
+        node = OperatorNode(mock_ctx, tools=[mock_update_note_tool])
+        await node(mock_state)
+
+        # The update_note tool should have been executed immediately
+        mock_call_receiver.assert_called_once_with(key="progress", content="step 1")
+
+        # The click action should NOT be deferred, so it should be in structured_decisions
+        mock_state.asanitize_update.assert_called_once()
+        args, kwargs = mock_state.asanitize_update.call_args
+        update_dict = kwargs["update"]
+
+        assert "structured_decisions" in update_dict
+        decisions = json.loads(update_dict["structured_decisions"])
+        assert len(decisions) == 1
+        assert decisions[0]["action"] == "tap"
+        assert decisions[0]["coordinates"] == [54, 120]
+
+
+@pytest.mark.asyncio
+async def test_operator_defer_for_note_reading():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+    import json
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+    mock_state.initial_goal = "Test goal"
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+
+    # 1st turn: LLM calls both read_note (reading, deferring) and click (action)
+    mock_response_1 = MagicMock()
+    mock_response_1.tool_calls = [
+        {"name": "read_note", "args": {"key": "progress"}, "id": "call_read"},
+        {"name": "click", "args": {"target": [50, 50]}, "id": "call_click"},
+    ]
+
+    # 2nd turn: LLM calls only click after receiving note content
+    mock_response_2 = MagicMock()
+    mock_response_2.tool_calls = [
+        {
+            "name": "click",
+            "args": {"target": [50, 50]},
+            "id": "call_click_final",
+        }
+    ]
+
+    responses = [mock_response_1, mock_response_2]
+    call_count = 0
+
+    async def mock_ainvoke(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            res = responses[call_count]
+            call_count += 1
+            return res
+
+    mock_llm.ainvoke.side_effect = mock_ainvoke
+    mock_llm.bind_tools.return_value = mock_llm
+
+    # Mock the read_note tool
+    mock_read_note_tool = MagicMock()
+    mock_read_note_tool.name = "read_note"
+    mock_read_note_tool.args = {}
+
+    mock_call_receiver = MagicMock()
+
+    async def dummy_read_note(key: str, **kwargs):
+        mock_call_receiver(key=key)
+        return "Note content"
+
+    mock_read_note_tool.coroutine = dummy_read_note
+    mock_read_note_tool.func = None
+
+    with (
+        patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.operator.operator.trace_langchain_tool",
+            side_effect=lambda t, ctx: t,
+        ),
+    ):
+        node = OperatorNode(mock_ctx, tools=[mock_read_note_tool])
+        await node(mock_state)
+
+        # The read_note tool should have been executed
+        mock_call_receiver.assert_called_once_with(key="progress")
+
+        # The click action from the first response should have been deferred,
+        # so we should have needed the second response to get the final click.
+        # Total call_count should be 2.
+        assert call_count == 2
+
+        mock_state.asanitize_update.assert_called_once()
+        args, kwargs = mock_state.asanitize_update.call_args
+        update_dict = kwargs["update"]
+
+        assert "structured_decisions" in update_dict
+        decisions = json.loads(update_dict["structured_decisions"])
+        assert len(decisions) == 1
+        assert decisions[0]["action"] == "tap"
+        assert decisions[0]["coordinates"] == [54, 120]
+
+
+@pytest.mark.asyncio
+async def test_operator_no_defer_for_note_appending():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+    import json
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+    mock_state.initial_goal = "Test goal"
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+
+    # LLM calls both append_note (writing, non-deferring) and click (action) in 1st turn
+    mock_response_1 = MagicMock()
+    mock_response_1.tool_calls = [
+        {
+            "name": "append_note",
+            "args": {"key": "progress", "content": "step 1"},
+            "id": "call_append",
+        },
+        {"name": "click", "args": {"target": [50, 50]}, "id": "call_click"},
+    ]
+
+    responses = [mock_response_1]
+    call_count = 0
+
+    async def mock_ainvoke(*args, **kwargs):
+        nonlocal call_count
+        if call_count < len(responses):
+            res = responses[call_count]
+            call_count += 1
+            return res
+
+    mock_llm.ainvoke.side_effect = mock_ainvoke
+    mock_llm.bind_tools.return_value = mock_llm
+
+    # Mock the append_note tool
+    mock_append_note_tool = MagicMock()
+    mock_append_note_tool.name = "append_note"
+    mock_append_note_tool.args = {}
+
+    mock_call_receiver = MagicMock()
+
+    async def dummy_append_note(key: str, content: str, **kwargs):
+        mock_call_receiver(key=key, content=content)
+        return "Note appended"
+
+    mock_append_note_tool.coroutine = dummy_append_note
+    mock_append_note_tool.func = None
+
+    with (
+        patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.operator.operator.trace_langchain_tool",
+            side_effect=lambda t, ctx: t,
+        ),
+    ):
+        node = OperatorNode(mock_ctx, tools=[mock_append_note_tool])
+        await node(mock_state)
+
+        # The append_note tool should have been executed immediately
+        mock_call_receiver.assert_called_once_with(key="progress", content="step 1")
+
+        # The click action should NOT be deferred, so it should be in structured_decisions
+        mock_state.asanitize_update.assert_called_once()
+        args, kwargs = mock_state.asanitize_update.call_args
+        update_dict = kwargs["update"]
+
+        assert "structured_decisions" in update_dict
+        decisions = json.loads(update_dict["structured_decisions"])
+        assert len(decisions) == 1
+        assert decisions[0]["action"] == "tap"
+        assert decisions[0]["coordinates"] == [54, 120]
+
+
+@pytest.mark.asyncio
+async def test_operator_background_tasks_prompt_injection():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from artemis.tools.command_tool import _BACKGROUND_TASKS, BackgroundTask
+    from unittest.mock import AsyncMock, MagicMock, patch
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.initial_goal = "Test goal"
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.tool_calls = []
+
+    mock_llm.ainvoke = AsyncMock(return_value=mock_response)
+    mock_llm.bind_tools.return_value = mock_llm
+
+    # Setup a mock background task
+    mock_proc = MagicMock()
+    bg_task = BackgroundTask(
+        task_id="task_99999",
+        command="ping google.com",
+        process=mock_proc,
+        terminal_id="term_xyz",
+        cwd="/data/local/tmp",
+    )
+
+    _BACKGROUND_TASKS["task_99999"] = bg_task
+
+    try:
+        captured_messages = []
+
+        async def mock_invoke_llm_loop(*args, **kwargs):
+            active_background_tasks = [
+                {
+                    "task_id": "task_99999",
+                    "command": "ping google.com",
+                    "cwd": "/data/local/tmp",
+                    "terminal_id": "term_xyz",
+                    "output_line_count": 0,
+                }
+            ]
+            messages = await node._build_prompt(
+                state=mock_state,
+                latest_screenshot_b64="YmFzZTY0X3NjcmVlbnNob3Q=",
+                fused_xml=[],
+                minimal_list="",
+                current_step_num=1,
+                steps=[],
+                task_plan="",
+                active_background_tasks=active_background_tasks,
+            )
+            captured_messages.extend(messages)
+            return [], False, None, None, False
+
+        with (
+            patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+            patch(
+                "artemis.agents.operator.operator.OperatorNode._invoke_llm_loop",
+                side_effect=mock_invoke_llm_loop,
+            ),
+        ):
+            node = OperatorNode(mock_ctx)
+            await node(mock_state)
+
+            # Assert that the captured messages (prompts) contain the background tasks section
+            full_content = ""
+            for m in captured_messages:
+                if isinstance(m.content, list):
+                    for part in m.content:
+                        if isinstance(part, dict) and "text" in part:
+                            full_content += part["text"] + "\n"
+                elif isinstance(m.content, str):
+                    full_content += m.content + "\n"
+
+            assert "--- Active Background ADB Tasks ---" in full_content
+            assert "task_99999" in full_content
+            assert "ping google.com" in full_content
+            assert "term_xyz" in full_content
+            assert "Accumulated Output: 0 lines of logs" in full_content
+    finally:
+        if "task_99999" in _BACKGROUND_TASKS:
+            del _BACKGROUND_TASKS["task_99999"]
+
+
+@pytest.mark.asyncio
+async def test_operator_task_plan_warning_prompt_injection():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.initial_goal = "Test goal"
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.tool_calls = []
+
+    mock_llm.ainvoke = AsyncMock(return_value=mock_response)
+    mock_llm.bind_tools.return_value = mock_llm
+
+    # Case 1: task_plan updated in the last two steps (using the "key" argument)
+    steps_updated = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "tool_calls": [
+                {
+                    "name": "update_note",
+                    "args": {"key": "task_plan", "target": "a", "replacement": "b"},
+                }
+            ],
+        },
+        {
+            "step_id": "step_2",
+            "step_number": 2,
+            "tool_calls": [{"name": "click", "args": {"target": 1}}],
+        },
+    ]
+
+    captured_messages_1 = []
+
+    async def mock_invoke_llm_loop_1(*args, **kwargs):
+        messages = await node._build_prompt(
+            state=mock_state,
+            latest_screenshot_b64="YmFzZTY0X3NjcmVlbnNob3Q=",
+            fused_xml=[],
+            minimal_list="",
+            current_step_num=3,
+            steps=steps_updated,
+            task_plan="",
+        )
+        captured_messages_1.extend(messages)
+        return [], False, None, None, False
+
+    with (
+        patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.operator.operator.OperatorNode._invoke_llm_loop",
+            side_effect=mock_invoke_llm_loop_1,
+        ),
+    ):
+        node = OperatorNode(mock_ctx)
+        await node(mock_state)
+
+        full_content_1 = ""
+        for m in captured_messages_1:
+            if isinstance(m.content, list):
+                for part in m.content:
+                    if isinstance(part, dict) and "text" in part:
+                        full_content_1 += part["text"] + "\n"
+            elif isinstance(m.content, str):
+                full_content_1 += m.content + "\n"
+
+        assert (
+            "Reminder: You have not updated the task_plan for two consecutive"
+            " turns." not in full_content_1
+        )
+
+    # Case 2: task_plan NOT updated in the last two steps
+    steps_not_updated = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "tool_calls": [{"name": "click", "args": {"target": 1}}],
+        },
+        {
+            "step_id": "step_2",
+            "step_number": 2,
+            "tool_calls": [{"name": "click", "args": {"target": 2}}],
+        },
+    ]
+
+    captured_messages_2 = []
+
+    async def mock_invoke_llm_loop_2(*args, **kwargs):
+        messages = await node._build_prompt(
+            state=mock_state,
+            latest_screenshot_b64="YmFzZTY0X3NjcmVlbnNob3Q=",
+            fused_xml=[],
+            minimal_list="",
+            current_step_num=3,
+            steps=steps_not_updated,
+            task_plan="",
+        )
+        captured_messages_2.extend(messages)
+        return [], False, None, None, False
+
+    with (
+        patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.operator.operator.OperatorNode._invoke_llm_loop",
+            side_effect=mock_invoke_llm_loop_2,
+        ),
+    ):
+        node = OperatorNode(mock_ctx)
+        await node(mock_state)
+
+        full_content_2 = ""
+        for m in captured_messages_2:
+            if isinstance(m.content, list):
+                for part in m.content:
+                    if isinstance(part, dict) and "text" in part:
+                        full_content_2 += part["text"] + "\n"
+            elif isinstance(m.content, str):
+                full_content_2 += m.content + "\n"
+
+        assert (
+            "Reminder: You have not updated the task_plan for two consecutive"
+            " turns." in full_content_2
+        )
+
+
+@pytest.mark.asyncio
+async def test_operator_tool_limit_exceeded_warning():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    # Set the flag to True to simulate tool call limit exceeded in previous turn
+    mock_state.operator_tool_limit_exceeded = True
+    mock_state.initial_goal = "Test goal"
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.tool_calls = []
+
+    captured_messages = []
+
+    async def mock_invoke_llm_loop(*args, **kwargs):
+        messages = await node._build_prompt(
+            state=mock_state,
+            latest_screenshot_b64="YmFzZTY0X3NjcmVlbnNob3Q=",
+            fused_xml=[],
+            minimal_list="",
+            current_step_num=1,
+            steps=[],
+            task_plan="",
+        )
+        captured_messages.extend(messages)
+        # Return 5 elements: action_result, requested_argue, raw_thinking, native_thinking, tool_limit_exceeded
+        return [], False, None, None, False
+
+    with (
+        patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm),
+        patch(
+            "artemis.agents.operator.operator.OperatorNode._invoke_llm_loop",
+            side_effect=mock_invoke_llm_loop,
+        ),
+    ):
+        node = OperatorNode(mock_ctx)
+        await node(mock_state)
+
+        full_content = ""
+        for m in captured_messages:
+            if isinstance(m.content, list):
+                for part in m.content:
+                    if isinstance(part, dict) and "text" in part:
+                        full_content += part["text"] + "\n"
+            elif isinstance(m.content, str):
+                full_content += m.content + "\n"
+
+        assert (
+            "You did not execute any screen interaction actions in your last turn" in full_content
+        )
+
+        mock_state.asanitize_update.assert_called_once()
+        _, kwargs = mock_state.asanitize_update.call_args
+        assert kwargs["update"].get("operator_tool_limit_exceeded") is False
+
+
+@pytest.mark.asyncio
+async def test_operator_fallback_function_call_parsing():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import AsyncMock, MagicMock, patch
+    from langchain_core.messages import AIMessage
+    import json
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.execution_setup = None
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock()
+    mock_state.subagent_calls = []
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+    mock_state.initial_goal = "Test goal"
+
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0X3NjcmVlbnNob3Q=")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    # Mock response with empty tool_calls but populated additional_kwargs['function_call']
+    mock_response = AIMessage(
+        content="I intend to click the button.",
+        additional_kwargs={
+            "function_call": {
+                "name": "click",
+                "arguments": '{"target": [123, 456]}',
+            }
+        },
+        tool_calls=[],
+    )
+
+    mock_llm = MagicMock()
+    mock_llm.ainvoke = AsyncMock(return_value=mock_response)
+    mock_llm.bind_tools.return_value = mock_llm
+
+    with patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm):
+        node = OperatorNode(mock_ctx)
+        await node(mock_state)
+
+        # Verify state was updated with parsed click action
+        mock_state.asanitize_update.assert_called_once()
+        _, kwargs = mock_state.asanitize_update.call_args
+        update_dict = kwargs["update"]
+
+        assert "structured_decisions" in update_dict
+        decisions = json.loads(update_dict["structured_decisions"])
+        assert len(decisions) == 1
+        assert decisions[0]["action"] == "tap"
+        assert decisions[0]["coordinates"] == [132, 1094]
+
+
+@pytest.mark.asyncio
+async def test_operator_swipe_translation():
+    from artemis.agents.operator.operator import OperatorNode
+    from artemis.context import ArtemisContext
+    from unittest.mock import MagicMock
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_state = MagicMock()
+    mock_state.operator_raw_data = {"width": 1080, "height": 2400}
+    node = OperatorNode(mock_ctx)
+
+    # 1. Directional swipe
+    actions, err = node._translate_and_validate_tool(
+        {"name": "swipe", "args": {"direction": "up"}}, mock_state
+    )
+    assert err is None
+    assert len(actions) == 1
+    assert actions[0]["action"] == "swipe"
+    assert actions[0]["coordinates"] == [648, 1920, 648, 480]
+
+    # 2. Start & End coordinate swipe (drag)
+    actions, err = node._translate_and_validate_tool(
+        {
+            "name": "swipe",
+            "args": {"start": [100, 200], "end": [500, 600], "duration": 1500},
+        },
+        mock_state,
+    )
+    assert err is None
+    assert len(actions) == 1
+    assert actions[0]["action"] == "swipe"
+    assert actions[0]["coordinates"] == [108, 480, 540, 1440]
+    assert actions[0]["duration"] == 1500
+
+    # 3. Coordinates alias
+    actions, err = node._translate_and_validate_tool(
+        {
+            "name": "swipe",
+            "args": {"coordinates": [200, 300, 400, 500]},
+        },
+        mock_state,
+    )
+    assert err is None
+    assert len(actions) == 1
+    assert actions[0]["action"] == "swipe"
+    assert actions[0]["coordinates"] == [216, 720, 432, 1200]
+
+    # 4. Backward compatible gesture parameter
+    actions, err = node._translate_and_validate_tool(
+        {
+            "name": "swipe",
+            "args": {"gesture": "down"},
+        },
+        mock_state,
+    )
+    assert err is None
+    assert len(actions) == 1
+    assert actions[0]["action"] == "swipe"
+    assert actions[0]["coordinates"] == [648, 480, 648, 1920]
diff --git a/tests/unit/agents/test_outputter.py b/tests/unit/agents/test_outputter.py
new file mode 100644
index 0000000..148b841
--- /dev/null
+++ b/tests/unit/agents/test_outputter.py
@@ -0,0 +1,508 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, Mock, patch
+
+from pydantic import BaseModel
+import pytest
+
+from artemis.agents.outputter.outputter import outputter
+from artemis.config import LLM, OutputConfig  # noqa: E402
+from artemis.context import ArtemisContext  # noqa: E402
+from artemis.utils.logger import get_logger  # noqa: E402
+
+logger = get_logger(__name__)
+
+
+class _CyFunctionDetectorMeta(type):
+    def __instancecheck__(self, instance):
+        name = type(instance).__name__
+        return (
+            name
+            in (
+                "cyfunction",
+                "cython_function_or_method",
+                "builtin_function_or_method",
+            )
+            or "cyfunction" in name.lower()
+        )
+
+
+class CyFunctionDetector(metaclass=_CyFunctionDetectorMeta):
+    pass
+
+
+class MockPydanticSchema(BaseModel):
+    model_config = {"ignored_types": (CyFunctionDetector,)}
+    color: str
+    price: float
+    currency_symbol: str
+    website_url: str
+
+
+mock_dict = {
+    "color": "green",
+    "price": 20,
+    "currency_symbol": "$",
+    "website_url": "http://superwebsite.fr",
+}
+
+
+class DummyState:
+    def __init__(self, messages, initial_goal, operator_raw_data=None):
+        self.messages = messages
+        self.initial_goal = initial_goal
+        self.operator_raw_data = operator_raw_data
+
+
+@pytest.fixture
+def mock_context():
+    """Create a properly mocked context with all required fields."""
+    ctx = Mock(spec=ArtemisContext)
+    ctx.llm_config = {
+        "planner": LLM(provider="openai", model="gpt-5-nano"),
+        "operator": LLM(provider="openai", model="gpt-5-nano"),
+        "validator": LLM(provider="openai", model="gpt-5-nano"),
+    }
+    ctx.device = Mock()
+    ctx.data_engine = None
+    return ctx
+
+
+@pytest.fixture
+def mock_state():
+    """Create a mock state with test data."""
+    return DummyState(
+        messages=[],
+        initial_goal="Find a green product on my website",
+    )
+
+
+def setup_mock_llm(mock_get_llm, react_response_content="Paris", structured_response=None):
+    mock_llm = Mock()
+    mock_llm_fallback = Mock()
+
+    # Mock bind_tools
+    mock_llm_with_tools = Mock()
+    mock_llm_with_tools.ainvoke = AsyncMock()
+    mock_react_response = Mock()
+    mock_react_response.content = react_response_content
+    mock_react_response.tool_calls = []
+    mock_llm_with_tools.ainvoke.return_value = mock_react_response
+
+    mock_llm.bind_tools.return_value = mock_llm_with_tools
+    mock_llm_fallback.bind_tools.return_value = mock_llm_with_tools
+
+    # Mock with_structured_output
+    mock_structured_llm = Mock()
+    mock_structured_llm.ainvoke = AsyncMock()
+    if structured_response is not None:
+        mock_structured_llm.ainvoke.return_value = structured_response
+    mock_llm.with_structured_output.return_value = mock_structured_llm
+    mock_llm_fallback.with_structured_output.return_value = mock_structured_llm
+
+    def get_llm_side_effect(ctx, name, is_utils=False, use_fallback=False):
+        if use_fallback:
+            return mock_llm_fallback
+        return mock_llm
+
+    mock_get_llm.side_effect = get_llm_side_effect
+
+    return mock_llm, mock_llm_with_tools, mock_structured_llm
+
+
+@patch("artemis.agents.outputter.outputter.get_llm")
+@pytest.mark.asyncio
+async def test_outputter_with_pydantic_model(mock_get_llm, mock_context, mock_state):
+    """Test outputter with Pydantic model output."""
+    expected_structured = MockPydanticSchema(
+        color="green",
+        price=20,
+        currency_symbol="$",
+        website_url="http://superwebsite.fr",
+    )
+    setup_mock_llm(
+        mock_get_llm,
+        react_response_content="Raw details about green product",
+        structured_response=expected_structured,
+    )
+
+    config = OutputConfig(
+        structured_output=MockPydanticSchema,
+        output_description=None,
+    )
+
+    result = await outputter(ctx=mock_context, output_config=config, graph_output=mock_state)
+
+    assert isinstance(result, dict)
+    assert result.get("color") == "green"
+
+
+@patch("artemis.agents.outputter.outputter.get_llm")
+@pytest.mark.asyncio
+async def test_outputter_with_dict(mock_get_llm, mock_context, mock_state):
+    """Test outputter with dictionary output."""
+    expected_dict = {
+        "color": "green",
+        "price": 20,
+        "currency_symbol": "$",
+        "website_url": "http://superwebsite.fr",
+    }
+    setup_mock_llm(
+        mock_get_llm,
+        react_response_content="Raw details",
+        structured_response=expected_dict,
+    )
+
+    config = OutputConfig(
+        structured_output=mock_dict,
+        output_description=None,
+    )
+
+    result = await outputter(ctx=mock_context, output_config=config, graph_output=mock_state)
+
+    assert isinstance(result, dict)
+    assert result.get("color") == "green"
+    assert result.get("price") == 20
+    assert result.get("currency_symbol") == "$"
+    assert result.get("website_url") == "http://superwebsite.fr"
+
+
+@patch("artemis.agents.outputter.outputter.get_llm")
+@pytest.mark.asyncio
+async def test_outputter_with_natural_language_output(mock_get_llm, mock_context, mock_state):
+    """Test outputter with natural language description output (returns JSON string)."""
+    expected_json = (
+        '{"color": "green", "price": 20, "currency_symbol": "$", "website_url":'
+        ' "http://superwebsite.fr"}'
+    )
+    setup_mock_llm(mock_get_llm, react_response_content=expected_json)
+
+    config = OutputConfig(
+        structured_output=None,
+        output_description=(
+            "A JSON object with a color, a price, a currency_symbol and a website_url key"
+        ),
+    )
+
+    result = await outputter(ctx=mock_context, output_config=config, graph_output=mock_state)
+
+    assert isinstance(result, dict)
+    assert result.get("color") == "green"
+    assert result.get("price") == 20
+    assert result.get("currency_symbol") == "$"
+    assert result.get("website_url") == "http://superwebsite.fr"
+
+
+@patch("artemis.agents.outputter.outputter.get_llm")
+@pytest.mark.asyncio
+async def test_outputter_with_history_and_image(mock_get_llm, mock_context):
+    """Test outputter with explicit history and image."""
+    expected_json = '{"answer": "Paris"}'
+    _, mock_llm_with_tools, _ = setup_mock_llm(mock_get_llm, react_response_content=expected_json)
+
+    config = OutputConfig(
+        structured_output=None,
+        output_description="The capital of France",
+    )
+
+    class StateWithRawData:
+        def __init__(self, messages, initial_goal, operator_raw_data):
+            self.messages = messages
+            self.initial_goal = initial_goal
+            self.operator_raw_data = operator_raw_data
+
+    state = StateWithRawData(
+        messages=[],
+        initial_goal="What is the capital of France?",
+        operator_raw_data={"screenshot_b64": "mock_b64_data"},
+    )
+
+    await outputter(
+        ctx=mock_context,
+        output_config=config,
+        graph_output=state,
+        plan_and_history="Plan: Find capital\nStep 1: Opened browser",
+    )
+
+    call_args = mock_llm_with_tools.ainvoke.call_args
+    assert call_args is not None
+    messages = call_args[0][0]
+
+    assert (
+        "Your sole objective is to verify whether the user's initial goal was"
+        " achieved" in messages[0].content
+    )
+
+    human_content = messages[1].content
+    assert isinstance(human_content, list)
+    assert human_content[0]["type"] == "text"
+    assert "Step 1: Opened browser" in human_content[0]["text"]
+    assert "Plan: Find capital" in human_content[0]["text"]
+    assert human_content[1]["type"] == "image_url"
+    assert human_content[1]["image_url"]["url"] == "data:image/jpeg;base64,mock_b64_data"
+
+
+@patch("artemis.agents.outputter.outputter.get_llm")
+@pytest.mark.asyncio
+async def test_outputter_builds_concise_history(mock_get_llm):
+    """Test that the outputter dynamically builds clean Summary ➡️ Action history."""
+    expected_json = '{"answer": "Success"}'
+    _, mock_llm_with_tools, _ = setup_mock_llm(mock_get_llm, react_response_content=expected_json)
+
+    config = OutputConfig(
+        structured_output=None,
+        output_description="Test output",
+    )
+
+    ctx = Mock(spec=ArtemisContext)
+    ctx.llm_config = {
+        "planner": LLM(provider="openai", model="gpt-5-nano"),
+        "operator": LLM(provider="openai", model="gpt-5-nano"),
+        "validator": LLM(provider="openai", model="gpt-5-nano"),
+    }
+    ctx.device = Mock()
+
+    mock_data_engine = Mock()
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "2.5s",
+            "summary": "Tapped search button",
+            "action_taken": [{"action": "click", "target_text": "Search"}],
+            "last_execution_result": {"status": "success"},
+        }
+    ]
+    mock_data_engine.get_agent_friendly_steps.return_value = steps
+    mock_data_engine.base_dir = "/tmp/mock_session"
+    ctx.data_engine = mock_data_engine
+
+    class StateWithRawData:
+        def __init__(self, messages, initial_goal, operator_raw_data):
+            self.messages = messages
+            self.initial_goal = initial_goal
+            self.operator_raw_data = operator_raw_data
+
+    state = StateWithRawData(
+        messages=[],
+        initial_goal="Search for something",
+        operator_raw_data=None,
+    )
+
+    # Test Case 1: Fallback path (no plan file)
+    from pathlib import Path
+
+    original_exists = Path.exists
+
+    def mock_exists_fallback(self, *args, **kwargs):
+        if self.name == "task_plan.md":
+            return False
+        return original_exists(self, *args, **kwargs)
+
+    with patch("pathlib.Path.exists", mock_exists_fallback):
+        await outputter(
+            ctx=ctx,
+            output_config=config,
+            graph_output=state,
+        )
+
+    call_args = mock_llm_with_tools.ainvoke.call_args
+    assert call_args is not None
+    messages = call_args[0][0]
+    human_content_fallback = messages[1].content[0]["text"]
+
+    assert "--- Execution History ---" in human_content_fallback
+    assert "- *Step 1 (Start: 2.5s): Tapped search button*" in human_content_fallback
+    assert "*Action*: Tapped 'Search' at None" in human_content_fallback
+
+    # Reset mock call history
+    mock_llm_with_tools.ainvoke.reset_mock()
+
+    # Test Case 2: Standard path (plan file exists)
+    def mock_exists_standard(self, *args, **kwargs):
+        if self.name == "task_plan.md":
+            return True
+        return original_exists(self, *args, **kwargs)
+
+    original_read_text = Path.read_text
+
+    def mock_read_text(self, *args, **kwargs):
+        if self.name == "task_plan.md":
+            return "- [ ] Goal 1\n  - [/] Subgoal 1.1"
+        return original_read_text(self, *args, **kwargs)
+
+    with (
+        patch("pathlib.Path.exists", mock_exists_standard),
+        patch("pathlib.Path.read_text", mock_read_text),
+    ):
+        await outputter(
+            ctx=ctx,
+            output_config=config,
+            graph_output=state,
+        )
+
+    call_args = mock_llm_with_tools.ainvoke.call_args
+    assert call_args is not None
+    messages = call_args[0][0]
+    human_content_standard = messages[1].content[0]["text"]
+
+    assert "--- Execution History ---" in human_content_standard
+    assert "- *Step 1 (Start: 2.5s): Tapped search button*" in human_content_standard
+    assert "*Action*: Tapped 'Search' at None" in human_content_standard
+
+
+@patch("artemis.tools.video_tool.VideoAnalyzer")
+@patch("artemis.agents.outputter.outputter.get_llm")
+@pytest.mark.asyncio
+async def test_outputter_executes_video_analyzer_tool(
+    mock_get_llm, mock_video_analyzer, mock_context, mock_state
+):
+    """Test that the outputter ReAct loop can successfully invoke the video_analyzer tool."""
+    # Setup mock VideoAnalyzer
+    mock_agent_instance = Mock()
+    mock_agent_instance.run = AsyncMock(
+        return_value=("The user played a video for 5 seconds.", "success")
+    )
+    mock_video_analyzer.return_value = mock_agent_instance
+
+    # Setup mock LLM with two turns
+    mock_llm = Mock()
+    mock_llm_fallback = Mock()
+
+    mock_llm_with_tools = Mock()
+    mock_llm_with_tools.ainvoke = AsyncMock()
+
+    # Turn 1: LLM calls video_analyzer tool
+    tool_call = {
+        "name": "video_analyzer",
+        "args": {
+            "time_description": "from 5s to 10s",
+            "purpose": "verify video played",
+        },
+        "id": "call_123",
+    }
+    msg_turn1 = Mock()
+    msg_turn1.content = ""
+    msg_turn1.tool_calls = [tool_call]
+
+    # Turn 2: LLM returns final answer
+    msg_turn2 = Mock()
+    msg_turn2.content = "Video played successfully."
+    msg_turn2.tool_calls = []
+
+    mock_llm_with_tools.ainvoke.side_effect = [msg_turn1, msg_turn2]
+
+    mock_llm.bind_tools.return_value = mock_llm_with_tools
+    mock_llm_fallback.bind_tools.return_value = mock_llm_with_tools
+
+    def get_llm_side_effect(ctx, name, is_utils=False, use_fallback=False):
+        if use_fallback:
+            return mock_llm_fallback
+        return mock_llm
+
+    mock_get_llm.side_effect = get_llm_side_effect
+
+    config = OutputConfig(
+        structured_output=None,
+        output_description="Verify video",
+    )
+
+    result = await outputter(ctx=mock_context, output_config=config, graph_output=mock_state)
+
+    # Assert VideoAnalyzer was called correctly
+    mock_video_analyzer.assert_called_once_with(mock_context)
+    mock_agent_instance.run.assert_called_once_with("from 5s to 10s", "verify video played")
+
+    # Assert LLM's ainvoke was called twice
+    assert mock_llm_with_tools.ainvoke.call_count == 2
+
+    # Assert tool message was appended (messages list is mutated in place,
+    # so it eventually has 5 elements)
+    sent_messages = mock_llm_with_tools.ainvoke.call_args_list[1][0][0]
+    assert len(sent_messages) == 5
+
+    # Verify the sequence of messages
+    assert sent_messages[2] == msg_turn1
+
+    tool_message = sent_messages[3]
+    from langchain_core.messages import ToolMessage
+
+    assert isinstance(tool_message, ToolMessage)
+    assert tool_message.content == "The user played a video for 5 seconds."
+    assert tool_message.status == "success"
+
+    assert sent_messages[4] == msg_turn2
+
+    # Assert final result
+    assert result == "Video played successfully."
+
+
+@patch("artemis.agents.outputter.outputter.get_llm")
+@pytest.mark.asyncio
+async def test_outputter_executes_save_note_tool(mock_get_llm, mock_context, mock_state):
+    """Test that the outputter ReAct loop can successfully invoke the save_note tool."""
+    # Setup mock LLM with two turns
+    mock_llm = Mock()
+    mock_llm_fallback = Mock()
+
+    mock_llm_with_tools = Mock()
+    mock_llm_with_tools.ainvoke = AsyncMock()
+
+    # Turn 1: LLM calls save_note tool
+    tool_call = {
+        "name": "save_note",
+        "args": {"key": "verification_code", "content": "123456"},
+        "id": "call_save_123",
+    }
+    msg_turn1 = Mock()
+    msg_turn1.content = ""
+    msg_turn1.tool_calls = [tool_call]
+
+    # Turn 2: LLM returns final answer
+    msg_turn2 = Mock()
+    msg_turn2.content = "Verification code is 123456."
+    msg_turn2.tool_calls = []
+
+    mock_llm_with_tools.ainvoke.side_effect = [msg_turn1, msg_turn2]
+
+    mock_llm.bind_tools.return_value = mock_llm_with_tools
+    mock_llm_fallback.bind_tools.return_value = mock_llm_with_tools
+
+    def get_llm_side_effect(ctx, name, is_utils=False, use_fallback=False):
+        if use_fallback:
+            return mock_llm_fallback
+        return mock_llm
+
+    mock_get_llm.side_effect = get_llm_side_effect
+
+    config = OutputConfig(
+        structured_output=None,
+        output_description="Save verification code to note",
+    )
+
+    # Setup mock data_engine on context to support saving notes
+    mock_data_engine = Mock()
+    mock_data_engine.base_dir = "/tmp/mock_session"
+    mock_context.data_engine = mock_data_engine
+
+    # Patch save_note_content utility to avoid writing to disk
+    with patch("artemis.tools.scratchpad.save_note_content") as mock_save_content:
+        result = await outputter(ctx=mock_context, output_config=config, graph_output=mock_state)
+        mock_save_content.assert_called_once_with(
+            "/tmp/mock_session", "verification_code", "123456"
+        )
+
+    # Assert final result
+    assert result == "Verification code is 123456."
diff --git a/tests/unit/agents/test_outputter_tools_unit.py b/tests/unit/agents/test_outputter_tools_unit.py
new file mode 100644
index 0000000..8342e59
--- /dev/null
+++ b/tests/unit/agents/test_outputter_tools_unit.py
@@ -0,0 +1,102 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+from unittest.mock import MagicMock, mock_open, patch
+
+from artemis.agents.outputter.tools import (
+    get_search_history_tool,
+    get_step_details_tool,
+    get_step_screenshot_tool,
+)
+from artemis.context import ArtemisContext
+import pytest
+
+
+@pytest.fixture
+def mock_context():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.global_base_dir = "/tmp/fake_traces"
+    return ctx
+
+
+def test_get_step_details_tool():
+    steps = [
+        {
+            "step_number": 1,
+            "relative_time": "1s",
+            "summary": "Step 1",
+            "action_taken": "tap",
+        },
+        {
+            "step_number": 2,
+            "relative_time": "2s",
+            "summary": "Step 2",
+            "action_taken": "swipe",
+        },
+    ]
+    tool = get_step_details_tool(steps)
+
+    # Test valid range
+    result = tool.invoke({"start_step": 1, "end_step": 1})
+    parsed = json.loads(result)
+    assert len(parsed) == 1
+    assert parsed[0]["step_number"] == 1
+    assert parsed[0]["action_taken"] == "tap"
+
+    # Test invalid range
+    result_invalid = tool.invoke({"start_step": 3, "end_step": 4})
+    assert "No steps found" in result_invalid
+
+
+def test_get_step_screenshot_tool(mock_context):
+    steps = [
+        {"step_number": 1, "pre_image_name": "img1", "post_image_name": "img2"},
+    ]
+    tool = get_step_screenshot_tool(mock_context, steps)
+
+    # Mock open and exists
+    with (
+        patch("pathlib.Path.exists", return_value=True),
+        patch("builtins.open", mock_open(read_data=b"fake_image_bytes")),
+    ):
+        result = tool.invoke({"step_number": 1})
+        assert isinstance(result, list)
+        assert result[0]["type"] == "text"
+        assert result[1]["type"] == "image_url"
+        assert "data:image/jpeg;base64" in result[1]["image_url"]["url"]
+
+
+def test_search_history_tool(mock_context):
+    tool = get_search_history_tool(mock_context)
+
+    # Mock steps returned by storage
+    mock_step_1 = MagicMock()
+    mock_step_1.step_number = 1
+    mock_step_1.pre_image_name = "img1"
+    mock_step_1.post_image_name = None
+
+    mock_context.data_engine.storage.get_steps.return_value = [mock_step_1]
+
+    # Mock search_ui_by_hash
+    mock_context.data_engine.storage.search_ui_by_hash.return_value = [
+        {"type": "ocr", "matched_text": "verification code: 1234", "score": 0.9}
+    ]
+
+    result = tool.invoke({"query": "verification"})
+    parsed = json.loads(result)
+    assert len(parsed) == 1
+    assert parsed[0]["step_number"] == 1
+    assert parsed[0]["matches"][0]["matched_text"] == "verification code: 1234"
diff --git a/tests/unit/agents/test_planner_node.py b/tests/unit/agents/test_planner_node.py
new file mode 100644
index 0000000..38bfb35
--- /dev/null
+++ b/tests/unit/agents/test_planner_node.py
@@ -0,0 +1,89 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import Mock, patch
+
+from artemis.agents.planner.planner import PlannerNode
+from artemis.context import DevicePlatform, ArtemisContext
+import pytest
+
+
+class DummyState:
+    def __init__(
+        self,
+        initial_goal,
+        needs_replan=False,
+        operator_raw_data=None,
+        operator_replan_reason=None,
+    ):
+        self.initial_goal = initial_goal
+        self.needs_replan = needs_replan
+        self.operator_raw_data = operator_raw_data
+        self.operator_replan_reason = operator_replan_reason
+
+    async def asanitize_update(self, ctx, update, agent):
+        return update
+
+
+@pytest.fixture
+def mock_context():
+    ctx = Mock(spec=ArtemisContext)
+    ctx.device = Mock()
+    ctx.device.mobile_platform = DevicePlatform.ANDROID
+    ctx.adb_client = Mock()
+    ctx.ui_adb_client = Mock()
+    mock_screen_data = Mock()
+    mock_screen_data.base64 = "YmFzZTY0"
+    mock_screen_data.elements = []
+    mock_screen_data.width = 1080
+    mock_screen_data.height = 2400
+    ctx.ui_adb_client.get_screen_data.return_value = mock_screen_data
+    ctx.data_engine = None
+
+    return ctx
+
+
+@pytest.mark.asyncio
+async def test_planner_initial_plan(mock_context):
+    state = DummyState(
+        initial_goal="Test Goal",
+        operator_raw_data={"screenshot_b64": "dummy_base64_string"},
+    )
+    node = PlannerNode(mock_context)
+
+    mock_llm = Mock()
+    mock_response = Mock()
+    mock_response.content = "- [ ] Subgoal 1"
+    mock_response.tool_calls = []
+
+    async def mock_astream(*args, **kwargs):
+        yield mock_response
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_llm.bind_tools = Mock(return_value=mock_llm)
+
+    with patch("artemis.agents.planner.planner.get_llm", return_value=mock_llm):
+        await node(state)
+
+        assert mock_llm.astream.called
+        args, kwargs = mock_llm.astream.call_args
+        messages = args[0]
+
+        system_msg = messages[0].content
+        assert "## Role" in system_msg
+
+        human_msg_content = messages[1].content
+        assert isinstance(human_msg_content, list)
+        assert human_msg_content[0]["type"] == "text"
+        assert "Goal: Test Goal" in human_msg_content[0]["text"]
diff --git a/tests/unit/agents/test_snapshot_rollback.py b/tests/unit/agents/test_snapshot_rollback.py
new file mode 100644
index 0000000..aefa5b0
--- /dev/null
+++ b/tests/unit/agents/test_snapshot_rollback.py
@@ -0,0 +1,112 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.agents.operator.operator import OperatorNode
+from artemis.context import ArtemisContext
+from artemis.graph.graph import execution_check_node
+from artemis.graph.state import State
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_snapshot_rollback_flow(tmp_path):
+    # Setup dummy directories
+    base_dir = tmp_path / "trace"
+    notes_dir = base_dir / "notes"
+    notes_dir.mkdir(parents=True)
+
+    task_plan_path = notes_dir / "task_plan.md"
+    task_plan_path.write_text("Initial Plan", encoding="utf-8")
+
+    # Mock Context
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = base_dir
+    mock_ctx.execution_setup = None
+
+    # Mock State
+    mock_state = MagicMock(spec=State)
+    mock_state.subagent_calls = []
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+    mock_state.initial_goal = "Test goal"
+    mock_state.short_term_memory = ""
+    mock_state.operator_raw_data = {
+        "screenshot_b64": "YmFzZTY0",
+        "xml_hierarchy": "<hierarchy></hierarchy>",
+        "ocr_results": [],
+    }
+    mock_state.current_step_id = "test-step-id"
+
+    # Mock Controller and LLM to let Operator run minimally
+    mock_controller = MagicMock()
+    mock_controller.take_screenshot = AsyncMock(return_value="YmFzZTY0")
+    mock_device_data = MagicMock()
+    mock_device_data.elements = []
+    mock_controller.get_screen_data = AsyncMock(return_value=mock_device_data)
+
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.tool_calls = []
+
+    async def mock_astream(*args, **kwargs):
+        yield mock_response
+
+    mock_llm.astream.side_effect = mock_astream
+    mock_llm.bind_tools.return_value = mock_llm
+
+    # 1. Run Operator to trigger snapshot
+    with patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm):
+        node = OperatorNode(mock_ctx)
+        await node(mock_state)
+
+    # Verify snapshot was created
+    snapshot_dir = notes_dir.with_name("notes_snapshot")
+    assert snapshot_dir.exists()
+    assert (snapshot_dir / "task_plan.md").read_text(encoding="utf-8") == "Initial Plan"
+    assert mock_ctx.task_plan_snapshot == snapshot_dir
+
+    # 2. Simulate Operator optimistic modification
+    task_plan_path.write_text("Modified Plan", encoding="utf-8")
+
+    # 3. Run execution_check_node with failure to trigger rollback
+    future = asyncio.Future()
+    future.set_result({"status": "failed"})
+    mock_ctx.checker_task = future
+
+    await execution_check_node(mock_state, mock_ctx)
+
+    # Verify rollback restored the file
+    assert task_plan_path.read_text(encoding="utf-8") == "Initial Plan"
+
+    # 4. Run Operator again to create new snapshot (simulate next attempt)
+    # First modify it again to simulate operator working on restored plan
+    task_plan_path.write_text("Modified Plan 2", encoding="utf-8")
+
+    with patch("artemis.agents.operator.operator.get_llm", return_value=mock_llm):
+        await node(mock_state)
+
+    assert (snapshot_dir / "task_plan.md").read_text(encoding="utf-8") == "Modified Plan 2"
+
+    # 5. Run execution_check_node with success to trigger commit (cleanup)
+    future_success = asyncio.Future()
+    future_success.set_result({"status": "success"})
+    mock_ctx.checker_task = future_success
+
+    await execution_check_node(mock_state, mock_ctx)
+
+    # Verify snapshot was deleted
+    assert not snapshot_dir.exists()
diff --git a/tests/unit/agents/test_summarizer.py b/tests/unit/agents/test_summarizer.py
new file mode 100644
index 0000000..d82bb47
--- /dev/null
+++ b/tests/unit/agents/test_summarizer.py
@@ -0,0 +1,216 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+from unittest.mock import MagicMock, Mock, patch
+from artemis.agents.summarizer.summarizer import SummarizerNode
+from artemis.context import ArtemisContext
+import pytest
+
+
+class DummyState:
+    def __init__(
+        self,
+        structured_decisions=None,
+        operator_raw_thinking=None,
+        operator_native_thinking=None,
+        last_execution_result=None,
+        current_step_id=None,
+    ):
+        self.structured_decisions = structured_decisions
+        self.operator_raw_thinking = operator_raw_thinking
+        self.operator_native_thinking = operator_native_thinking
+        self.last_execution_result = last_execution_result
+        self.current_step_id = current_step_id
+
+
+@pytest.fixture
+def mock_context():
+    ctx = Mock(spec=ArtemisContext)
+    ctx.device = None
+    ctx.data_engine = Mock()
+    ctx.background_tasks = []
+    return ctx
+
+
+@pytest.mark.asyncio
+async def test_summarizer_success(mock_context):
+    """Test that SummarizerNode successfully generates summary from raw thinking and execution result."""
+    decisions = json.dumps([{"action": "tap", "coordinates": [500, 600]}])
+    thinking = "The operator clicked the search button."
+    result = {
+        "status": "success",
+        "executed_actions": [{"action": "tap", "coordinates": [500, 600]}],
+    }
+
+    state = DummyState(
+        structured_decisions=decisions,
+        operator_raw_thinking=thinking,
+        last_execution_result=result,
+        current_step_id="12345678-1234-5678-1234-567812345678",
+    )
+
+    # Mock LLM response
+    mock_response = Mock()
+    mock_response.content = "Step completed successfully."
+    mock_llm = MagicMock()
+
+    async def mock_astream(*args, **kwargs):
+        yield mock_response
+
+    mock_llm.astream.side_effect = mock_astream
+
+    with (
+        patch(
+            "artemis.agents.summarizer.summarizer.get_llm", return_value=mock_llm
+        ) as mock_get_llm,
+        patch("asyncio.create_task") as mock_create_task,
+    ):
+        # Run the node call
+        node = SummarizerNode(mock_context)
+        await node(state)
+
+        # Verify task was registered in context
+        assert len(mock_context.background_tasks) == 1
+        assert mock_context.background_tasks[0] == mock_create_task.return_value
+
+        # Verify background task was spawned
+        assert mock_create_task.called
+        background_coroutine = mock_create_task.call_args[0][0]
+
+        # Await the background task synchronously for test verification
+        await background_coroutine
+
+    # Verify LLM was invoked with proper structured messages
+    assert mock_llm.astream.called
+    invoked_messages = mock_llm.astream.call_args[0][0]
+
+    system_msg = invoked_messages[0].content
+    human_msg = invoked_messages[1].content
+
+    assert "Summarizer Agent" in system_msg
+    assert "Decisions made" in human_msg
+    assert "The operator clicked the search button." in human_msg
+
+    # Verify Data Engine updated the step summary
+    from uuid import UUID
+
+    mock_context.data_engine.update_step_summary.assert_called_once_with(
+        UUID("12345678-1234-5678-1234-567812345678"),
+        "Step completed successfully.",
+    )
+
+
+@pytest.mark.asyncio
+async def test_summarizer_with_native_thinking(mock_context):
+    """Test that SummarizerNode successfully generates summary from both explicit and native thoughts."""
+    decisions = json.dumps([{"action": "tap", "coordinates": [500, 600]}])
+    raw_thinking = "Explicit monologue."
+    native_thinking = "Silent core reasoning."
+    result = {"status": "success"}
+
+    state = DummyState(
+        structured_decisions=decisions,
+        operator_raw_thinking=raw_thinking,
+        operator_native_thinking=native_thinking,
+        last_execution_result=result,
+        current_step_id="12345678-1234-5678-1234-567812345678",
+    )
+
+    mock_response = Mock()
+    mock_response.content = "Summary result."
+    mock_llm = MagicMock()
+
+    async def mock_astream(*args, **kwargs):
+        yield mock_response
+
+    mock_llm.astream.side_effect = mock_astream
+
+    with (
+        patch(
+            "artemis.agents.summarizer.summarizer.get_llm", return_value=mock_llm
+        ) as mock_get_llm,
+        patch("asyncio.create_task") as mock_create_task,
+    ):
+        node = SummarizerNode(mock_context)
+        await node(state)
+
+        # Verify task was registered in context
+        assert len(mock_context.background_tasks) == 1
+        assert mock_context.background_tasks[0] == mock_create_task.return_value
+
+        background_coroutine = mock_create_task.call_args[0][0]
+        await background_coroutine
+
+    assert mock_llm.astream.called
+    invoked_messages = mock_llm.astream.call_args[0][0]
+    human_msg = invoked_messages[1].content
+
+    assert "Operator explicit thoughts:" in human_msg
+    assert "Explicit monologue." in human_msg
+    assert "Operator native thoughts:" in human_msg
+    assert "Silent core reasoning." in human_msg
+
+
+@pytest.mark.asyncio
+async def test_summarizer_with_chronological_trace(mock_context):
+    """Test that SummarizerNode generates a prompt containing the chronological step trace when available."""
+    step_id = "12345678-1234-5678-1234-567812345678"
+    state = DummyState(
+        current_step_id=step_id,
+    )
+
+    mock_step_data = {
+        "step_id": step_id,
+        "step_number": 1,
+        "relative_time": "5.0s",
+        "action_taken": [{"action": "click", "target_text": "Search"}],
+        "last_execution_result": {"status": "success"},
+        "interleaved_events": [
+            {"type": "thought", "content": "Let's click search."},
+        ],
+    }
+
+    mock_context.data_engine.get_agent_friendly_steps.return_value = [mock_step_data]
+
+    # Mock LLM response
+    mock_response = Mock()
+    mock_response.content = "Summary using chronological trace."
+    mock_llm = MagicMock()
+
+    async def mock_astream(*args, **kwargs):
+        yield mock_response
+
+    mock_llm.astream.side_effect = mock_astream
+
+    with (
+        patch("artemis.agents.summarizer.summarizer.get_llm", return_value=mock_llm),
+        patch("asyncio.create_task") as mock_create_task,
+    ):
+        node = SummarizerNode(mock_context)
+        await node(state)
+
+        # Verify task was registered in context
+        assert len(mock_context.background_tasks) == 1
+        assert mock_context.background_tasks[0] == mock_create_task.return_value
+
+        background_coroutine = mock_create_task.call_args[0][0]
+        await background_coroutine
+
+    assert mock_llm.astream.called
+    invoked_messages = mock_llm.astream.call_args[0][0]
+    human_msg = invoked_messages[1].content
+
+    assert "--- Execution History ---" in human_msg
+    assert "Let's click search." in human_msg
diff --git a/tests/unit/agents/test_validator.py b/tests/unit/agents/test_validator.py
new file mode 100644
index 0000000..5f4e8b8
--- /dev/null
+++ b/tests/unit/agents/test_validator.py
@@ -0,0 +1,913 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+from unittest.mock import AsyncMock, MagicMock, Mock, patch
+from langchain_core.messages import AIMessage
+from artemis.agents.validator.failure_analyzer import ValidationErrorCategory
+from artemis.agents.validator.validator import ValidatorNode
+from artemis.context import ArtemisContext
+import pytest
+
+
+class DummyState:
+    def __init__(
+        self,
+        structured_decisions,
+        validator_messages=[],
+        current_step_id=None,
+        latest_screenshot=None,
+    ):
+        self.structured_decisions = structured_decisions
+        self.validator_messages = validator_messages
+        self.current_step_id = current_step_id
+        self.latest_screenshot = latest_screenshot
+
+    async def asanitize_update(self, ctx, update, agent):
+        return update
+
+
+@pytest.fixture
+def mock_context(tmp_path):
+    ctx = Mock(spec=ArtemisContext)
+    ctx.llm_config = Mock()
+    ctx.data_engine = Mock()
+    ctx.data_engine.base_dir = tmp_path
+    ctx.data_engine.get_relative_time.return_value = 1.0
+    return ctx
+
+
+@pytest.fixture
+def temp_screenshot(tmp_path):
+    p = tmp_path / "screenshot.png"
+    p.write_bytes(b"dummy_data")
+    return str(p)
+
+
+@pytest.fixture
+def mock_mcp():
+    with (
+        patch("mcp.client.stdio.stdio_client") as mock_stdio,
+        patch("artemis.agents.validator.validator.ClientSession") as mock_session_cls,
+    ):
+        mock_ctx = AsyncMock()
+        mock_ctx.__aenter__.return_value = (Mock(), Mock())
+        mock_stdio.return_value = mock_ctx
+
+        mock_session = AsyncMock()
+        mock_session.initialize = AsyncMock()
+        mock_session_cls.return_value = mock_session
+
+        yield mock_session
+
+
+@pytest.mark.asyncio
+async def test_validator_success(mock_mcp, mock_context, temp_screenshot):
+    """Test that ValidatorNode executes actions successfully."""
+    # Mock MCP calls: screenshot, tap, screenshot
+    mock_mcp.call_tool.side_effect = [
+        Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")]),  # pre-screenshot
+        Mock(content=[Mock(text="Success")]),  # tap action
+        Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")]),  # post-screenshot
+    ]
+
+    decisions = json.dumps([{"action": "tap", "coordinates": [105, 205]}])
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    with patch("artemis.utils.image_diff.check_ui_change", return_value=True):
+        node = ValidatorNode(mock_context)
+        result = await node(state)
+
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert "execution" in report
+    assert len(report["execution"]) == 1
+    assert report["execution"][0]["action"] == "tap"
+    assert "attempts" not in report["execution"][0]
+
+
+@pytest.mark.asyncio
+async def test_validator_failure_analysis(mock_mcp, mock_context, temp_screenshot):
+    """Test that ValidatorNode triggers failure analysis on error and handles
+    cannot_fix via tool.
+    """
+    tap_count = 0
+
+    def mock_call_tool(name, args):
+        nonlocal tap_count
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        if name == "tap":
+            tap_count += 1
+            return Mock(content=[Mock(text="Error: Element not found")])
+        return Mock(content=[Mock(text="Success")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    decisions = json.dumps([{"action": "tap", "coordinates": [105, 205]}])
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    node = ValidatorNode(mock_context)
+
+    with (
+        patch("artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze") as mock_analyze,
+        patch("artemis.utils.image_diff.check_ui_change", return_value=False),
+    ):
+        mock_analyze.return_value = {
+            "status": "cannot_fix",
+            "analysis": "Analysis: Coordinates are likely wrong.",
+        }
+
+        result = await node(state)
+
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert "execution" in report
+    assert len(report["execution"]) == 1
+    assert report["execution"][0]["action"] == "tap"
+    assert report["execution"][0]["attempts"] == [
+        "Error: Element not found",
+        "Error: Element not found",
+    ]
+    assert report["execution"][0]["repair"] == "Analysis: Coordinates are likely wrong."
+
+
+@pytest.mark.asyncio
+async def test_validator_repair_success(mock_mcp, mock_context, temp_screenshot):
+    """Test that ValidatorNode terminates successfully and clears remaining actions
+    after successful repair.
+    """
+    tap_count = 0
+
+    def mock_call_tool(name, args):
+        nonlocal tap_count
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        if name == "tap":
+            tap_count += 1
+            if tap_count <= 2:  # First tap fails
+                return Mock(content=[Mock(text="Error: Element not found")])
+            return Mock(content=[Mock(text="Success")])
+        return Mock(content=[Mock(text="Success")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    # Two actions planned initially
+    decisions = json.dumps(
+        [
+            {"action": "tap", "coordinates": [105, 205]},
+            {"action": "tap", "coordinates": [205, 305]},
+        ]
+    )
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    node = ValidatorNode(mock_context)
+
+    with (
+        patch("artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze") as mock_analyze,
+        patch("artemis.utils.image_diff.check_ui_change", return_value=False),
+    ):
+        mock_analyze.return_value = {
+            "status": "fixed",
+            "analysis": "Fixed by updating actions",
+        }
+
+        result = await node(state)
+
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert "execution" in report
+    assert len(report["execution"]) == 1  # Only the first failed action is in report
+
+    assert report["execution"][0]["coordinates"] == [105, 205]
+    assert report["execution"][0]["attempts"] == [
+        "Error: Element not found",
+        "Error: Element not found",
+    ]
+    assert report["execution"][0]["repair"] == "Fixed by updating actions"
+
+
+@pytest.mark.asyncio
+async def test_validator_wait_for_delay(mock_mcp, mock_context, temp_screenshot):
+    """Test that wait_for_delay executes successfully."""
+
+    def mock_call(name, args):
+        return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+
+    mock_mcp.call_tool.side_effect = mock_call
+
+    decisions = json.dumps([{"action": "wait_for_delay", "time_in_ms": 10}])
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    with patch("artemis.utils.image_diff.check_ui_change", return_value=False):
+        node = ValidatorNode(mock_context)
+        result = await node(state)
+
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert "execution" in report
+    assert len(report["execution"]) == 1
+    assert report["execution"][0]["action"] == "wait_for_delay"
+
+
+@pytest.mark.asyncio
+async def test_validator_focus_and_clear_text_no_ui_change(mock_mcp, mock_context, temp_screenshot):
+    """Test that focus_and_clear_text executes successfully even if no UI change is detected."""
+
+    def mock_call(name, args):
+        if name == "focus_and_clear_text":
+            return Mock(content=[Mock(text="Success")])
+        return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+
+    mock_mcp.call_tool.side_effect = mock_call
+
+    decisions = json.dumps([{"action": "focus_and_clear_text", "coordinates": [400, 500]}])
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    with patch("artemis.utils.image_diff.check_ui_change", return_value=False):
+        node = ValidatorNode(mock_context)
+        result = await node(state)
+
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert "execution" in report
+    assert len(report["execution"]) == 1
+    assert report["execution"][0]["action"] == "focus_and_clear_text"
+
+
+@pytest.mark.asyncio
+async def test_validator_silent_failure_treated_as_success(mock_mcp, mock_context, temp_screenshot):
+    """Test that silent failure (exec succeeds but no UI change) is treated as
+    success and does not trigger FailureAnalyzer.
+    """
+
+    def mock_call_tool(name, args):
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        if name == "tap":
+            return Mock(content=[Mock(text="Success")])
+        return Mock(content=[Mock(text="Success")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    decisions = json.dumps([{"action": "tap", "coordinates": [105, 205]}])
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    node = ValidatorNode(mock_context)
+
+    with (
+        patch("artemis.agents.validator.validator.VALIDATOR_POLL_TIMEOUT", 0.1),
+        patch("artemis.agents.validator.validator.VALIDATOR_POLL_INTERVAL", 0.01),
+        patch("artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze") as mock_analyze,
+        patch("artemis.utils.image_diff.check_ui_change", return_value=False),  # No UI change
+    ):
+        result = await node(state)
+
+    # Assert FailureAnalyzer was NOT called
+    mock_analyze.assert_not_called()
+
+    # Assert the action is considered executed successfully
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert "execution" in report
+    assert len(report["execution"]) == 1
+    assert report["execution"][0]["action"] == "tap"
+    assert "attempts" not in report["execution"][0]
+
+
+@pytest.mark.asyncio
+async def test_validator_records_skipped_actions_on_cannot_fix(
+    mock_mcp, mock_context, temp_screenshot
+):
+    """Test that ValidatorNode marks unexecuted actions as Skipped when repair fails."""
+
+    def mock_call_tool(name, args):
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        return Mock(content=[Mock(text="Error: Connection lost")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    # Two actions planned
+    decisions = json.dumps(
+        [
+            {"action": "tap", "coordinates": [100, 200]},
+            {"action": "press_key", "keycode": "ENTER"},
+        ]
+    )
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    node = ValidatorNode(mock_context)
+
+    with (
+        patch("artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze") as mock_analyze,
+        patch("artemis.utils.image_diff.check_ui_change", return_value=False),
+    ):
+        mock_analyze.return_value = {
+            "status": "cannot_fix",
+            "analysis": "Cannot fix: System crashed.",
+        }
+
+        result = await node(state)
+
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert "execution" in report
+    assert len(report["execution"]) == 2
+
+    # First action failed
+    assert report["execution"][0]["action"] == "tap"
+    assert report["execution"][0]["attempts"] == [
+        "Error: Connection lost",
+        "Error: Connection lost",
+    ]
+    assert report["execution"][0]["repair"] == "Cannot fix: System crashed."
+
+    # Second action was skipped
+    assert report["execution"][1]["action"] == "press_key"
+    assert report["execution"][1]["attempts"] == ["Skipped"]
+
+
+@pytest.mark.asyncio
+async def test_validator_pre_execution_validation_and_repair(
+    mock_mcp, mock_context, temp_screenshot
+):
+    """Test that pre-execution validation fails when element changes, and is
+    repaired by FailureAnalyzer.
+    """
+    mock_live_elements = [
+        {
+            "text": "Sign Up",
+            "bounds": "[100,200][300,300]",
+            "resource-id": "btn_signup",
+        }
+    ]
+
+    def mock_call_tool(name, args):
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        if name == "get_ui_hierarchy":
+            return Mock(content=[Mock(text=json.dumps(mock_live_elements))])
+        if name == "tap":
+            return Mock(content=[Mock(text="Success")])
+        return Mock(content=[Mock(text="Success")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    decisions = json.dumps(
+        [
+            {
+                "action": "tap",
+                "coordinates": [200, 250],
+                "target_text": "Login",
+                "target_bounds": [100, 200, 300, 300],
+                "target_resource_id": "btn_login",
+            }
+        ]
+    )
+
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+    node = ValidatorNode(mock_context)
+
+    with (
+        patch("artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze") as mock_analyze,
+        patch("artemis.utils.image_diff.check_ui_change", return_value=True),
+        patch.object(
+            ValidatorNode,
+            "_validate_action_precondition_pixel",
+            new_callable=AsyncMock,
+        ) as mock_pixel,
+    ):
+        mock_pixel.return_value = (
+            False,
+            ValidationErrorCategory.PIXEL_TARGET_DISAPPEARED,
+            "Pixel check failed",
+        )
+        mock_analyze.return_value = {
+            "status": "fixed",
+            "analysis": ("Pre-exec failure matched and resolved by switching to Sign Up button."),
+        }
+
+        result = await node(state)
+
+    mock_analyze.assert_called_once()
+    args, kwargs = mock_analyze.call_args
+    assert "Pre-execution validation failed" in args[2]
+    assert "Login" in args[2]
+    assert kwargs.get("error_category") == ValidationErrorCategory.TARGET_OCCUPIED
+
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert len(report["execution"]) == 1
+    assert report["execution"][0]["action"] == "tap"
+    assert "Pre-execution validation failed" in report["execution"][0]["attempts"][0]
+    assert (
+        report["execution"][0]["repair"]
+        == "Pre-exec failure matched and resolved by switching to Sign Up"
+        " button."
+    )
+
+
+@pytest.mark.asyncio
+async def test_validator_pre_execution_validation_self_healing(
+    mock_mcp, mock_context, temp_screenshot
+):
+    """Test that pre-execution validation succeeds and self-heals when element shifts slightly."""
+    mock_live_elements = [
+        {
+            "text": "Login",
+            "bounds": "[100,220][300,320]",
+            "resource-id": "btn_login",
+        }
+    ]
+
+    tapped_coordinates = None
+
+    def mock_call_tool(name, args):
+        nonlocal tapped_coordinates
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        if name == "get_ui_hierarchy":
+            return Mock(content=[Mock(text=json.dumps(mock_live_elements))])
+        if name == "tap":
+            tapped_coordinates = args.get("coordinates")
+            return Mock(content=[Mock(text="Success")])
+        return Mock(content=[Mock(text="Success")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    decisions = json.dumps(
+        [
+            {
+                "action": "tap",
+                "coordinates": [200, 250],
+                "target_text": "Login",
+                "target_bounds": [100, 200, 300, 300],
+                "target_resource_id": "btn_login",
+            }
+        ]
+    )
+
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+    node = ValidatorNode(mock_context)
+
+    with patch("artemis.utils.image_diff.check_ui_change", return_value=True):
+        await node(state)
+
+    # Center of [100, 220][300, 320] is [200, 270]
+    assert tapped_coordinates == [200, 270]
+
+
+@pytest.mark.asyncio
+async def test_validator_pre_execution_validation_anonymous_occupant(
+    mock_mcp, mock_context, temp_screenshot
+):
+    """Test that pre-execution validation correctly flags TARGET_OCCUPIED
+    when coordinates are blocked by an anonymous clickable view.
+    """
+    # The live screen contains an anonymous clickable view covering
+    # target coordinates [200, 250]
+    mock_live_elements = [
+        {
+            "text": "",
+            "bounds": "[150,200][250,300]",
+            "clickable": True,
+            "resource-id": "",
+        }
+    ]
+
+    def mock_call_tool(name, args):
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        if name == "get_ui_hierarchy":
+            return Mock(content=[Mock(text=json.dumps(mock_live_elements))])
+        return Mock(content=[Mock(text="Success")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    decisions = json.dumps(
+        [
+            {
+                "action": "tap",
+                "coordinates": [200, 250],
+                "target_text": "Login",
+                "target_bounds": [100, 200, 300, 300],
+                "target_resource_id": "btn_login",
+            }
+        ]
+    )
+
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+    node = ValidatorNode(mock_context)
+
+    with (
+        patch("artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze") as mock_analyze,
+        patch("artemis.utils.image_diff.check_ui_change", return_value=True),
+        patch.object(
+            ValidatorNode,
+            "_validate_action_precondition_pixel",
+            new_callable=AsyncMock,
+        ) as mock_pixel,
+    ):
+        mock_pixel.return_value = (
+            False,
+            ValidationErrorCategory.PIXEL_TARGET_DISAPPEARED,
+            "Pixel check failed",
+        )
+        mock_analyze.return_value = {
+            "status": "fixed",
+            "analysis": "Pre-exec failure bypassed.",
+        }
+
+        await node(state)
+
+    # Assert that the validator correctly classified this as TARGET_OCCUPIED
+    # (due to the clickable anonymous view blocking the click)
+    mock_analyze.assert_called_once()
+    args, kwargs = mock_analyze.call_args
+    assert kwargs.get("error_category") == ValidationErrorCategory.TARGET_OCCUPIED
+    assert "occupied/intercepted by a different element: interactive anonymous element" in args[2]
+
+
+@pytest.mark.asyncio
+async def test_validator_pixel_validation_success(mock_mcp, mock_context, temp_screenshot):
+    """Test that the pixel safety net succeeds when Gemini reports target is present."""
+    mock_mcp.call_tool.side_effect = [
+        Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")]),  # live screenshot for pixel check
+        Mock(content=[Mock(text="Success")]),  # tap action
+        Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")]),  # post-screenshot
+    ]
+
+    decisions = json.dumps([{"action": "tap", "coordinates": [100, 200]}])
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    mock_agent_cfg = Mock()
+    mock_agent_cfg.provider = "google"
+    mock_agent_cfg.model = "gemini-3.5-flash-lite"
+    mock_context.llm_config.get_agent.return_value = mock_agent_cfg
+
+    mock_response = Mock()
+    mock_response.text = json.dumps(
+        {
+            "is_present": True,
+            "reason": "Button is clearly visible and clickable.",
+            "confidence": 0.95,
+        }
+    )
+
+    mock_llm = MagicMock()
+    mock_llm.ainvoke = AsyncMock(return_value=AIMessage(content=mock_response.text))
+
+    # Mock crop and draw helpers to return dummy bytes
+    with (
+        patch(
+            "artemis.utils.visualization.crop_and_annotate_target",
+            return_value=b"dummy_bytes",
+        ),
+        patch("artemis.agents.validator.validator.get_llm", return_value=mock_llm),
+        patch("artemis.utils.image_diff.check_ui_change", return_value=True),
+    ):
+        node = ValidatorNode(mock_context)
+        result = await node(state)
+
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert len(report["execution"]) == 1
+    assert "attempts" not in report["execution"][0]
+
+
+@pytest.mark.asyncio
+async def test_validator_pixel_validation_failure(mock_mcp, mock_context, temp_screenshot):
+    """Test that the pixel safety net fails and triggers FailureAnalyzer
+    when Gemini reports target is missing.
+    """
+
+    def mock_call_tool(name, args):
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        return Mock(content=[Mock(text="Success")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    decisions = json.dumps([{"action": "tap", "coordinates": [100, 200]}])
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    mock_agent_cfg = Mock()
+    mock_agent_cfg.provider = "google"
+    mock_agent_cfg.model = "gemini-3.5-flash-lite"
+    mock_context.llm_config.get_agent.return_value = mock_agent_cfg
+
+    mock_response = Mock()
+    mock_response.text = json.dumps(
+        {
+            "is_present": False,
+            "reason": "The button has completely disappeared from the screen.",
+            "confidence": 0.90,
+        }
+    )
+
+    mock_llm = MagicMock()
+    mock_llm.ainvoke = AsyncMock(return_value=AIMessage(content=mock_response.text))
+
+    with (
+        patch(
+            "artemis.utils.visualization.crop_and_annotate_target",
+            return_value=b"dummy_bytes",
+        ),
+        patch("artemis.agents.validator.validator.get_llm", return_value=mock_llm),
+        patch("artemis.utils.image_diff.check_ui_change", return_value=False),
+        patch("artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze") as mock_analyze,
+    ):
+        mock_analyze.return_value = {
+            "status": "cannot_fix",
+            "analysis": "Pixel safety net flagged missing target.",
+        }
+
+        node = ValidatorNode(mock_context)
+        await node(state)
+
+    mock_analyze.assert_called_once()
+    args, kwargs = mock_analyze.call_args
+    assert "Pixel-level validation failed" in args[2]
+    assert kwargs.get("error_category") == ValidationErrorCategory.PIXEL_TARGET_DISAPPEARED
+
+
+@pytest.mark.asyncio
+@patch("artemis.agents.validator.validator.find_package")
+@patch("artemis.utils.app_launch_utils.launch_app_with_retries")
+async def test_validator_launch_app_passes_use_fallback_mcp(
+    mock_launch_app, mock_find_package, mock_mcp, mock_context, temp_screenshot
+):
+    """Test that ValidatorNode calls find_package with use_fallback=False
+    for launch_app action in MCP mode.
+    """
+    mock_find_package.return_value = "com.example.app"
+    mock_launch_app.return_value = (True, None)
+
+    # Mock MCP calls: screenshot (pre), screenshot (post)
+    mock_mcp.call_tool.side_effect = [
+        Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")]),  # pre-screenshot
+        Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")]),  # post-screenshot
+    ]
+
+    decisions = json.dumps([{"action": "launch_app", "app_name": "My App"}])
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    with patch("artemis.utils.image_diff.check_ui_change", return_value=True):
+        node = ValidatorNode(mock_context)
+        result = await node(state)
+
+    mock_find_package.assert_called_once_with(mock_context, "My App", use_fallback=False)
+    mock_launch_app.assert_called_once_with(mock_context, "com.example.app")
+    assert "last_execution_result" in result
+
+
+@pytest.mark.asyncio
+@patch("artemis.agents.validator.validator.find_package")
+@patch("artemis.utils.app_launch_utils.launch_app_with_retries")
+async def test_validator_launch_app_failure_no_retry(
+    mock_launch_app, mock_find_package, mock_mcp, mock_context, temp_screenshot
+):
+    """Test that ValidatorNode does NOT retry launch_app action on failure."""
+    mock_find_package.return_value = "com.example.app"
+    mock_launch_app.return_value = (False, "Error: Force close")
+
+    def mock_call_tool(name, args):
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        return Mock(content=[Mock(text="Success")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    decisions = json.dumps([{"action": "launch_app", "app_name": "My App"}])
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+
+    with (
+        patch("artemis.agents.validator.validator.VALIDATOR_POLL_TIMEOUT", 0.05),
+        patch("artemis.agents.validator.validator.VALIDATOR_POLL_INTERVAL", 0.01),
+        patch("artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze") as mock_analyze,
+        patch("artemis.utils.image_diff.check_ui_change", return_value=False),
+    ):
+        mock_analyze.return_value = {
+            "status": "cannot_fix",
+            "analysis": "Cannot launch app.",
+        }
+
+        node = ValidatorNode(mock_context)
+        result = await node(state)
+
+    # Verify find_package was called only once
+    mock_find_package.assert_called_once_with(mock_context, "My App", use_fallback=False)
+    # Verify launch_app_with_retries was called only once
+    # (no retry by ValidatorNode itself since it relies on launch_app_with_retries)
+    mock_launch_app.assert_called_once_with(mock_context, "com.example.app")
+
+    # Verify attempts list has only 1 element
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert len(report["execution"]) == 1
+    assert report["execution"][0]["action"] == "launch_app"
+    assert report["execution"][0]["attempts"] == ["Error: Force close"]
+
+
+@pytest.mark.asyncio
+async def test_validator_pre_execution_validation_disappeared_not_shifted(
+    mock_mcp, mock_context, temp_screenshot
+):
+    """Test that a disappeared small button matching text in a giant container
+    is classified as TARGET_DISAPPEARED, not TARGET_SHIFTED.
+    """
+    # Live hierarchy only contains a giant background/container
+    # containing the text "Sign Up"
+    mock_live_elements = [
+        {
+            "text": "Sign Up",
+            "bounds": "[0,0][1080,2400]",
+            "resource-id": "root_container",
+        }
+    ]
+
+    def mock_call_tool(name, args):
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        if name == "get_ui_hierarchy":
+            return Mock(content=[Mock(text=json.dumps(mock_live_elements))])
+        return Mock(content=[Mock(text="Success")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    decisions = json.dumps(
+        [
+            {
+                "action": "tap",
+                "coordinates": [200, 250],
+                "target_text": "Sign Up",
+                "target_bounds": [100, 200, 300, 300],
+                "target_resource_id": "btn_signup",
+            }
+        ]
+    )
+
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+    node = ValidatorNode(mock_context)
+
+    with (
+        patch("artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze") as mock_analyze,
+        patch("artemis.utils.image_diff.check_ui_change", return_value=True),
+        patch.object(
+            ValidatorNode,
+            "_validate_action_precondition_pixel",
+            new_callable=AsyncMock,
+        ) as mock_pixel,
+    ):
+        mock_pixel.return_value = (
+            False,
+            ValidationErrorCategory.PIXEL_TARGET_DISAPPEARED,
+            "Pixel check failed",
+        )
+        mock_analyze.return_value = {
+            "status": "cannot_fix",
+            "analysis": "Sign Up button disappeared.",
+        }
+
+        await node(state)
+
+    # Assert that the validator correctly classified this as TARGET_DISAPPEARED
+    # (since size mismatch prevents shift matching)
+    mock_analyze.assert_called_once()
+    args, kwargs = mock_analyze.call_args
+    assert kwargs.get("error_category") == ValidationErrorCategory.TARGET_DISAPPEARED
+
+
+@pytest.mark.asyncio
+async def test_validator_pre_execution_validation_ocr_direct_to_pixel(
+    mock_mcp, mock_context, temp_screenshot
+):
+    """Test that OCR-derived elements bypass XML validation and
+    directly use pixel-based validation.
+    """
+    mock_mcp.call_tool.side_effect = [
+        Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")]),  # live screenshot for pixel check
+        Mock(content=[Mock(text="Success")]),  # tap action
+        Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")]),  # post-screenshot
+    ]
+
+    decisions = json.dumps(
+        [
+            {
+                "action": "tap",
+                "coordinates": [200, 250],
+                "target_text": "Login",
+                "target_bounds": [100, 200, 300, 300],
+                "target_class": "android.view.View [OCR]",
+            }
+        ]
+    )
+
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+    node = ValidatorNode(mock_context)
+
+    with (
+        patch.object(
+            ValidatorNode,
+            "_validate_action_precondition",
+            new_callable=AsyncMock,
+        ) as mock_xml,
+        patch.object(
+            ValidatorNode,
+            "_validate_action_precondition_pixel",
+            new_callable=AsyncMock,
+        ) as mock_pixel,
+        patch("artemis.utils.image_diff.check_ui_change", return_value=True),
+    ):
+        mock_pixel.return_value = (True, ValidationErrorCategory.NONE, "")
+
+        result = await node(state)
+
+    # Assert XML validation was NOT called
+    mock_xml.assert_not_called()
+    # Assert Pixel validation WAS called
+    mock_pixel.assert_called_once()
+
+    assert "last_execution_result" in result
+    report = result["last_execution_result"]
+    assert report["status"] == "success"
+
+
+@pytest.mark.asyncio
+async def test_validator_pre_execution_xml_failure_not_overridden_when_pixel_bypassed(
+    mock_mcp, mock_context, temp_screenshot
+):
+    """Test that when XML validation fails AND Pixel validation is bypassed
+    (PIXEL_BYPASSED), the XML failure is NOT overridden.
+    """
+    mock_live_elements = [
+        {
+            "text": "Sign Up",
+            "bounds": "[100,200][300,300]",
+            "resource-id": "btn_signup",
+        }
+    ]
+
+    def mock_call_tool(name, args):
+        if name == "take_screenshot":
+            return Mock(content=[Mock(text="ZHVtbXlfZGF0YQ==")])
+        if name == "get_ui_hierarchy":
+            return Mock(content=[Mock(text=json.dumps(mock_live_elements))])
+        return Mock(content=[Mock(text="Success")])
+
+    mock_mcp.call_tool.side_effect = mock_call_tool
+
+    decisions = json.dumps(
+        [
+            {
+                "action": "tap",
+                "coordinates": [200, 250],
+                "target_text": "Login",
+                "target_bounds": [100, 200, 300, 300],
+                "target_resource_id": "btn_login",
+            }
+        ]
+    )
+
+    state = DummyState(structured_decisions=decisions, latest_screenshot=temp_screenshot)
+    node = ValidatorNode(mock_context)
+
+    with (
+        patch("artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze") as mock_analyze,
+        patch("artemis.utils.image_diff.check_ui_change", return_value=True),
+        patch.object(
+            ValidatorNode,
+            "_validate_action_precondition_pixel",
+            new_callable=AsyncMock,
+        ) as mock_pixel,
+    ):
+        # Pixel check was bypassed due to VLM error or low confidence
+        mock_pixel.return_value = (
+            True,
+            ValidationErrorCategory.PIXEL_BYPASSED,
+            "",
+        )
+        mock_analyze.return_value = {
+            "status": "cannot_fix",
+            "analysis": ("XML validation failed and pixel bypass did not override."),
+        }
+
+        await node(state)
+
+    # FailureAnalyzer SHOULD be called because XML validation failed
+    # and PIXEL_BYPASSED did not override it
+    mock_analyze.assert_called_once()
+    args, kwargs = mock_analyze.call_args
+    assert "Pre-execution validation failed" in args[2]
diff --git a/tests/unit/agents/test_video_analyzer.py b/tests/unit/agents/test_video_analyzer.py
new file mode 100644
index 0000000..e400aaa
--- /dev/null
+++ b/tests/unit/agents/test_video_analyzer.py
@@ -0,0 +1,456 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+from pathlib import Path
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.agents.video_analyzer.video_analyzer import VideoAnalyzer
+from artemis.context import ArtemisContext
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_run():
+    # Mock context
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.utils.video_analyzer = MagicMock()
+    mock_ctx.llm_config.utils.video_analyzer.model = "gemini-3.6-flash"
+
+    # Mock Gemini Client
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.models = MagicMock()
+    mock_chunk = MagicMock()
+    mock_chunk.text = "Final analysis: The action succeeded."
+    mock_chunk.function_calls = []
+
+    async def mock_stream():
+        yield mock_chunk
+
+    mock_client.aio.models.generate_content_stream = AsyncMock(return_value=mock_stream())
+
+    # Mock file reading for prompts
+    mock_prompt = "# Dynamic Video Analyzer..."
+
+    with (
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "pathlib.Path.exists",
+            autospec=True,
+            side_effect=lambda self: not str(self).endswith(".jpg"),
+        ),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.cleanup_abandoned_gemini_files",
+            AsyncMock(),
+        ),
+    ):
+        analyzer = VideoAnalyzer(mock_ctx)
+        result, status = await analyzer.run(
+            time_description="from 10s to 15s", purpose="Verify action"
+        )
+
+        assert result == "Final analysis: The action succeeded."
+        assert status == "success"
+        assert mock_client.aio.models.generate_content_stream.called
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_preserves_thought_signature():
+    # Mock context
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.utils.video_analyzer = MagicMock()
+    mock_ctx.llm_config.utils.video_analyzer.model = "gemini-3.6-flash"
+
+    # Mock MobileDeviceController
+    mock_controller = MagicMock()
+    mock_controller.extract_segment_metadata = AsyncMock(
+        return_value=MagicMock(
+            success=True,
+            video_path="/tmp/video.mp4",
+            actual_start_relative_time=10.0,
+        )
+    )
+
+    from google.genai import types
+
+    dummy_signature = b"dummy_thought_signature_bytes_56789"
+
+    # Turn 1: Model calls spawn_sub_agent
+    spawn_call = types.FunctionCall(
+        name="spawn_sub_agent",
+        args={
+            "start_time": 10.0,
+            "end_time": 15.0,
+            "specific_query": "Verify login screen",
+        },
+    )
+    spawn_part = types.Part(
+        function_call=spawn_call,
+        thought_signature=dummy_signature,
+    )
+
+    mock_chunk_1 = MagicMock()
+    mock_chunk_1.text = ""
+    mock_chunk_1.function_calls = [spawn_call]
+    mock_chunk_1.candidates = [
+        types.Candidate(content=types.Content(role="model", parts=[spawn_part]))
+    ]
+
+    # Turn 2: Model returns final answer
+    mock_chunk_2 = MagicMock()
+    mock_chunk_2.text = "Final analysis: The spawn succeeded and login button is visible."
+    mock_chunk_2.function_calls = []
+    mock_chunk_2.candidates = [
+        types.Candidate(
+            content=types.Content(
+                role="model",
+                parts=[types.Part.from_text(text=mock_chunk_2.text)],
+            )
+        )
+    ]
+
+    # We mock generate_content_stream
+    call_count = 0
+    captured_contents = []
+
+    async def mock_stream_1():
+        yield mock_chunk_1
+
+    async def mock_stream_2():
+        yield mock_chunk_2
+
+    async def mock_generate_content_stream(model, contents, config):
+        nonlocal call_count
+        has_submit_answer = False
+        if config.tools:
+            for t in config.tools:
+                fd_list = getattr(t, "function_declarations", None)
+                if fd_list:
+                    for fd in fd_list:
+                        if fd.name == "submit_answer":
+                            has_submit_answer = True
+                            break
+        if not has_submit_answer:
+            captured_contents.append(list(contents))  # copy history contents passed to call
+            call_count += 1
+            if call_count == 1:
+                return mock_stream_1()
+            else:
+                return mock_stream_2()
+        else:
+            submit_call = types.FunctionCall(
+                name="submit_answer",
+                args={
+                    "confidence_score": 0.9,
+                    "summary": "Sub-agent verification finished",
+                    "analysis": "Analysis here",
+                    "verification_timestamp_secs": 10.0,
+                },
+            )
+            mock_sub_chunk = MagicMock()
+            mock_sub_chunk.text = ""
+            mock_sub_chunk.function_calls = [submit_call]
+
+            async def sub_stream():
+                yield mock_sub_chunk
+
+            return sub_stream()
+
+    # Mock Gemini Client
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.files = MagicMock()
+
+    mock_file = MagicMock()
+    mock_file.name = "dummy_cloud_file_123"
+    mock_file.uri = "https://gemini-file-api/dummy_cloud_file_123"
+    mock_file.mime_type = "video/mp4"
+    mock_client.aio.files.upload = AsyncMock(return_value=mock_file)
+
+    mock_f_state = MagicMock()
+    mock_f_state.state.name = "ACTIVE"
+    mock_client.aio.files.get = AsyncMock(return_value=mock_f_state)
+    mock_client.aio.files.delete = AsyncMock()
+
+    mock_client.aio.models = MagicMock()
+    mock_client.aio.models.generate_content_stream = AsyncMock(
+        side_effect=mock_generate_content_stream
+    )
+
+    # Mock file reading for prompts
+    mock_prompt = "# Dynamic Video Analyzer..."
+
+    with (
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.get_controller",
+            return_value=mock_controller,
+        ),
+        patch(
+            "pathlib.Path.exists",
+            autospec=True,
+            side_effect=lambda self: not str(self).endswith(".jpg"),
+        ),
+        patch(
+            "pathlib.Path.stat",
+            return_value=os.stat_result((0o100644, 0, 0, 0, 0, 0, 1024 * 1024, 0, 0, 0)),
+        ),
+        patch("pathlib.Path.read_text", return_value=mock_prompt),
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.cleanup_abandoned_gemini_files",
+            AsyncMock(),
+        ),
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.compress_video_for_api",
+            AsyncMock(return_value=Path("/tmp/video.mp4")),
+        ),
+    ):
+        analyzer = VideoAnalyzer(mock_ctx)
+        result, status = await analyzer.run(
+            time_description="from 10s to 15s", purpose="Verify login"
+        )
+
+        assert status == "success"
+        assert "spawn succeeded" in result
+        assert call_count == 2
+
+        # Verify that the second model call's history contains the model turn with the thought_signature
+        second_call_history = captured_contents[1]
+        assert len(second_call_history) >= 4
+
+        model_turn = second_call_history[1]
+        assert model_turn.role == "model"
+        assert len(model_turn.parts) == 1
+        assert model_turn.parts[0].function_call.name == "spawn_sub_agent"
+        assert model_turn.parts[0].thought_signature == dummy_signature
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_sub_agent_confidence_validation():
+    # Mock context
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+    mock_ctx.llm_config = MagicMock()
+    mock_ctx.llm_config.utils.video_analyzer = MagicMock()
+    mock_ctx.llm_config.utils.video_analyzer.model = "gemini-3.6-flash"
+
+    # Mock MobileDeviceController
+    mock_controller = MagicMock()
+    mock_controller.extract_segment_metadata = AsyncMock(
+        return_value=MagicMock(
+            success=True,
+            video_path="/tmp/video.mp4",
+            actual_start_relative_time=10.0,
+        )
+    )
+
+    from google.genai import types
+
+    # Main agent responses
+    # Turn 1: Calls spawn_sub_agent
+    spawn_call = types.FunctionCall(
+        name="spawn_sub_agent",
+        args={
+            "start_time": 10.0,
+            "end_time": 15.0,
+            "specific_query": "Verify login screen",
+        },
+    )
+    mock_main_chunk_1 = MagicMock()
+    mock_main_chunk_1.text = ""
+    mock_main_chunk_1.function_calls = [spawn_call]
+
+    # Turn 2: Returns final answer
+    mock_main_chunk_2 = MagicMock()
+    mock_main_chunk_2.text = "Final blackboard status checked."
+    mock_main_chunk_2.function_calls = []
+
+    # Sub-agent responses
+    # Turn 1: Calls submit_answer with invalid confidence_score (string)
+    invalid_submit_call = types.FunctionCall(
+        name="submit_answer",
+        args={
+            "timeline_events": [
+                {
+                    "confidence_score": "HIGH",
+                    "transcription": "Invalid confidence score call",
+                    "verification_timestamp_secs": 10.0,
+                }
+            ],
+            "summary": "Invalid confidence score call",
+            "analysis": "Some analysis",
+        },
+    )
+    sub_dummy_signature = b"sub_dummy_signature_9999"
+    sub_part_1 = types.Part(
+        function_call=invalid_submit_call,
+        thought_signature=sub_dummy_signature,
+    )
+    mock_sub_chunk_1 = MagicMock()
+    mock_sub_chunk_1.text = ""
+    mock_sub_chunk_1.function_calls = [invalid_submit_call]
+    mock_sub_chunk_1.candidates = [
+        types.Candidate(content=types.Content(role="model", parts=[sub_part_1]))
+    ]
+
+    # Turn 2: Calls submit_answer with valid confidence_score
+    valid_submit_call = types.FunctionCall(
+        name="submit_answer",
+        args={
+            "timeline_events": [
+                {
+                    "confidence_score": 0.8,
+                    "transcription": "Valid confidence score call",
+                    "verification_timestamp_secs": 10.0,
+                }
+            ],
+            "summary": "Valid confidence score call",
+            "analysis": "Some analysis",
+        },
+    )
+    mock_sub_chunk_2 = MagicMock()
+    mock_sub_chunk_2.text = ""
+    mock_sub_chunk_2.function_calls = [valid_submit_call]
+    mock_sub_chunk_2.candidates = [
+        types.Candidate(
+            content=types.Content(role="model", parts=[types.Part(function_call=valid_submit_call)])
+        )
+    ]
+
+    # Stream generator mocks
+    main_calls = 0
+    sub_calls = 0
+    captured_sub_contents = []
+
+    async def mock_main_stream():
+        nonlocal main_calls
+        if main_calls == 0:
+            main_calls += 1
+            yield mock_main_chunk_1
+        else:
+            yield mock_main_chunk_2
+
+    async def mock_sub_stream():
+        nonlocal sub_calls
+        if sub_calls == 0:
+            sub_calls += 1
+            yield mock_sub_chunk_1
+        else:
+            yield mock_sub_chunk_2
+
+    async def mock_generate_content_stream(model, contents, config):
+        system_instruction = config.system_instruction
+        if "Dynamic Video Analyzer" in str(system_instruction):
+            return mock_main_stream()
+        else:
+            captured_sub_contents.append(list(contents))
+            return mock_sub_stream()
+
+    # Mock Gemini Client
+    mock_client = MagicMock()
+    mock_client.aio = MagicMock()
+    mock_client.aio.files = MagicMock()
+
+    mock_file = MagicMock()
+    mock_file.name = "dummy_cloud_file_123"
+    mock_file.uri = "https://gemini-file-api/dummy_cloud_file_123"
+    mock_file.mime_type = "video/mp4"
+    mock_client.aio.files.upload = AsyncMock(return_value=mock_file)
+
+    mock_f_state = MagicMock()
+    mock_f_state.state.name = "ACTIVE"
+    mock_client.aio.files.get = AsyncMock(return_value=mock_f_state)
+    mock_client.aio.files.delete = AsyncMock()
+
+    mock_client.aio.models = MagicMock()
+    mock_client.aio.models.generate_content_stream = AsyncMock(
+        side_effect=mock_generate_content_stream
+    )
+
+    # Mock file reading for prompts
+    mock_main_prompt = "# Dynamic Video Analyzer..."
+    mock_sub_prompt = "# Sub Agent..."
+
+    def mock_read_text(self, encoding="utf-8"):
+        if "video_analyzer.md" in str(self):
+            return mock_main_prompt
+        elif "video_sub_agent.md" in str(self):
+            return mock_sub_prompt
+        return ""
+
+    with (
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.genai.Client",
+            return_value=mock_client,
+        ),
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.get_controller",
+            return_value=mock_controller,
+        ),
+        patch(
+            "pathlib.Path.exists",
+            autospec=True,
+            side_effect=lambda self: not str(self).endswith(".jpg"),
+        ),
+        patch(
+            "pathlib.Path.stat",
+            return_value=os.stat_result((0o100644, 0, 0, 0, 0, 0, 1024 * 1024, 0, 0, 0)),
+        ),
+        patch("pathlib.Path.read_text", mock_read_text),
+        patch("pathlib.Path.mkdir"),
+        patch("pathlib.Path.touch"),
+        patch("pathlib.Path.is_dir", return_value=True),
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.cleanup_abandoned_gemini_files",
+            AsyncMock(),
+        ),
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.compress_video_for_api",
+            AsyncMock(return_value=Path("/tmp/video.mp4")),
+        ),
+        patch(
+            "asyncio.create_subprocess_exec",
+            AsyncMock(return_value=MagicMock(communicate=AsyncMock(return_value=(b"", b"")))),
+        ),
+    ):
+        analyzer = VideoAnalyzer(mock_ctx)
+        result, status = await analyzer.run(
+            time_description="from 10s to 15s", purpose="Verify login"
+        )
+
+        assert status == "success"
+        assert sub_calls == 1
+        assert len(analyzer.blackboard_entries) == 1
+        entry = analyzer.blackboard_entries[0]
+        assert entry["confidence_score"] == 0.8
+        assert entry["summary"] == "Valid confidence score call"
+
+        # Verify that sub-agent turn 2 received the model turn with the thought_signature
+        assert len(captured_sub_contents) >= 2
+        sub_turn_2_contents = captured_sub_contents[1]
+        model_turns = [c for c in sub_turn_2_contents if c.role == "model"]
+        assert len(model_turns) == 1
+        assert model_turns[0].parts[0].thought_signature == sub_dummy_signature
diff --git a/tests/unit/agents/test_video_analyzer_universal.py b/tests/unit/agents/test_video_analyzer_universal.py
new file mode 100644
index 0000000..b707a03
--- /dev/null
+++ b/tests/unit/agents/test_video_analyzer_universal.py
@@ -0,0 +1,234 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for Universal VideoAnalyzer dual-path execution engine."""
+
+from unittest.mock import AsyncMock, MagicMock, Mock, patch
+
+import pytest
+from langchain_core.messages import AIMessage
+
+from artemis.agents.video_analyzer.video_analyzer import (
+    UNIVERSAL_MAIN_TOOLS,
+    UNIVERSAL_SUBMIT_ANSWER_TOOL,
+    VideoAnalyzer,
+)
+from artemis.context import ArtemisContext
+
+
+@pytest.fixture
+def mock_context(tmp_path):
+    ctx = Mock(spec=ArtemisContext)
+    ctx.llm_config = Mock()
+    mock_llm_cfg = Mock()
+    mock_llm_cfg.model = "claude-3-7-sonnet"
+    mock_llm_cfg.temperature = 0.2
+    ctx.llm_config.utils = Mock()
+    ctx.llm_config.utils.video_analyzer = mock_llm_cfg
+
+    ctx.device = Mock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+
+    ctx.data_engine = Mock()
+    ctx.data_engine.base_dir = tmp_path
+    return ctx
+
+
+def test_video_analyzer_universal_engine_detection(mock_context):
+    """Test that VideoAnalyzer routes to Universal Engine when non-Gemini model is set."""
+    from artemis.config import settings
+
+    with patch.object(settings, "GOOGLE_API_KEY", None):
+        agent = VideoAnalyzer(mock_context)
+        assert agent.use_native_gemini is False
+        assert agent.model_name == "claude-3-7-sonnet"
+
+
+def test_universal_tool_schemas():
+    """Verify schema structures for Universal tools."""
+    assert UNIVERSAL_SUBMIT_ANSWER_TOOL["type"] == "function"
+    assert UNIVERSAL_SUBMIT_ANSWER_TOOL["function"]["name"] == "submit_answer"
+    assert len(UNIVERSAL_MAIN_TOOLS) == 3
+    tool_names = [t["function"]["name"] for t in UNIVERSAL_MAIN_TOOLS]
+    assert "extract_segment_metadata" in tool_names
+    assert "spawn_sub_agent" in tool_names
+    assert "analyze_audio_only" in tool_names
+
+
+@pytest.mark.asyncio
+async def test_exec_single_chunk_universal(mock_context, tmp_path):
+    """Test keyframe extraction and LangChain tool invocation in universal sub-agent."""
+    agent = VideoAnalyzer(mock_context)
+    agent.use_native_gemini = False
+
+    fake_video = tmp_path / "compressed.mp4"
+    fake_video.write_bytes(b"video_bytes")
+    raw_video = tmp_path / "raw.mp4"
+    raw_video.write_bytes(b"raw_bytes")
+
+    fake_keyframes = [
+        (0.0, b"frame0"),
+        (1.0, b"frame1"),
+        (2.0, b"frame2"),
+    ]
+
+    mock_llm = MagicMock()
+    mock_response = AIMessage(
+        content="Sub-agent analyzed frames.",
+        tool_calls=[
+            {
+                "name": "submit_answer",
+                "args": {
+                    "summary": "Detected settings button tap.",
+                    "analysis": "At 1.0s user clicked Settings icon.",
+                    "timeline_events": [
+                        {
+                            "start_time": 0.5,
+                            "end_time": 1.5,
+                            "transcription": "Tap on Settings",
+                            "confidence_score": 0.95,
+                            "verification_timestamp_secs": 1.0,
+                        }
+                    ],
+                },
+                "id": "sub_call_1",
+            }
+        ],
+    )
+    mock_bound = MagicMock()
+    mock_bound.ainvoke = AsyncMock(return_value=mock_response)
+    mock_llm.bind_tools.return_value = mock_bound
+
+    with (
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.extract_keyframes_from_video",
+            return_value=fake_keyframes,
+        ),
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.get_llm",
+            return_value=mock_llm,
+        ),
+    ):
+        result = await agent._exec_single_chunk_universal(
+            compressed_path=fake_video,
+            raw_path=raw_video,
+            start_time=0.0,
+            end_time=3.0,
+            actual_start=0.0,
+            prompt_with_context="Find when settings was opened.",
+            specific_query="settings icon",
+        )
+
+        assert "Detected settings button tap" in result
+        assert "At 1.0s user clicked Settings icon" in result
+        assert len(agent.blackboard_entries) == 1
+        assert agent.blackboard_entries[0]["summary"] == "Tap on Settings"
+        assert agent.blackboard_entries[0]["confidence_score"] == 0.95
+
+
+@pytest.mark.asyncio
+async def test_exec_analyze_audio_universal(mock_context, tmp_path):
+    """Test audio analysis in universal mode."""
+    agent = VideoAnalyzer(mock_context)
+    agent.use_native_gemini = False
+
+    fake_audio = tmp_path / "audio.aac"
+    fake_audio.write_bytes(b"audio_bytes")
+
+    mock_llm = MagicMock()
+    mock_response = AIMessage(
+        content="",
+        tool_calls=[
+            {
+                "name": "submit_answer",
+                "args": {
+                    "summary": "Heard notification sound.",
+                    "analysis": "Notification bell sounded at 2.0s.",
+                },
+                "id": "audio_call_1",
+            }
+        ],
+    )
+    mock_bound = MagicMock()
+    mock_bound.ainvoke = AsyncMock(return_value=mock_response)
+    mock_llm.bind_tools.return_value = mock_bound
+
+    with patch(
+        "artemis.agents.video_analyzer.video_analyzer.get_llm",
+        return_value=mock_llm,
+    ):
+        result = await agent._exec_analyze_audio_universal(
+            audio_path=fake_audio,
+            start_time=1.0,
+            end_time=4.0,
+            actual_start=1.0,
+            prompt_with_context="Listen for notification sound.",
+            specific_query="notification bell",
+        )
+
+        assert "Heard notification sound" in result
+        assert len(agent.blackboard_entries) == 1
+        assert agent.blackboard_entries[0]["summary"] == "Heard notification sound."
+
+
+@pytest.mark.asyncio
+async def test_run_universal_multi_turn_reasoning(mock_context):
+    """Test main reasoning loop of VideoAnalyzer in universal mode with tool dispatch."""
+    agent = VideoAnalyzer(mock_context)
+    agent.use_native_gemini = False
+
+    # Turn 1: Call extract_segment_metadata
+    msg_turn1 = AIMessage(
+        content="Let me check the video metadata first.",
+        tool_calls=[
+            {
+                "name": "extract_segment_metadata",
+                "args": {"start_time": 0.0, "end_time": 10.0},
+                "id": "main_call_1",
+            }
+        ],
+    )
+    # Turn 2: Final response
+    msg_turn2 = AIMessage(
+        content="The video shows the app launched successfully at 3.5s.",
+        tool_calls=[],
+    )
+
+    mock_llm = MagicMock()
+    mock_bound = MagicMock()
+    mock_bound.ainvoke = AsyncMock(side_effect=[msg_turn1, msg_turn2])
+    mock_llm.bind_tools.return_value = mock_bound
+
+    with (
+        patch(
+            "artemis.agents.video_analyzer.video_analyzer.get_llm",
+            return_value=mock_llm,
+        ),
+        patch.object(
+            agent,
+            "exec_extract_segment_metadata",
+            new_callable=AsyncMock,
+            return_value='{"duration_seconds": 10.0, "file_size_mb": 2.5}',
+        ),
+    ):
+        outcome, status = await agent._run_universal(
+            time_description="from 0s to 10s",
+            purpose="Verify app launch",
+            system_prompt="You are a video analyzer.",
+        )
+
+        assert status == "success"
+        assert "launched successfully at 3.5s" in outcome
+        assert agent.exec_extract_segment_metadata.call_count == 1
diff --git a/tests/unit/data_engine/test_end_to_end_thoughts.py b/tests/unit/data_engine/test_end_to_end_thoughts.py
new file mode 100644
index 0000000..0e3f4a8
--- /dev/null
+++ b/tests/unit/data_engine/test_end_to_end_thoughts.py
@@ -0,0 +1,167 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+import shutil
+import tempfile
+from unittest.mock import MagicMock
+from uuid import uuid4
+
+from langchain_core.messages import AIMessage, HumanMessage
+from artemis.context import ArtemisContext
+from artemis.data_engine.engine import DataEngine
+from artemis.data_engine.trace import CURRENT_TRACE_ID, DataEngineCallbackHandler
+from artemis.utils.task_tree import build_plan_and_history
+import pytest
+
+
+@pytest.fixture
+def temp_workspace():
+    tmpdir = tempfile.mkdtemp()
+    yield Path(tmpdir)
+    shutil.rmtree(tmpdir)
+
+
+@pytest.mark.asyncio
+async def test_end_to_end_thoughts_non_duplication(temp_workspace):
+    # 1. Setup mock context and DataEngine
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_execution_setup = MagicMock()
+    mock_execution_setup.traces_path = str(temp_workspace / "traces")
+    mock_ctx.execution_setup = mock_execution_setup
+    mock_ctx.device = None
+    mock_ctx.llm_config = MagicMock()
+
+    engine = DataEngine(mock_ctx)
+    mock_ctx.data_engine = engine
+
+    # Start session
+    engine.start_session("Test initial goal")
+
+    # 2. Allocate step ID
+    step_id = engine.allocate_step_id()
+
+    # 3. Simulate Operator Agent run starts
+    operator_trace_id = uuid4()
+    engine.record_trace(
+        type="agent",
+        name="operator",
+        payload={"args": {}},
+        trace_id=operator_trace_id,
+        step_id=step_id,
+        status="running",
+    )
+
+    # Set context variables for parenting
+    token = CURRENT_TRACE_ID.set(operator_trace_id)
+    try:
+        # 4. Simulate LLM Call callback sequence
+        handler = DataEngineCallbackHandler(mock_ctx)
+        llm_run_id = uuid4()
+
+        # Start model
+        handler.on_chat_model_start(
+            serialized={"name": "ChatGoogleGenerativeAI"},
+            messages=[[HumanMessage(content="What should I do?")]],
+            run_id=llm_run_id,
+            parent_run_id=None,
+        )
+
+        # End model (generating thought + action)
+        class MockGeneration:
+            def __init__(self, message):
+                self.message = message
+
+        class MockLLMResult:
+            def __init__(self, generations):
+                self.generations = generations
+
+        response_message = AIMessage(
+            content=[
+                {
+                    "type": "thinking",
+                    "thinking": "I need to tap the search bar to find books.",
+                },
+                {"type": "text", "text": "Tapping search bar."},
+            ]
+        )
+        mock_response = MockLLMResult(generations=[[MockGeneration(response_message)]])
+
+        handler.on_llm_end(mock_response, run_id=llm_run_id)
+    finally:
+        CURRENT_TRACE_ID.reset(token)
+
+    # 5. Finish Operator Agent trace
+    engine.record_trace(
+        type="agent",
+        name="operator",
+        payload={"result": "Success"},
+        trace_id=operator_trace_id,
+        step_id=step_id,
+        status="success",
+    )
+
+    # 6. Record step
+    engine.record_step(
+        pre_screenshot_bytes=b"pre_screenshot",
+        ui_tree=[],
+        ocr_result=[],
+        action_taken=[{"action": "tap", "coordinates": [100, 200]}],
+        operator_raw_thinking="I need to tap the search bar to find books.",
+        operator_native_thinking="I need to tap the search bar to find books.",
+        last_execution_result={"status": "success"},
+        summary="Tapped search bar",
+    )
+
+    # Flush any pending tasks
+    await engine.shutdown()
+
+    # 7. Retrieve agent-friendly steps
+    steps = engine.get_agent_friendly_steps()
+
+    # Assert step was retrieved
+    assert len(steps) == 1
+    step_data = steps[0]
+
+    # Assert thoughts are present in interleaved events (since we associated step_id now!)
+    events = step_data.get("interleaved_events", [])
+    thought_events = [e for e in events if e.get("type") in ("thought", "native_thought")]
+    assert len(thought_events) > 0
+    assert any(
+        e["content"] == "I need to tap the search bar to find books." for e in thought_events
+    )
+
+    # 8. Build history and check for duplications
+    plan = "- [ ] Search for books"
+    history = build_plan_and_history(
+        plan, steps, "default", last_n_detailed=1, for_failure_analyzer=True
+    )
+
+    print("\n--- Generated History Output ---")
+    print(history)
+    print("--------------------------------")
+
+    # Assert thought is printed
+    assert "I need to tap the search bar to find books." in history
+
+    # Assert thought is NOT printed multiple times
+    # Count occurrences of the thought string
+    count = history.count("I need to tap the search bar to find books.")
+    # The thought might appear in native thinking block and raw thinking block if both were stored.
+    # In our test we set BOTH operator_raw_thinking and operator_native_thinking to the same string,
+    # AND the LLM trace generated both "thinking" block and "text" block.
+    # Let's count how many times it was actually rendered in the Operator Decision Loop.
+    # It should appear at most 2 times (once as Native Thought, once as Thought/Raw Thought).
+    # If there was duplicate appending due to fallback failure, it would appear 4+ times.
+    assert count <= 2
diff --git a/tests/unit/data_engine/test_engine.py b/tests/unit/data_engine/test_engine.py
new file mode 100644
index 0000000..8bd4aba
--- /dev/null
+++ b/tests/unit/data_engine/test_engine.py
@@ -0,0 +1,185 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import MagicMock
+from artemis.context import ArtemisContext
+from artemis.data_engine.engine import DataEngine
+
+
+def test_get_or_create_image_updates_missing_data(tmp_path):
+    # Setup mock context
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_execution_setup = MagicMock()
+    mock_execution_setup.traces_path = str(tmp_path)
+    mock_ctx.execution_setup = mock_execution_setup
+    mock_ctx.device = None
+
+    # Initialize DataEngine
+    engine = DataEngine(mock_ctx)
+
+    image_bytes = b"fake_image_bytes"
+
+    # 1. Save image without OCR/UI tree
+    image_name1 = engine.get_or_create_image(image_bytes)
+
+    # Verify it was saved with None for OCR/UI tree
+    record1 = engine.storage.get_image(image_name1)
+    assert record1 is not None
+    assert record1.ocr_result is None
+    assert record1.ui_tree is None
+
+    # 2. Save same image with OCR/UI tree
+    fake_ocr = [{"text": "hello", "box": [0, 0, 10, 10]}]
+    fake_ui = [{"resource-id": "button1", "text": "click me"}]
+
+    image_name2 = engine.get_or_create_image(image_bytes, ui_tree=fake_ui, ocr_result=fake_ocr)
+
+    assert image_name1 == image_name2
+
+    # Verify it now has OCR/UI tree
+    record2 = engine.storage.get_image(image_name2)
+    assert record2 is not None
+    assert record2.ocr_result == fake_ocr
+    assert record2.ui_tree == fake_ui
+
+
+def test_create_image_duplicate_handling(tmp_path):
+    from artemis.data_engine.storage import StorageManager
+    from artemis.data_engine.models import ImageRecord
+
+    storage = StorageManager(tmp_path / "data_engine.db", tmp_path)
+    image_record = ImageRecord(
+        image_name="test_image_hash",
+        timestamp=123.456,
+        ocr_result=None,
+        ui_tree=None,
+        extra_metadata={},
+    )
+
+    # First insert
+    storage.create_image(image_record)
+
+    # Second insert with same image_name should not raise IntegrityError due to INSERT OR IGNORE
+    storage.create_image(image_record)
+
+    record = storage.get_image("test_image_hash")
+    assert record is not None
+    assert record.image_name == "test_image_hash"
+
+
+def test_video_recording_persistence(tmp_path):
+    from uuid import uuid4
+    from artemis.data_engine.storage import StorageManager
+    from artemis.data_engine.models import VideoRecordingRecord
+
+    storage = StorageManager(tmp_path / "data_engine.db", tmp_path)
+    video_id = uuid4()
+    session_id = uuid4()
+
+    record = VideoRecordingRecord(
+        video_id=video_id,
+        session_id=session_id,
+        device_id="emulator-5554",
+        start_time=100.0,
+        end_time=None,
+        local_video_path="/tmp/recording.mp4",
+    )
+
+    # Test insert
+    storage.create_video_recording(record)
+
+    persisted = storage.get_video_recording(video_id)
+    assert persisted is not None
+    assert persisted.video_id == video_id
+    assert persisted.session_id == session_id
+    assert persisted.device_id == "emulator-5554"
+    assert persisted.start_time == 100.0
+    assert persisted.end_time is None
+    assert persisted.local_video_path == "/tmp/recording.mp4"
+
+    # Test update
+    record.end_time = 150.0
+    record.local_video_path = "/tmp/recording_final.mp4"
+    storage.update_video_recording(record)
+
+    updated = storage.get_video_recording(video_id)
+    assert updated is not None
+    assert updated.end_time == 150.0
+    assert updated.local_video_path == "/tmp/recording_final.mp4"
+
+
+def test_record_step_suppresses_identical_post_screenshot(tmp_path):
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_execution_setup = MagicMock()
+    mock_execution_setup.traces_path = str(tmp_path)
+    mock_ctx.execution_setup = mock_execution_setup
+    mock_ctx.device = None
+
+    engine = DataEngine(mock_ctx)
+    engine.start_session("test_goal")
+    same_image_bytes = b"identical_screen_bytes_123"
+
+    step_id = engine.record_step(
+        pre_screenshot_bytes=same_image_bytes,
+        post_screenshot_bytes=same_image_bytes,
+        summary="Test step with identical screenshot",
+    )
+    for t in list(engine._pending_threads):
+        t.join()
+
+    step_record = engine.storage.get_steps(engine.current_session_id)[0]
+    assert step_record is not None
+    assert step_record.pre_image_name is not None
+    # post_image_name must be None when no visual transition occurred
+    assert step_record.post_image_name is None
+
+
+def test_update_step_execution_result_suppresses_identical_post_screenshot(tmp_path):
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_execution_setup = MagicMock()
+    mock_execution_setup.traces_path = str(tmp_path)
+    mock_ctx.execution_setup = mock_execution_setup
+    mock_ctx.device = None
+
+    engine = DataEngine(mock_ctx)
+    engine.start_session("test_goal")
+    image_bytes = b"pre_screen_bytes_456"
+
+    step_id = engine.record_step(
+        pre_screenshot_bytes=image_bytes,
+        summary="Initial step",
+    )
+
+    step_record = engine.storage.get_steps(engine.current_session_id)[0]
+    assert step_record.post_image_name is None
+
+    # Update with post_image_name matching pre_image_name
+    engine.storage.update_step_execution_result(
+        step_id,
+        {"status": "success"},
+        post_image_name=step_record.pre_image_name,
+    )
+
+    updated_step = engine.storage.get_steps(engine.current_session_id)[0]
+    assert updated_step.post_image_name is None
+
+    # Update with distinct post_image_name
+    engine.storage.update_step_execution_result(
+        step_id,
+        {"status": "success"},
+        post_image_name="distinct_new_hash_789",
+    )
+
+    updated_step_distinct = engine.storage.get_steps(engine.current_session_id)[0]
+    assert updated_step_distinct.post_image_name == "distinct_new_hash_789"
diff --git a/tests/unit/data_engine/test_latency_optimizations_deep.py b/tests/unit/data_engine/test_latency_optimizations_deep.py
new file mode 100644
index 0000000..49361f7
--- /dev/null
+++ b/tests/unit/data_engine/test_latency_optimizations_deep.py
@@ -0,0 +1,566 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import base64
+import hashlib
+import json
+import logging
+from pathlib import Path
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from langchain_core.messages import HumanMessage
+from artemis.context import ArtemisContext
+from artemis.data_engine.engine import DataEngine
+from artemis.graph.state import State
+from artemis.utils.logger import DataEngineHandler
+import pytest
+
+
+@pytest.fixture
+def mock_artemis_ctx(tmp_path):
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_execution_setup = MagicMock()
+    mock_execution_setup.traces_path = str(tmp_path)
+    mock_ctx.execution_setup = mock_execution_setup
+    mock_ctx.device = None
+    mock_ctx.task_plan_snapshot = None
+    return mock_ctx
+
+
+@pytest.mark.asyncio
+async def test_data_engine_handler_queue_buffering_and_background_worker(
+    mock_artemis_ctx,
+):
+    """Verify DataEngineHandler.emit buffers log records via in-memory queue without spawning OS threads per log line."""
+    engine = DataEngine(mock_artemis_ctx)
+    session_id = engine.start_session("Test Log Queue")
+
+    handler = DataEngineHandler()
+
+    with patch("sys.modules") as mock_modules:
+        mock_engine_mod = MagicMock()
+        mock_engine_mod._CURRENT_DATA_ENGINE = engine
+        mock_modules.get.return_value = mock_engine_mod
+
+        # Emit 50 rapid log records
+        for i in range(50):
+            record = logging.LogRecord(
+                name=f"test.logger.{i}",
+                level=logging.INFO,
+                pathname="test.py",
+                lineno=10 + i,
+                msg=f"Async queue test log message {i}",
+                args=(),
+                exc_info=None,
+            )
+            handler.emit(record)
+
+    # Wait for the background worker thread of DataEngineHandler and DataEngine tasks to drain
+    await asyncio.sleep(0.4)
+    if engine._pending_tasks:
+        await asyncio.gather(*engine._pending_tasks)
+
+    # Verify that traces were recorded and persisted accurately via direct SQLite query
+    with engine.storage._get_connection() as conn:
+        cursor = conn.execute(
+            "SELECT * FROM traces WHERE session_id = ? AND type = 'log'",
+            (str(session_id),),
+        )
+        log_rows = cursor.fetchall()
+
+    assert len(log_rows) >= 50
+    messages = {json.loads(row["payload"])["message"] for row in log_rows}
+    for i in range(50):
+        assert f"Async queue test log message {i}" in messages
+
+
+@pytest.mark.asyncio
+async def test_update_step_action_and_metadata_background_offloading(mock_artemis_ctx, tmp_path):
+    """Verify that update_step_* methods publish SSE events instantly in memory and offload SQLite & disk I/O to background."""
+    engine = DataEngine(mock_artemis_ctx)
+    session_id = engine.start_session("Test Step Offloading")
+    step_id = engine.allocate_step_id()
+
+    # Create the initial step
+    engine.record_step(summary="Initial step summary")
+    if engine._pending_tasks:
+        await asyncio.gather(*engine._pending_tasks)
+
+    # Mock _publish to verify immediate real-time SSE delivery
+    published_events = []
+    engine._publish = lambda event_type, payload: published_events.append((event_type, payload))
+
+    fake_action = {"action": "tap", "coordinates": [100, 200]}
+    fake_post_jpg = b"fake_post_screenshot_jpg_bytes_12345"
+
+    # Call update_step_action with post screenshot bytes
+    engine.update_step_action(fake_action, post_screenshot_bytes=fake_post_jpg)
+
+    # Verify SSE was published immediately before/during task execution
+    assert len(published_events) == 1
+    assert published_events[0][0] == "step_updated"
+    assert published_events[0][1]["action_taken"] == fake_action
+
+    # Call other update_step_* methods
+    engine.update_step_summary(step_id, "Updated concise summary")
+    engine.update_step_thinking(step_id, "Raw thinking process...")
+    engine.update_step_native_thinking(step_id, "Native thinking process...")
+    engine.update_step_execution_result(
+        step_id, {"status": "success"}, post_image_name="hash_post_123"
+    )
+
+    # Now await all background pending tasks
+    if engine._pending_tasks:
+        await asyncio.gather(*engine._pending_tasks)
+
+    # Verify SQLite record has been correctly updated by background tasks
+    steps = engine.storage.get_steps(session_id)
+    step_record = next((s for s in steps if s.step_id == step_id), None)
+    assert step_record is not None
+    assert step_record.action_taken == fake_action
+    assert step_record.summary == "Updated concise summary"
+    assert step_record.operator_raw_thinking == "Raw thinking process..."
+    assert step_record.operator_native_thinking == "Native thinking process..."
+    assert step_record.last_execution_result == {"status": "success"}
+    assert step_record.post_image_name == "hash_post_123"
+
+    # Verify post.jpg was written to disk inside step directory
+    post_jpg_path = engine.current_step_dir / "post.jpg"
+    assert post_jpg_path.exists()
+    assert post_jpg_path.read_bytes() == fake_post_jpg
+
+
+@pytest.mark.asyncio
+async def test_record_step_background_image_and_step_persistence(
+    mock_artemis_ctx,
+):
+    """Verify record_step immediately calculates SHA-256 hashes and offloads get_or_create_image + create_step to background."""
+    engine = DataEngine(mock_artemis_ctx)
+    session_id = engine.start_session("Test Record Step Image Offloading")
+    step_id = engine.allocate_step_id()
+
+    pre_img_bytes = b"fake_pre_screenshot_data_001"
+    post_img_bytes = b"fake_post_screenshot_data_002"
+    expected_pre_hash = hashlib.sha256(pre_img_bytes).hexdigest()
+    expected_post_hash = hashlib.sha256(post_img_bytes).hexdigest()
+
+    returned_step_id = engine.record_step(
+        pre_screenshot_bytes=pre_img_bytes,
+        post_screenshot_bytes=post_img_bytes,
+        summary="Testing background image persistence",
+    )
+    assert returned_step_id == step_id
+
+    # Await background storage tasks
+    if engine._pending_tasks:
+        await asyncio.gather(*engine._pending_tasks)
+
+    # Verify image records were created in SQLite
+    pre_record = engine.storage.get_image(expected_pre_hash)
+    post_record = engine.storage.get_image(expected_post_hash)
+    assert pre_record is not None
+    assert pre_record.image_name == expected_pre_hash
+    assert post_record is not None
+    assert post_record.image_name == expected_post_hash
+
+    # Verify image files exist on disk
+    pre_path = engine.get_image_path(expected_pre_hash)
+    post_path = engine.get_image_path(expected_post_hash)
+    assert pre_path.exists() and pre_path.read_bytes() == pre_img_bytes
+    assert post_path.exists() and post_path.read_bytes() == post_img_bytes
+
+    # Verify StepRecord has correct hashes and summary
+    steps = engine.storage.get_steps(session_id)
+    step_record = next((s for s in steps if s.step_id == step_id), None)
+    assert step_record is not None
+    assert step_record.pre_image_name == expected_pre_hash
+    assert step_record.post_image_name == expected_post_hash
+    assert step_record.summary == "Testing background image persistence"
+
+
+@pytest.mark.asyncio
+async def test_perception_node_async_offloading(mock_artemis_ctx, tmp_path):
+    """Verify perception_node offloads injected_instruction reading/unlinking and get_or_create_image to background."""
+    from artemis.graph.perception import perception_node
+
+    engine = DataEngine(mock_artemis_ctx)
+    engine.start_session("Test Perception Node Offloading")
+    mock_artemis_ctx.data_engine = engine
+
+    # Create an injected_instruction.json file
+    instruction_file = Path(engine.base_dir) / "injected_instruction.json"
+    instruction_file.write_text(json.dumps({"instruction": "Avoid clicking Ads"}), encoding="utf-8")
+
+    # Prepare mock controller
+    fake_screenshot_bytes = b"fake_screenshot_for_perception_node_123"
+    fake_screenshot_b64 = base64.b64encode(fake_screenshot_bytes).decode("utf-8")
+    expected_hash = hashlib.sha256(fake_screenshot_bytes).hexdigest()
+
+    mock_screen_data = MagicMock()
+    mock_screen_data.base64 = fake_screenshot_b64
+    mock_screen_data.elements = [{"resource-id": "app_bar", "bounds": "[0,0][1080,200]"}]
+    mock_screen_data.width = 1080
+    mock_screen_data.height = 2400
+
+    with (
+        patch("artemis.graph.perception.UnifiedMobileController") as mock_controller_cls,
+        patch("artemis.graph.perception.perform_ocr", new_callable=AsyncMock) as mock_ocr,
+        patch("artemis.graph.perception._detect_status_bar_height", return_value=0),
+        patch("artemis.graph.perception._should_skip_settling", return_value=True),
+    ):
+        mock_controller = mock_controller_cls.return_value
+        mock_controller.get_screen_data = AsyncMock(return_value=mock_screen_data)
+        mock_ocr.return_value = [{"text": "Home", "box": [100, 100, 200, 200]}]
+
+        state = State(
+            messages=[HumanMessage(content="test")],
+            initial_goal="test goal",
+            complete_subgoals_by_ids=[],
+            validator_messages=[],
+            latest_ui_hierarchy=[],
+            latest_screenshot=None,
+            focused_app_info=None,
+            device_date=None,
+            structured_decisions=None,
+        )
+
+        update = await perception_node(state, mock_artemis_ctx)
+
+    # Verify perception_node returned expected update immediately
+    assert update["injected_instruction"] == "Avoid clicking Ads"
+    assert update["latest_screenshot"] == str(engine.get_image_path(expected_hash))
+    assert update["operator_raw_data"]["width"] == 1080
+
+    # Verify injected_instruction.json was unlinked
+    assert not instruction_file.exists()
+
+    # Await background tasks triggered by perception_node
+    await asyncio.sleep(0.1)
+    if engine._pending_tasks:
+        await asyncio.gather(*engine._pending_tasks)
+
+    # Verify image record and file were created in background by perception_node
+    img_record = engine.storage.get_image(expected_hash)
+    assert img_record is not None
+    assert img_record.image_name == expected_hash
+    assert engine.get_image_path(expected_hash).exists()
+
+
+@pytest.mark.asyncio
+async def test_snapshot_copy_and_restore_offloading(mock_artemis_ctx, tmp_path):
+    """Verify operator create_snapshot and graph rollback/restore execute asynchronously without blocking."""
+    from artemis.utils.file import create_snapshot, restore_snapshot
+
+    notes_dir = tmp_path / "notes"
+    notes_dir.mkdir(parents=True, exist_ok=True)
+    (notes_dir / "task_plan.md").write_text("# Plan\n- Step 1", encoding="utf-8")
+    (notes_dir / "verification_chat_1.json").write_text('{"messages": ["hello"]}', encoding="utf-8")
+
+    snapshot_dir = tmp_path / "notes_snapshot"
+
+    # Test async offloading of create_snapshot (operator pattern)
+    await asyncio.to_thread(create_snapshot, notes_dir, snapshot_dir)
+    assert snapshot_dir.exists()
+    assert (snapshot_dir / "task_plan.md").read_text(encoding="utf-8") == "# Plan\n- Step 1"
+
+    # Modify live task_plan.md
+    (notes_dir / "task_plan.md").write_text("# Plan\n- Step 1 (Modified)", encoding="utf-8")
+
+    # Test async offloading of restore_snapshot (graph pattern when checker fails)
+    def _restore_and_preserve():
+        chat_contents = {}
+        for p in notes_dir.glob("verification_chat_*.json"):
+            chat_contents[p.name] = p.read_text(encoding="utf-8")
+        restore_snapshot(snapshot_dir, notes_dir)
+        for name, content in chat_contents.items():
+            (notes_dir / name).write_text(content, encoding="utf-8")
+
+    await asyncio.to_thread(_restore_and_preserve)
+    assert (notes_dir / "task_plan.md").read_text(encoding="utf-8") == "# Plan\n- Step 1"
+    assert (notes_dir / "verification_chat_1.json").read_text(
+        encoding="utf-8"
+    ) == '{"messages": ["hello"]}'
+
+
+@pytest.mark.asyncio
+async def test_ocr_api_persistent_http_client_singleton_and_tls_reuse():
+    """Verify get_http_client returns a persistent singleton httpx.AsyncClient that reuses TLS connections across OCR calls."""
+    import httpx
+    from artemis.utils import ocr_api
+
+    # Reset singleton to test fresh creation & persistence
+    ocr_api._HTTP_CLIENT = None
+    client1 = ocr_api.get_http_client()
+    client2 = ocr_api.get_http_client()
+
+    assert isinstance(client1, httpx.AsyncClient)
+    assert client1 is client2
+
+    # Verify perform_ocr uses this exact persistent client
+    fake_ocr_resp = MagicMock()
+    fake_ocr_resp.status_code = 200
+    fake_ocr_resp.json.return_value = {
+        "responses": [
+            {
+                "textAnnotations": [
+                    {
+                        "description": "Combined text block",
+                        "boundingPoly": {"vertices": []},
+                    },
+                    {
+                        "description": "Hello World",
+                        "boundingPoly": {"vertices": [{"x": 10, "y": 20}, {"x": 100, "y": 200}]},
+                    },
+                ]
+            }
+        ]
+    }
+
+    with patch.object(client1, "post", new_callable=AsyncMock) as mock_post:
+        mock_post.return_value = fake_ocr_resp
+        result = await ocr_api.perform_ocr(screenshot_b64="ZHVtbXlfYjY0")
+
+        mock_post.assert_called_once()
+        assert len(result) == 1
+        assert result[0]["text"] == "Hello World"
+
+
+@pytest.mark.asyncio
+async def test_ui_filter_and_ui_automator_client_pre_parsed_bounds_o1_lookup():
+    """Verify XML parsing pre-populates parsed_bounds and _parse_bounds hits this cache in O(1) without regex matches."""
+    import re
+    from artemis.clients.ui_automator_client import _parse_hierarchy_xml_to_elements
+    from artemis.utils.ui_filter import _parse_bounds
+
+    # 1. Test ingestion pre-parsing in _parse_hierarchy_xml_to_elements
+    xml_data = '<hierarchy><node text="Login Btn" bounds="[15,25][350,120]"/></hierarchy>'
+    elements = _parse_hierarchy_xml_to_elements(xml_data)
+    assert len(elements) == 1
+    assert elements[0]["parsed_bounds"] == {
+        "left": 15,
+        "top": 25,
+        "right": 350,
+        "bottom": 120,
+    }
+
+    # 2. Test _parse_bounds O(1) hit vs fallback
+    with patch.object(re, "match", wraps=re.match) as spy_match:
+        # Hit pre-parsed bounds -> re.match MUST NOT be called
+        hit_result = _parse_bounds(elements[0])
+        assert hit_result == {
+            "left": 15,
+            "top": 25,
+            "right": 350,
+            "bottom": 120,
+        }
+        spy_match.assert_not_called()
+
+        # Fallback raw string -> re.match is called exactly once
+        fallback_result = _parse_bounds("[50,60][150,160]")
+        assert fallback_result == {
+            "left": 50,
+            "top": 60,
+            "right": 150,
+            "bottom": 160,
+        }
+        assert spy_match.call_count == 1
+
+
+@pytest.mark.asyncio
+async def test_validator_pre_execution_loop_reverted_to_exact_safety_contract(
+    mock_artemis_ctx, tmp_path
+):
+    """Verify Validator pre-execution check runs VLM on XML failure, but retains XML error if VLM fails (reverted contract)."""
+    from artemis.agents.validator.validator import ValidatorNode, ValidationErrorCategory
+
+    # Set mock context properties required by tracing decorators
+    mock_artemis_ctx.data_engine = MagicMock()
+
+    node = ValidatorNode(mock_artemis_ctx)
+    session = MagicMock()
+    session.call_tool = AsyncMock(
+        return_value=MagicMock(content=[MagicMock(text="ZHVtbXlfZGF0YQ==")])
+    )
+
+    decisions = json.dumps(
+        [
+            {
+                "action": "tap",
+                "coordinates": [200, 250],
+                "target_text": "Login",
+                "target_bounds": [100, 200, 300, 300],
+                "target_resource_id": "btn_login",
+            }
+        ]
+    )
+    state = State(
+        messages=[],
+        initial_goal="test",
+        complete_subgoals_by_ids=[],
+        validator_messages=[],
+        latest_ui_hierarchy=[],
+        latest_screenshot="dummy.png",
+        structured_decisions=decisions,
+        focused_app_info=None,
+        device_date=None,
+    )
+
+    with (
+        patch.object(
+            ValidatorNode, "_get_initial_screenshot", new_callable=AsyncMock
+        ) as mock_get_screen,
+        patch.object(
+            ValidatorNode, "_validate_action_precondition", new_callable=AsyncMock
+        ) as mock_xml,
+        patch.object(
+            ValidatorNode,
+            "_validate_action_precondition_pixel",
+            new_callable=AsyncMock,
+        ) as mock_pixel,
+        patch(
+            "artemis.agents.validator.failure_analyzer.FailureAnalyzer.analyze",
+            new_callable=AsyncMock,
+        ) as mock_analyze,
+    ):
+        mock_get_screen.return_value = ("dummy_b64", "dummy_stem")
+        # 1. XML check returns failure (TARGET_OCCUPIED by 'Sign Up' button)
+        mock_xml.return_value = (
+            False,
+            ValidationErrorCategory.TARGET_OCCUPIED,
+            "Occupied by Sign Up button",
+        )
+        # 2. VLM check returns failure (PIXEL_TARGET_DISAPPEARED)
+        mock_pixel.return_value = (
+            False,
+            ValidationErrorCategory.PIXEL_TARGET_DISAPPEARED,
+            "VLM target missing",
+        )
+
+        mock_analyze.return_value = {
+            "status": "cannot_fix",
+            "analysis": "Unrepairable drift",
+        }
+
+        result = await node(state)
+
+        # Verify both XML check and VLM check were called (reverted double-check contract)
+        mock_xml.assert_called_once()
+        mock_pixel.assert_called_once()
+
+        # Verify FailureAnalyzer received the EXACT XML error (TARGET_OCCUPIED), NOT the VLM error
+        mock_analyze.assert_called_once()
+        args, kwargs = mock_analyze.call_args
+        assert kwargs.get("error_category") == ValidationErrorCategory.TARGET_OCCUPIED
+        assert "Occupied by Sign Up button" in args[2]
+
+
+@pytest.mark.asyncio
+async def test_failure_analyzer_prune_intermediate_screenshots(mock_artemis_ctx):
+    """Verify FailureAnalyzer._prune_intermediate_screenshots keeps initial reference images and the latest live image, while pruning intermediate images."""
+    from google.genai import types
+    from artemis.agents.validator.failure_analyzer import FailureAnalyzer
+
+    analyzer = FailureAnalyzer(mock_artemis_ctx)
+
+    # Build simulated contents history:
+    # 0: User (Initial reference screenshots + prompt)
+    # 1: Model
+    # 2: User (Intermediate tool results)
+    # 3: User (Intermediate observation screenshot - SHOULD BE PRUNED)
+    # 4: Model
+    # 5: User (Intermediate tool results 2)
+    # 6: User (Latest observation screenshot - SHOULD BE PRESERVED)
+    contents = [
+        types.Content(
+            role="user",
+            parts=[
+                types.Part.from_text(text="Reference screenshot 1"),
+                types.Part.from_bytes(data=b"initial_pre_image_bytes", mime_type="image/jpeg"),
+                types.Part.from_bytes(data=b"initial_post_image_bytes", mime_type="image/jpeg"),
+            ],
+        ),
+        types.Content(role="model", parts=[types.Part.from_text(text="Clicked something")]),
+        types.Content(
+            role="user",
+            parts=[types.Part.from_text(text="Result text")],
+        ),
+        types.Content(
+            role="user",
+            parts=[
+                types.Part.from_text(text="Intermediate observation"),
+                types.Part.from_bytes(
+                    data=b"intermediate_image_bytes_to_prune",
+                    mime_type="image/jpeg",
+                ),
+            ],
+        ),
+        types.Content(role="model", parts=[types.Part.from_text(text="Clicking again")]),
+        types.Content(
+            role="user",
+            parts=[types.Part.from_text(text="Result text 2")],
+        ),
+        types.Content(
+            role="user",
+            parts=[
+                types.Part.from_text(text="Latest live observation"),
+                types.Part.from_bytes(
+                    data=b"latest_live_image_bytes_to_keep",
+                    mime_type="image/jpeg",
+                ),
+            ],
+        ),
+    ]
+
+    analyzer._prune_intermediate_screenshots(contents)
+
+    # 1. Verify index 0 images are untouched
+    assert contents[0].parts[1].inline_data.data == b"initial_pre_image_bytes"
+    assert contents[0].parts[2].inline_data.data == b"initial_post_image_bytes"
+
+    # 2. Verify index 3 (intermediate image) is replaced by text placeholder
+    assert getattr(contents[3].parts[1], "inline_data", None) is None
+    assert "[Screenshot of intermediate step omitted for performance]" in contents[3].parts[1].text
+
+    # 3. Verify index 6 (latest image) is fully preserved
+    assert contents[6].parts[1].inline_data.data == b"latest_live_image_bytes_to_keep"
+
+
+@pytest.mark.asyncio
+async def test_record_step_pre_allocated_id_reset(mock_artemis_ctx):
+    """Verify that after record_step is called, the pre-allocated current_step_id is reset to None so subsequent steps generate distinct IDs."""
+    from artemis.data_engine.engine import DataEngine
+
+    engine = DataEngine(mock_artemis_ctx)
+    engine.start_session("Pre-allocated ID Reset Test")
+
+    # 1. Pre-allocate ID for step 1
+    step_id_1 = engine.allocate_step_id()
+    assert engine.current_step_id == step_id_1
+
+    # 2. Record step 1 (should use step_id_1 and reset current_step_id to None)
+    returned_id_1 = engine.record_step(summary="Step 1")
+    assert returned_id_1 == step_id_1
+    assert engine.current_step_id is None
+
+    # 3. Pre-allocate ID for step 2 (should get a distinct new ID)
+    step_id_2 = engine.allocate_step_id()
+    assert step_id_2 != step_id_1
+    assert engine.current_step_id == step_id_2
+
+    # 4. Record step 2 (should use step_id_2 and reset current_step_id to None)
+    returned_id_2 = engine.record_step(summary="Step 2")
+    assert returned_id_2 == step_id_2
+    assert returned_id_2 != returned_id_1
+    assert engine.current_step_id is None
diff --git a/tests/unit/data_engine/test_trace_enhancements.py b/tests/unit/data_engine/test_trace_enhancements.py
new file mode 100644
index 0000000..1d579de
--- /dev/null
+++ b/tests/unit/data_engine/test_trace_enhancements.py
@@ -0,0 +1,189 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+from unittest.mock import MagicMock
+
+from artemis.context import ArtemisContext
+from artemis.data_engine.trace import (
+    TraceSpan,
+    smart_serialize,
+)
+import pytest
+
+
+def test_smart_serialize():
+    # Test dict
+    d = {"a": 1, "b": "string"}
+    assert smart_serialize(d) == json.dumps(d, ensure_ascii=False)
+
+    # Test list
+    items_list = [1, 2, "three"]
+    assert smart_serialize(items_list) == json.dumps(items_list, ensure_ascii=False)
+
+    # Test bytes
+    b = b"hello world"
+    import hashlib
+
+    expected_sha = hashlib.sha256(b).hexdigest()[:8]
+    assert smart_serialize(b) == f"<Bytes length={len(b)} sha256={expected_sha}>"
+
+    # Test other types
+    assert smart_serialize(123) == "123"
+    assert smart_serialize("just a string") == "just a string"
+
+
+@pytest.mark.asyncio
+async def test_trace_span():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+
+    with TraceSpan(name="test_span", ctx=mock_ctx) as span:
+        span.result = "span_result"
+        # Simulate work
+
+    # TraceSpan writes twice: start (running) and end (success)
+    assert mock_ctx.data_engine.record_trace.call_count == 2
+
+    # Verify the final success call (which is the last call)
+    args, kwargs = mock_ctx.data_engine.record_trace.call_args
+    assert kwargs["type"] == "span"
+    assert kwargs["name"] == "test_span"
+    assert kwargs["status"] == "success"
+    assert kwargs["payload"]["result"] == "span_result"
+
+
+@pytest.mark.asyncio
+async def test_trace_span_failure():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+
+    try:
+        with TraceSpan(name="failed_span", ctx=mock_ctx):
+            raise ValueError("Span error")
+    except ValueError:
+        pass
+
+    # TraceSpan writes twice: start (running) and end (failed)
+    assert mock_ctx.data_engine.record_trace.call_count == 2
+
+    # Verify the final failed call (which is the last call)
+    args, kwargs = mock_ctx.data_engine.record_trace.call_args
+    assert kwargs["type"] == "span"
+    assert kwargs["name"] == "failed_span"
+    assert kwargs["status"] == "failed"
+    assert "error" in kwargs["payload"]
+    assert "Span error" in kwargs["payload"]["error"]
+
+
+def test_data_engine_callback_handler():
+    from uuid import uuid4
+    from langchain_core.messages import HumanMessage, AIMessage
+    from artemis.data_engine.trace import DataEngineCallbackHandler
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+
+    mock_step_id = uuid4()
+    mock_ctx.data_engine.current_step_id = mock_step_id
+
+    handler = DataEngineCallbackHandler(mock_ctx)
+    run_id = uuid4()
+
+    # 1. Simulate on_chat_model_start
+    serialized = {"name": "test_model"}
+    messages = [[HumanMessage(content="Hello LLM")]]
+    handler.on_chat_model_start(serialized, messages, run_id=run_id)
+
+    assert mock_ctx.data_engine.record_trace.call_count == 1
+    call1_args, call1_kwargs = mock_ctx.data_engine.record_trace.call_args_list[0]
+    assert call1_kwargs["type"] == "llm_call"
+    assert call1_kwargs["name"] == "test_model"
+    assert call1_kwargs["status"] == "running"
+    assert call1_kwargs["step_id"] == mock_step_id
+    assert call1_kwargs["payload"]["messages"][0]["content"] == "Hello LLM"
+
+    # 2. Simulate on_llm_end (successful complete response)
+    class MockGeneration:
+        def __init__(self, message):
+            self.message = message
+
+    class MockLLMResult:
+        def __init__(self, generations):
+            self.generations = generations
+
+    response_message = AIMessage(content="Hello User")
+    mock_response = MockLLMResult(generations=[[MockGeneration(response_message)]])
+
+    handler.on_llm_end(mock_response, run_id=run_id)
+
+    assert mock_ctx.data_engine.record_trace.call_count == 3
+    call2_args, call2_kwargs = mock_ctx.data_engine.record_trace.call_args_list[1]
+    assert call2_kwargs["type"] == "llm_call"
+    assert call2_kwargs["status"] == "success"
+    assert call2_kwargs["step_id"] == mock_step_id
+    assert call2_kwargs["payload"]["messages"][0]["content"] == "Hello LLM"
+    assert call2_kwargs["payload"]["response"][0]["content"] == "Hello User"
+    assert isinstance(call2_kwargs.get("duration"), float)
+    assert call2_kwargs["duration"] >= 0.0
+
+    call3_args, call3_kwargs = mock_ctx.data_engine.record_trace.call_args_list[2]
+    assert call3_kwargs["type"] == "raw_thinking"
+    assert call3_kwargs["parent_trace_id"] == run_id
+    assert call3_kwargs["payload"]["thought"] == "Hello User"
+
+
+def test_callback_handler_chain_parenting():
+    from uuid import uuid4
+    from langchain_core.messages import HumanMessage
+    from artemis.data_engine.trace import DataEngineCallbackHandler, CURRENT_TRACE_ID
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+
+    handler = DataEngineCallbackHandler(mock_ctx)
+
+    agent_run_id = uuid4()
+    chain1_run_id = uuid4()
+    chain2_run_id = uuid4()
+    llm_run_id = uuid4()
+
+    token = CURRENT_TRACE_ID.set(agent_run_id)
+    try:
+        # Simulate chain start (top level, parent is agent_run_id)
+        handler.on_chain_start({}, {}, run_id=chain1_run_id, parent_run_id=None)
+        # Simulate nested chain start (parent is chain1_run_id)
+        handler.on_chain_start({}, {}, run_id=chain2_run_id, parent_run_id=chain1_run_id)
+
+        # Simulate LLM start inside nested chain (parent is chain2_run_id)
+        messages = [[HumanMessage(content="Hello Nested LLM")]]
+        handler.on_chat_model_start(
+            {"name": "test_nested_model"},
+            messages,
+            run_id=llm_run_id,
+            parent_run_id=chain2_run_id,
+        )
+
+        # Verify parent trace ID resolves to agent_run_id (since chains are not recorded)
+        assert mock_ctx.data_engine.record_trace.call_count == 1
+        args, kwargs = mock_ctx.data_engine.record_trace.call_args
+        assert kwargs["parent_trace_id"] == agent_run_id
+
+        # Cleanup
+        handler.on_chain_end({}, run_id=chain2_run_id)
+        handler.on_chain_end({}, run_id=chain1_run_id)
+
+        assert len(handler.chain_parents) == 0
+    finally:
+        CURRENT_TRACE_ID.reset(token)
diff --git a/tests/unit/graph/test_graph.py b/tests/unit/graph/test_graph.py
new file mode 100644
index 0000000..075bf91
--- /dev/null
+++ b/tests/unit/graph/test_graph.py
@@ -0,0 +1,297 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.graph.graph import wrap_note_tool, wrap_update_note_tool
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_wrap_update_note_tool_valid_status_change(tmp_path):
+    base_dir = tmp_path
+    notes_dir = base_dir / "notes"
+    notes_dir.mkdir(parents=True, exist_ok=True)
+    task_plan_path = notes_dir / "task_plan.md"
+
+    original_plan = """# Test Plan
+- [ ] Milestone 1
+  - [ ] Substep 1.1
+- [ ] Milestone 2
+"""
+    task_plan_path.write_text(original_plan, encoding="utf-8")
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = str(base_dir)
+    mock_ctx.execution_setup = None
+
+    mock_original_tool = MagicMock()
+    mock_original_tool.name = "update_note"
+    mock_original_tool.description = "Update a note"
+    mock_original_tool.ainvoke = AsyncMock(return_value="Success")
+
+    async def fake_invoke_tool(tool, args, tool_call_id, state, record_trace=None):
+        content = task_plan_path.read_text(encoding="utf-8")
+        updated = content.replace(args["target"], args["replacement"])
+        task_plan_path.write_text(updated, encoding="utf-8")
+        return "Success"
+
+    target = "- [ ] Milestone 1"
+    replacement = "- [x] Milestone 1"
+
+    with patch(
+        "artemis.graph.graph.invoke_tool_with_injection",
+        side_effect=fake_invoke_tool,
+    ):
+        # Instantiate inside patch context to capture the mocked import locally
+        wrapped_tool = wrap_update_note_tool(mock_ctx, mock_original_tool)
+        result = await wrapped_tool.ainvoke(
+            {
+                "key": "task_plan",
+                "target": target,
+                "replacement": replacement,
+                "tool_call_id": "test_call_id",
+            }
+        )
+
+        assert result == "Success"
+        updated_content = task_plan_path.read_text(encoding="utf-8")
+        assert "- [x] Milestone 1" in updated_content
+        assert "- [ ] Milestone 2" in updated_content
+
+
+@pytest.mark.asyncio
+async def test_wrap_update_note_tool_invalid_milestone_text_change(tmp_path):
+    base_dir = tmp_path
+    notes_dir = base_dir / "notes"
+    notes_dir.mkdir(parents=True, exist_ok=True)
+    task_plan_path = notes_dir / "task_plan.md"
+
+    original_plan = """# Test Plan
+- [ ] Milestone 1
+  - [ ] Substep 1.1
+- [ ] Milestone 2
+"""
+    task_plan_path.write_text(original_plan, encoding="utf-8")
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = str(base_dir)
+    mock_ctx.execution_setup = None
+
+    mock_original_tool = MagicMock()
+    mock_original_tool.name = "update_note"
+    mock_original_tool.ainvoke = AsyncMock(return_value="Success")
+
+    async def fake_invoke_tool(tool, args, tool_call_id, state, record_trace=None):
+        content = task_plan_path.read_text(encoding="utf-8")
+        updated = content.replace(args["target"], args["replacement"])
+        task_plan_path.write_text(updated, encoding="utf-8")
+        return "Success"
+
+    target = "- [ ] Milestone 1"
+    replacement = "- [ ] Milestone Renamed"
+
+    mock_validation = AsyncMock(return_value={"status": "failed", "feedback": "rejected"})
+    with (
+        patch(
+            "artemis.graph.graph.invoke_tool_with_injection",
+            side_effect=fake_invoke_tool,
+        ),
+        patch(
+            "artemis.agents.planner.planner.run_async_planner_validation",
+            mock_validation,
+        ),
+    ):
+        wrapped_tool = wrap_update_note_tool(mock_ctx, mock_original_tool)
+        result = await wrapped_tool.ainvoke(
+            {
+                "key": "task_plan",
+                "target": target,
+                "replacement": replacement,
+                "tool_call_id": "test_call_id",
+            }
+        )
+
+        assert result == "Success"
+        assert mock_ctx.planner_task is not None
+
+
+@pytest.mark.asyncio
+async def test_wrap_update_note_tool_allow_subgoal_changes(tmp_path):
+    base_dir = tmp_path
+    notes_dir = base_dir / "notes"
+    notes_dir.mkdir(parents=True, exist_ok=True)
+    task_plan_path = notes_dir / "task_plan.md"
+
+    original_plan = """# Test Plan
+- [ ] Milestone 1
+  - [ ] Substep 1.1
+- [ ] Milestone 2
+"""
+    task_plan_path.write_text(original_plan, encoding="utf-8")
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = str(base_dir)
+    mock_ctx.execution_setup = None
+
+    mock_original_tool = MagicMock()
+    mock_original_tool.name = "update_note"
+    mock_original_tool.ainvoke = AsyncMock(return_value="Success")
+
+    async def fake_invoke_tool(tool, args, tool_call_id, state, record_trace=None):
+        content = task_plan_path.read_text(encoding="utf-8")
+        updated = content.replace(args["target"], args["replacement"])
+        task_plan_path.write_text(updated, encoding="utf-8")
+        return "Success"
+
+    target = "  - [ ] Substep 1.1"
+    replacement = "  - [x] Substep 1.1 Completed"
+
+    with patch(
+        "artemis.graph.graph.invoke_tool_with_injection",
+        side_effect=fake_invoke_tool,
+    ):
+        wrapped_tool = wrap_update_note_tool(mock_ctx, mock_original_tool)
+        result = await wrapped_tool.ainvoke(
+            {
+                "key": "task_plan",
+                "target": target,
+                "replacement": replacement,
+                "tool_call_id": "test_call_id",
+            }
+        )
+
+        assert result == "Success"
+        updated_content = task_plan_path.read_text(encoding="utf-8")
+        assert "Substep 1.1 Completed" in updated_content
+        assert "- [ ] Milestone 1" in updated_content
+
+
+@pytest.mark.asyncio
+async def test_wrap_note_tool_invalid_rewrite(tmp_path):
+    base_dir = tmp_path
+    notes_dir = base_dir / "notes"
+    notes_dir.mkdir(parents=True, exist_ok=True)
+    task_plan_path = notes_dir / "task_plan.md"
+
+    original_plan = """# Test Plan
+- [ ] Milestone 1
+  - [ ] Substep 1.1
+- [ ] Milestone 2
+"""
+    task_plan_path.write_text(original_plan, encoding="utf-8")
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = str(base_dir)
+    mock_ctx.execution_setup = None
+
+    mock_original_tool = MagicMock()
+    mock_original_tool.name = "save_note"
+    mock_original_tool.ainvoke = AsyncMock(return_value="Success")
+
+    async def fake_invoke_tool(tool, args, tool_call_id, state, record_trace=None):
+        task_plan_path.write_text(args["content"], encoding="utf-8")
+        return "Success"
+
+    corrupted_plan = """# Test Plan
+- [ ] Milestone 1 (Altered)
+- [ ] New Milestone Added
+"""
+
+    mock_validation = AsyncMock(return_value={"status": "failed", "feedback": "rejected"})
+    with (
+        patch(
+            "artemis.graph.graph.invoke_tool_with_injection",
+            side_effect=fake_invoke_tool,
+        ),
+        patch(
+            "artemis.agents.planner.planner.run_async_planner_validation",
+            mock_validation,
+        ),
+    ):
+        wrapped_tool = wrap_note_tool(mock_ctx, mock_original_tool)
+        result = await wrapped_tool.ainvoke(
+            {
+                "key": "task_plan",
+                "content": corrupted_plan,
+                "tool_call_id": "test_call_id",
+            }
+        )
+
+        assert result == "Success"
+        assert mock_ctx.planner_task is not None
+
+
+@pytest.mark.asyncio
+async def test_wrap_note_tool_valid_lexical_drift(tmp_path):
+    from langgraph.types import Command
+    from langchain_core.messages import ToolMessage
+    from artemis.constants import VALIDATOR_MESSAGES_KEY
+
+    base_dir = tmp_path
+    notes_dir = base_dir / "notes"
+    notes_dir.mkdir(parents=True, exist_ok=True)
+    task_plan_path = notes_dir / "task_plan.md"
+
+    original_plan = """# Test Plan
+- [ ] Open the Chrome browser and navigate to youtube.com
+"""
+    task_plan_path.write_text(original_plan, encoding="utf-8")
+
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+    mock_ctx.data_engine.base_dir = str(base_dir)
+    mock_ctx.execution_setup = None
+
+    # Create mock Command result
+    tool_msg = ToolMessage(tool_call_id="test_call_id", content="Success outcome", status="success")
+    mock_command = Command(update={VALIDATOR_MESSAGES_KEY: [tool_msg]})
+
+    mock_original_tool = MagicMock()
+    mock_original_tool.name = "save_note"
+    mock_original_tool.ainvoke = AsyncMock(return_value=mock_command)
+
+    async def fake_invoke_tool(tool, args, tool_call_id, state, record_trace=None):
+        task_plan_path.write_text(args["content"], encoding="utf-8")
+        return mock_command
+
+    # Minor wording change that is semantically valid (similarity ~92%)
+    minor_drift_plan = """# Test Plan
+- [ ] Open Chrome browser and navigate to youtube.com
+"""
+
+    with patch(
+        "artemis.graph.graph.invoke_tool_with_injection",
+        side_effect=fake_invoke_tool,
+    ):
+        wrapped_tool = wrap_note_tool(mock_ctx, mock_original_tool)
+        result = await wrapped_tool.ainvoke(
+            {
+                "key": "task_plan",
+                "content": minor_drift_plan,
+                "tool_call_id": "test_call_id",
+            }
+        )
+
+        assert isinstance(result, Command)
+        assert not hasattr(mock_ctx, "planner_task") or mock_ctx.planner_task is None
+
+        # Verify that the drift plan is actually saved
+        saved_content = task_plan_path.read_text(encoding="utf-8")
+        assert "Open Chrome browser" in saved_content
diff --git a/tests/unit/test_agents.py b/tests/unit/test_agents.py
new file mode 100644
index 0000000..433961d
--- /dev/null
+++ b/tests/unit/test_agents.py
@@ -0,0 +1,146 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for Base Agent Protocol & Lifecycle Registry."""
+
+import pytest
+from typing import Any
+from artemis.agents.base import AgentConfig, AgentRegistry, BaseAgent
+from artemis.agents.validator.failure_analyzer_agent import FailureAnalyzerAgent
+from artemis.agents.validator.recovery_strategies import (
+    RecoveryStrategyRegistry,
+)
+from artemis.drivers.mock.mock_driver import MockDeviceDriver
+
+
+class DummyTestAgent(BaseAgent):
+    """Simple test agent implementing BaseAgent protocol."""
+
+    def __init__(self, config: AgentConfig | None = None, ctx: Any | None = None, **kwargs: Any):
+        super().__init__(
+            name="dummy_test_agent",
+            role="Test Worker",
+            description="Agent used for testing lifecycle transitions.",
+            config=config,
+            ctx=ctx,
+        )
+
+    async def process(self, state: Any) -> dict[str, Any]:
+        return {"status": "success", "processed_state": True}
+
+
+@pytest.mark.asyncio
+async def test_base_agent_lifecycle():
+    """Verify BaseAgent initialization, execution, and cleanup lifecycle."""
+    agent = DummyTestAgent()
+    assert agent.name == "dummy_test_agent"
+    assert not agent._is_initialized
+
+    # 1. Initialize
+    mock_ctx = object()
+    await agent.initialize(mock_ctx)
+    assert agent._is_initialized
+    assert agent.ctx is mock_ctx
+
+    # 2. Process
+    result = await agent.process({})
+    assert result.get("status") == "success"
+    assert result.get("processed_state") is True
+
+    # 3. Cleanup
+    await agent.cleanup()
+    assert not agent._is_initialized
+
+
+def test_agent_registry():
+    """Verify AgentRegistry registers and instantiates agents correctly."""
+    registered = AgentRegistry.list_agents()
+    assert "planner" in registered
+    assert "summarizer" in registered
+    assert "operator" in registered
+    assert "failure_analyzer" in registered
+
+    # Instantiate PlannerAgent via registry
+    planner = AgentRegistry.create_agent("planner", ctx=None)
+    assert planner.name == "planner"
+    assert planner.role == "Strategic Task Planner"
+
+    # Instantiate SummarizerAgent via registry
+    summarizer = AgentRegistry.create_agent("summarizer", ctx=None)
+    assert summarizer.name == "summarizer"
+    assert summarizer.role == "Execution History Summarizer"
+
+    # Instantiate OperatorAgent via registry
+    operator = AgentRegistry.create_agent("operator", ctx=None)
+    assert operator.name == "operator"
+    assert operator.role == "Mobile UI Interaction Operator"
+
+    # Instantiate FailureAnalyzerAgent via registry
+    fa = AgentRegistry.create_agent("failure_analyzer", ctx=None)
+    assert fa.name == "failure_analyzer"
+    assert fa.role == "Autonomous Self-Healing Failure Analyzer"
+
+
+def test_agent_config():
+    """Verify AgentConfig parameters can be customized."""
+    config = AgentConfig(
+        model_name="gemini-2.5-pro",
+        temperature=0.7,
+        max_tokens=2048,
+        enabled_tools=["click", "swipe"],
+    )
+    agent = DummyTestAgent(config=config)
+    assert agent.config.model_name == "gemini-2.5-pro"
+    assert agent.config.temperature == 0.7
+    assert agent.config.enabled_tools == ["click", "swipe"]
+
+
+@pytest.mark.asyncio
+async def test_recovery_strategies_and_failure_analyzer():
+    """Verify self-healing recovery strategies and FailureAnalyzerAgent execution."""
+    driver = MockDeviceDriver(device_id="mock-rec-1")
+
+    # 1. Test dialog dismissal strategy
+    dialog_ctx = {"category": "ui_obstruction", "error_message": "Unexpected permission popup"}
+    dialog_res = await RecoveryStrategyRegistry.attempt_recovery(driver, dialog_ctx)
+    assert dialog_res is not None
+    assert dialog_res.success
+    assert dialog_res.action_type.value == "dismiss_dialog"
+    assert driver.action_history[-1].get("key") == "back"
+
+    # 2. Test navigate back strategy
+    nav_ctx = {"category": "wrong_screen"}
+    nav_res = await RecoveryStrategyRegistry.attempt_recovery(driver, nav_ctx)
+    assert nav_res is not None
+    assert nav_res.success
+    assert nav_res.action_type.value == "navigate_back"
+
+    # 3. Test scroll and search strategy
+    scroll_ctx = {"category": "element_not_found", "scroll_direction": "down"}
+    scroll_res = await RecoveryStrategyRegistry.attempt_recovery(driver, scroll_ctx)
+    assert scroll_res is not None
+    assert scroll_res.success
+    assert scroll_res.action_type.value == "scroll_and_retry"
+
+    # 4. Test FailureAnalyzerAgent process
+    class MockContext:
+        pass
+
+    ctx = MockContext()
+    setattr(ctx, "_active_driver", driver)
+
+    fa_agent = FailureAnalyzerAgent(ctx=ctx)
+    fa_result = await fa_agent.process({"failure_context": {"category": "wrong_screen"}})
+    assert fa_result["status"] == "recovered"
+    assert fa_result["recovery_action"] == "navigate_back"
diff --git a/tests/unit/test_await.py b/tests/unit/test_await.py
new file mode 100644
index 0000000..0e3c816
--- /dev/null
+++ b/tests/unit/test_await.py
@@ -0,0 +1,30 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+
+
+async def f():
+    return [1, 2]
+
+
+async def m():
+    try:
+        val = await f()[-1]
+        print(val)
+    except Exception as e:
+        print(repr(e))
+
+
+asyncio.run(m())
diff --git a/tests/unit/test_cli.py b/tests/unit/test_cli.py
new file mode 100644
index 0000000..e20fcb3
--- /dev/null
+++ b/tests/unit/test_cli.py
@@ -0,0 +1,65 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for ARTEMIS Unified CLI application."""
+
+from typer.testing import CliRunner
+from artemis.interfaces.cli.main import app
+
+runner = CliRunner()
+
+
+def test_cli_help():
+    """Verify top-level CLI help returns status 0 and lists core subcommands."""
+    result = runner.invoke(app, ["--help"])
+    assert result.exit_code == 0
+    assert "Artemis: Autonomous Multimodal Android Agent" in result.output
+    assert "run" in result.output
+    assert "batch" in result.output
+    assert "bench" in result.output
+    assert "server" in result.output
+    assert "trace" in result.output
+    assert "mcp" in result.output
+
+
+def test_cli_version():
+    """Verify --version returns version banner."""
+    result = runner.invoke(app, ["--version"])
+    assert result.exit_code == 0
+    assert "Artemis Agent Platform" in result.output
+
+
+def test_cli_run_help():
+    """Verify 'artemis run --help' displays execution options."""
+    result = runner.invoke(app, ["run", "--help"])
+    assert result.exit_code == 0
+    assert "--profile" in result.output
+    assert "--locked-app" in result.output
+    assert "--traces-path" in result.output
+
+
+def test_cli_batch_help():
+    """Verify 'artemis batch --help' displays batch options."""
+    result = runner.invoke(app, ["batch", "--help"])
+    assert result.exit_code == 0
+    assert "--file" in result.output
+    assert "--delay" in result.output
+
+
+def test_cli_trace_help():
+    """Verify 'artemis trace --help' lists trace subcommands."""
+    result = runner.invoke(app, ["trace", "--help"])
+    assert result.exit_code == 0
+    assert "list" in result.output
+    assert "view" in result.output
diff --git a/tests/unit/test_config_package.py b/tests/unit/test_config_package.py
new file mode 100644
index 0000000..18cf71c
--- /dev/null
+++ b/tests/unit/test_config_package.py
@@ -0,0 +1,541 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for the unified artemis.config package."""
+
+from pathlib import Path
+import tempfile
+from unittest.mock import MagicMock
+import pytest
+from pydantic import SecretStr
+
+from artemis.config import (
+    CONFIG_DIR,
+    ROOT_DIR,
+    AgentGlobalConfig,
+    LLMConfig,
+    OutputConfig,
+    Settings,
+    cleanup_temp_dir,
+    clear_ipc_port,
+    clear_ls_address,
+    deep_merge_llm_config,
+    get_app_dir,
+    get_config_path,
+    get_data_engine_db_path,
+    get_default_llm_config,
+    get_default_traces_path,
+    get_temp_dir,
+    get_traces_dir,
+    load_agent_config,
+    read_ipc_port,
+    read_ls_address,
+    record_events,
+    write_ipc_port,
+    write_ls_address,
+)
+
+
+def test_paths_and_directories():
+    """Verify central path resolution."""
+    assert ROOT_DIR.exists()
+    assert (ROOT_DIR / "artemis").exists()
+    assert CONFIG_DIR.exists()
+    assert (CONFIG_DIR / "artemis.jsonc").exists()
+
+    app_dir = get_app_dir()
+    assert isinstance(app_dir, Path)
+
+    traces_path = get_default_traces_path()
+    assert isinstance(traces_path, Path)
+    assert get_traces_dir() == traces_path
+
+    db_path = get_data_engine_db_path()
+    assert db_path.name == "data_engine.db"
+
+    temp_dir = get_temp_dir("test_subfolder")
+    assert temp_dir.exists()
+    assert temp_dir.name == "test_subfolder"
+
+
+def test_config_file_resolver():
+    """Test get_config_path for unified artemis.jsonc."""
+    artemis_path = get_config_path("artemis.jsonc")
+    assert artemis_path.exists()
+
+    with pytest.raises(FileNotFoundError):
+        get_config_path("non_existent_config_12345.json")
+
+
+def test_settings_and_api_key_fallbacks(monkeypatch):
+    """Test Settings model, API key fallbacks, and get/set methods."""
+    monkeypatch.delenv("GOOGLE_API_KEY", raising=False)
+    monkeypatch.delenv("GEMINI_API_KEY", raising=False)
+    monkeypatch.delenv("GCP_API_KEY", raising=False)
+    monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+
+    custom_settings = Settings(
+        _env_file=None,
+        GOOGLE_API_KEY=None,
+        GEMINI_API_KEY=SecretStr("gemini_key_123"),
+        OPENAI_API_KEY=SecretStr("openai_key_456"),
+        OCR_API_KEY=SecretStr("ocr_key_789"),
+    )
+    # Automatic fallback should populate GOOGLE_API_KEY from GEMINI_API_KEY
+    assert custom_settings.GOOGLE_API_KEY is not None
+    assert custom_settings.GOOGLE_API_KEY.get_secret_value() == "gemini_key_123"
+    assert custom_settings.get_api_key("ocr").get_secret_value() == "ocr_key_789"
+
+    assert custom_settings.get_api_key("google").get_secret_value() == "gemini_key_123"
+    assert custom_settings.get_api_key("gemini").get_secret_value() == "gemini_key_123"
+    assert custom_settings.get_api_key("openai").get_secret_value() == "openai_key_456"
+    assert custom_settings.get_api_key("nonexistent") is None
+
+    # Test dynamic set_api_key
+    custom_settings.set_api_key("xai", "xai_test_key", persist_to_env=False)
+    assert custom_settings.get_api_key("xai").get_secret_value() == "xai_test_key"
+
+
+def test_llm_config_parsing_and_merging():
+    """Test LLMConfig parsing, agent querying, and deep merging."""
+    llm_cfg = get_default_llm_config()
+    assert isinstance(llm_cfg, LLMConfig)
+    assert llm_cfg.planner.provider in ("google", "openai", "openrouter", "xai", "vertexai")
+    assert llm_cfg.get_agent("planner") is not None
+    assert llm_cfg.get_utils("hopper") is not None
+
+    # Deep merge overrides
+    overrides = {
+        "planner": {
+            "model": "custom-model-v1",
+            "temperature": 0.7,
+        }
+    }
+    merged = deep_merge_llm_config(llm_cfg, overrides)
+    assert merged.planner.model == "custom-model-v1"
+    assert merged.planner.temperature == 0.7
+
+
+def test_agent_config_loading():
+    """Test AgentGlobalConfig parsing from agent_config.json / artemis.jsonc."""
+    agent_cfg = load_agent_config()
+    assert isinstance(agent_cfg, AgentGlobalConfig)
+    assert "operator" in agent_cfg.explorer_versions
+    assert agent_cfg.explorer.default_version == "flash"
+    assert agent_cfg.explorer.flash_mode == "flash"
+    assert agent_cfg.explorer.pro_mode == "flash"
+    assert agent_cfg.explorer.caching is True
+    assert "explorer" in agent_cfg.blacklisted_tools
+    assert agent_cfg.video_analyzer.enable_ledger is True
+    assert agent_cfg.planner_validation.enabled is False
+    assert agent_cfg.planner_validation.similarity_threshold == 0.85
+    assert agent_cfg.committee.enabled is False
+    assert agent_cfg.committee.debate_rounds == 2
+    assert agent_cfg.checker.enabled is False
+    assert agent_cfg.checker.max_iterations == 20
+    assert agent_cfg.checker.max_chat_rounds == 4
+    assert agent_cfg.outputter.enabled is True
+    assert agent_cfg.outputter.force_synthesis is False
+    assert agent_cfg.flash.max_turns == 30
+    assert agent_cfg.flash.explorer_mode == "flash"
+    assert agent_cfg.pro.explorer.mode == "flash"
+    assert agent_cfg.pro.checker.enabled is False
+    assert agent_cfg.pro.committee.enabled is False
+    assert agent_cfg.pro.planner_validation.enabled is False
+    assert agent_cfg.pro.video_analyzer.enable_ledger is True
+
+
+def test_output_config_and_recording():
+    """Test OutputConfig behavior and event recording."""
+    cfg = OutputConfig(output_description="Output a valid JSON summary")
+    assert cfg.needs_structured_format() is True
+
+    cfg_disabled = OutputConfig(output_description="Output JSON", enable_outputter=False)
+    assert cfg_disabled.needs_structured_format() is False
+
+    cfg_forced = OutputConfig(force_synthesis=True)
+    assert cfg_forced.needs_structured_format() is True
+
+    with tempfile.TemporaryDirectory() as tmpdir:
+        output_file = Path(tmpdir) / "events.json"
+        events_data = [{"event": "test_event", "status": "ok"}]
+        record_events(output_file, events_data)
+        assert output_file.exists()
+        assert "test_event" in output_file.read_text(encoding="utf-8")
+
+
+def test_runtime_state_and_ipc():
+    """Test IPC port and LS address state helpers."""
+    # Test IPC port
+    write_ipc_port(49152)
+    assert read_ipc_port() == 49152
+    clear_ipc_port()
+
+    # Test LS address
+    write_ls_address("localhost:12345")
+    assert read_ls_address() == "localhost:12345"
+    clear_ls_address()
+
+    # Test temp dir cleanup
+    test_temp_sub = get_temp_dir("test_cleanup_dir")
+    test_temp_file = test_temp_sub / "temp_marker.txt"
+    test_temp_file.write_text("temporary data")
+    assert test_temp_file.exists()
+
+    deleted = cleanup_temp_dir("test_cleanup_dir")
+    assert deleted >= 1
+    assert not test_temp_file.exists()
+
+
+def test_planner_validation_builder_and_milestones():
+    """Test AgentConfigBuilder methods for planner validation and validate_milestones threshold."""
+    from artemis.sdk.builders.agent_config_builder import AgentConfigBuilder
+    from artemis.graph.graph import validate_milestones
+
+    # Default builder inherits from artemis.jsonc (enabled=False, similarity_threshold=0.85)
+    builder = AgentConfigBuilder()
+    cfg = builder.build()
+    assert cfg.disable_planner_validation is True
+    assert cfg.planner_validation_threshold == 0.85
+
+    # Fluent enabling
+    cfg_enabled = (
+        AgentConfigBuilder()
+        .with_planner_validation(enabled=True, similarity_threshold=0.90)
+        .build()
+    )
+    assert cfg_enabled.disable_planner_validation is False
+    assert cfg_enabled.planner_validation_threshold == 0.90
+
+    # Fluent disabling
+    cfg_disabled = AgentConfigBuilder().with_disable_planner_validation(True).build()
+    assert cfg_disabled.disable_planner_validation is True
+
+    # Test validate_milestones with custom thresholds
+    before = "- [ ] Tap Login button\n- [ ] Enter password"
+    after_minor = "- [ ] Tap the Login button\n- [ ] Enter password"
+    # Minor edit has ~0.94 similarity
+    assert validate_milestones(before, after_minor, similarity_threshold=0.85) is False
+    assert validate_milestones(before, after_minor, similarity_threshold=0.98) is True
+
+
+@pytest.mark.asyncio
+async def test_committee_builder_and_graph_mounting():
+    """Test AgentConfigBuilder committee methods and graph mounting."""
+    from artemis.context import ArtemisContext, DeviceContext, DevicePlatform, ExecutionSetup
+    from artemis.graph.graph import get_graph
+    from artemis.sdk.builders.agent_config_builder import AgentConfigBuilder
+
+    # Default: disabled
+    cfg_default = AgentConfigBuilder().build()
+    assert cfg_default.enable_committee is False
+    assert cfg_default.committee_debate_rounds == 2
+
+    # Enabled via builder
+    cfg_enabled = AgentConfigBuilder().with_committee(enabled=True, debate_rounds=3).build()
+    assert cfg_enabled.enable_committee is True
+    assert cfg_enabled.committee_debate_rounds == 3
+
+    # Test mounting in graph
+    device = DeviceContext(
+        host_platform="LINUX",
+        mobile_platform=DevicePlatform.ANDROID,
+        device_id="dummy",
+        device_width=1080,
+        device_height=2400,
+    )
+    ctx_disabled = ArtemisContext(
+        device=device,
+        execution_setup=ExecutionSetup(enable_committee=False),
+    )
+    graph_disabled = await get_graph(ctx_disabled)
+    op_node_disabled = graph_disabled.nodes.get("operator")
+    assert op_node_disabled is not None
+    # Verify ask_committee is not mounted when disabled
+    op_tools_disabled = [t.name for t in op_node_disabled.bound.afunc.tools]
+    assert "ask_committee" not in op_tools_disabled
+
+    ctx_enabled = ArtemisContext(
+        device=device,
+        execution_setup=ExecutionSetup(enable_committee=True, committee_debate_rounds=3),
+    )
+    graph_enabled = await get_graph(ctx_enabled)
+    op_node_enabled = graph_enabled.nodes.get("operator")
+    assert op_node_enabled is not None
+    # Verify ask_committee is mounted when enabled
+    op_tools_enabled = [t.name for t in op_node_enabled.bound.afunc.tools]
+    assert "ask_committee" in op_tools_enabled
+
+
+def test_checker_builder_and_context_propagation():
+    """Test AgentConfigBuilder methods and context propagation for checker."""
+    from unittest.mock import MagicMock
+    from artemis.context import ArtemisContext, DeviceContext, DevicePlatform
+    from artemis.sdk.agent import Agent
+    from artemis.sdk.builders.agent_config_builder import AgentConfigBuilder
+
+    # Default builder inherits from artemis.jsonc (enabled=False, max_iterations=20, max_chat_rounds=4)
+    builder = AgentConfigBuilder()
+    cfg = builder.build()
+    assert cfg.disable_checker is True
+    assert cfg.checker_max_iterations == 20
+    assert cfg.checker_max_chat_rounds == 4
+
+    # Fluent enabling
+    cfg_enabled = (
+        AgentConfigBuilder()
+        .with_checker(enabled=True, max_iterations=25, max_chat_rounds=5)
+        .build()
+    )
+    assert cfg_enabled.disable_checker is False
+    assert cfg_enabled.checker_max_iterations == 25
+    assert cfg_enabled.checker_max_chat_rounds == 5
+
+    # Fluent disabling
+    cfg_disabled = AgentConfigBuilder().with_disable_checker(True).build()
+    assert cfg_disabled.disable_checker is True
+
+    # Test propagation to ExecutionSetup via Agent._prepare_tracing
+    agent = Agent(config=cfg_enabled)
+    device = DeviceContext(
+        host_platform="LINUX",
+        mobile_platform=DevicePlatform.ANDROID,
+        device_id="dummy",
+        device_width=1080,
+        device_height=2400,
+    )
+    ctx = ArtemisContext(device=device)
+    mock_task = MagicMock()
+    mock_task.get_name.return_value = "test_task"
+    mock_task.request.record_trace = False
+    mock_task.request.name = "test_task"
+    mock_task.request.profile = None
+    mock_task.request.goal = "Test goal"
+    agent._prepare_tracing(mock_task, ctx)
+
+    assert ctx.execution_setup is not None
+    assert ctx.execution_setup.disable_checker is False
+    assert ctx.execution_setup.checker_max_iterations == 25
+    assert ctx.execution_setup.checker_max_chat_rounds == 5
+
+
+def test_explorer_builder_and_resolution(monkeypatch):
+    """Test AgentConfigBuilder explorer methods and multi-tier resolution logic."""
+    from artemis.context import ArtemisContext, DeviceContext, DevicePlatform
+    from artemis.sdk.agent import Agent
+    from artemis.sdk.builders.agent_config_builder import AgentConfigBuilder
+    from artemis.tools.explorer_tool import resolve_explorer_version
+
+    # Default builder inherits from artemis.jsonc (default="flash", flash_mode="flash", pro_mode="flash", caching=True)
+    builder = AgentConfigBuilder()
+    cfg = builder.build()
+    assert cfg.explorer.default_version == "flash"
+    assert cfg.explorer.flash_mode == "flash"
+    assert cfg.explorer.pro_mode == "flash"
+    assert cfg.explorer.caching is True
+
+    # Fluent configuration with with_explorer
+    cfg_custom = (
+        AgentConfigBuilder()
+        .with_explorer(
+            version="pro",
+            flash_mode="flash",
+            pro_mode="ultra",
+            caching=False,
+            versions={"operator": "ultra", "validator": "pro"},
+        )
+        .build()
+    )
+    assert cfg_custom.explorer.default_version == "pro"
+    assert cfg_custom.explorer.flash_mode == "flash"
+    assert cfg_custom.explorer.pro_mode == "ultra"
+    assert cfg_custom.explorer.caching is False
+    assert cfg_custom.explorer_versions["operator"] == "ultra"
+    assert cfg_custom.explorer_versions["validator"] == "pro"
+
+    # Fluent configuration with with_explorer_version shorthand
+    cfg_shorthand = AgentConfigBuilder().with_explorer_version("ultra").build()
+    assert cfg_shorthand.explorer.default_version == "ultra"
+
+    # Context setup for resolution tests
+    device = DeviceContext(
+        host_platform="LINUX",
+        mobile_platform=DevicePlatform.ANDROID,
+        device_id="dummy",
+        device_width=1080,
+        device_height=2400,
+    )
+    ctx = ArtemisContext(device=device, agent_config=cfg_custom)
+
+    # 1. Explicit override takes highest priority
+    assert resolve_explorer_version(ctx, explicit_version="flash") == "flash"
+    assert resolve_explorer_version(ctx, explicit_version="pro") == "pro"
+    assert resolve_explorer_version(ctx, explicit_version="ultra") == "ultra"
+
+    # 2. Environment variable override
+    monkeypatch.setenv("ARTEMIS_EXPLORER_VERSION", "ultra")
+    assert resolve_explorer_version(ctx) == "ultra"
+    monkeypatch.delenv("ARTEMIS_EXPLORER_VERSION", raising=False)
+
+    # 3. Per-agent mapping in explorer_versions
+    assert resolve_explorer_version(ctx, agent_or_profile_name="operator") == "ultra"
+    assert resolve_explorer_version(ctx, agent_or_profile_name="validator") == "pro"
+
+    # 4. Pro profile vs Flash profile resolution
+    cfg_profiled = (
+        AgentConfigBuilder()
+        .with_explorer(flash_mode="flash", pro_mode="pro", default_version="flash", versions={})
+        .build()
+    )
+    ctx_profiled = ArtemisContext(device=device, agent_config=cfg_profiled)
+    assert resolve_explorer_version(ctx_profiled, agent_or_profile_name="flash") == "flash"
+    assert resolve_explorer_version(ctx_profiled, agent_or_profile_name="flash_runner") == "flash"
+    assert resolve_explorer_version(ctx_profiled, agent_or_profile_name="pro") == "pro"
+    assert resolve_explorer_version(ctx_profiled, agent_or_profile_name="operator") == "pro"
+
+    # 5. Propagation to ExecutionSetup via Agent._prepare_tracing
+    agent = Agent(config=cfg_custom)
+    mock_task = MagicMock()
+    mock_task.get_name.return_value = "explorer_test_task"
+    mock_task.request.record_trace = False
+    mock_task.request.name = "explorer_test_task"
+    mock_task.request.profile = None
+    mock_task.request.goal = "Test explorer propagation"
+    agent._prepare_tracing(mock_task, ctx)
+
+    assert ctx.execution_setup is not None
+    assert ctx.execution_setup.explorer_version == "pro"
+    assert ctx.execution_setup.explorer_flash_mode == "flash"
+    assert ctx.execution_setup.explorer_pro_mode == "ultra"
+    assert ctx.execution_setup.explorer_caching is False
+
+
+def test_outputter_builder_and_context_propagation():
+    """Test AgentConfigBuilder outputter methods and propagation to ExecutionSetup."""
+    from artemis.context import ArtemisContext, DeviceContext, DevicePlatform
+    from artemis.sdk.agent import Agent
+    from artemis.sdk.builders.agent_config_builder import AgentConfigBuilder
+
+    # Default builder inherits from artemis.jsonc (enabled=True, force_synthesis=False)
+    builder = AgentConfigBuilder()
+    cfg = builder.build()
+    assert cfg.disable_outputter is False
+    assert cfg.outputter.enabled is True
+    assert cfg.outputter.force_synthesis is False
+
+    # Fluent configuration with with_outputter
+    cfg_custom = AgentConfigBuilder().with_outputter(enabled=True, force_synthesis=True).build()
+    assert cfg_custom.disable_outputter is False
+    assert cfg_custom.outputter.enabled is True
+    assert cfg_custom.outputter.force_synthesis is True
+
+    # Fluent disabling with with_disable_outputter
+    cfg_disabled = AgentConfigBuilder().with_disable_outputter(True).build()
+    assert cfg_disabled.disable_outputter is True
+    assert cfg_disabled.outputter.enabled is False
+
+    # Test propagation to ExecutionSetup via Agent._prepare_tracing
+    device = DeviceContext(
+        host_platform="LINUX",
+        mobile_platform=DevicePlatform.ANDROID,
+        device_id="dummy",
+        device_width=1080,
+        device_height=2400,
+    )
+    ctx = ArtemisContext(device=device)
+    agent = Agent(config=cfg_custom)
+    mock_task = MagicMock()
+    mock_task.get_name.return_value = "outputter_test_task"
+    mock_task.request.record_trace = False
+    mock_task.request.name = "outputter_test_task"
+    mock_task.request.profile = None
+    mock_task.request.goal = "Test outputter propagation"
+    agent._prepare_tracing(mock_task, ctx)
+
+    assert ctx.execution_setup is not None
+    assert ctx.execution_setup.disable_outputter is False
+    assert ctx.execution_setup.outputter.enabled is True
+    assert ctx.execution_setup.outputter.force_synthesis is True
+
+
+def test_categorized_flash_and_pro_profile_builders():
+    """Test with_flash_config and with_pro_config fluent builders and bidirectional sync."""
+    from artemis.config.agent import AgentGlobalConfig
+    from artemis.sdk.builders.agent_config_builder import AgentConfigBuilder
+
+    # 1. Test with_flash_config
+    cfg_flash = AgentConfigBuilder().with_flash_config(max_turns=15, explorer_mode="flash").build()
+    assert cfg_flash.flash.max_turns == 15
+    assert cfg_flash.flash.explorer_mode == "flash"
+    assert cfg_flash.explorer.flash_mode == "flash"
+
+    # 2. Test with_pro_config
+    cfg_pro = (
+        AgentConfigBuilder()
+        .with_pro_config(
+            explorer_mode="ultra",
+            planner_validation=True,
+            committee=True,
+            checker=True,
+            video_ledger=False,
+        )
+        .build()
+    )
+    assert cfg_pro.pro.explorer.mode == "ultra"
+    assert cfg_pro.explorer.pro_mode == "ultra"
+    assert cfg_pro.disable_planner_validation is False
+    assert cfg_pro.enable_committee is True
+    assert cfg_pro.disable_checker is False
+    assert cfg_pro.enable_video_ledger is False
+
+    # 3. Test AgentGlobalConfig bidirectional synchronization
+    raw_dict = {
+        "flash": {"max_turns": 25, "explorer_mode": "flash"},
+        "pro": {
+            "explorer": {"mode": "pro", "caching": False},
+            "checker": {"enabled": True, "max_iterations": 10},
+            "committee": {"enabled": True, "debate_rounds": 4},
+        },
+    }
+    synced = AgentGlobalConfig.model_validate(raw_dict)
+    assert synced.flash.max_turns == 25
+    assert synced.explorer.flash_mode == "flash"
+    assert synced.explorer.pro_mode == "pro"
+    assert synced.explorer.caching is False
+    assert synced.checker.enabled is True
+    assert synced.checker.max_iterations == 10
+    assert synced.committee.enabled is True
+    assert synced.committee.debate_rounds == 4
+
+
+def test_agent_config_environment_variable_overrides(monkeypatch):
+    """Test environment variable overrides for AgentGlobalConfig switches."""
+    from artemis.config.agent import load_agent_config
+
+    monkeypatch.setenv("ARTEMIS_CHECKER_ENABLED", "true")
+    monkeypatch.setenv("ARTEMIS_COMMITTEE_ENABLED", "1")
+    monkeypatch.setenv("ARTEMIS_PLANNER_VALIDATION_ENABLED", "yes")
+    monkeypatch.setenv("ARTEMIS_OUTPUTTER_ENABLED", "false")
+    monkeypatch.setenv("ARTEMIS_VIDEO_LEDGER_ENABLED", "0")
+
+    cfg = load_agent_config()
+    assert cfg.checker.enabled is True
+    assert cfg.pro.checker.enabled is True
+    assert cfg.committee.enabled is True
+    assert cfg.pro.committee.enabled is True
+    assert cfg.planner_validation.enabled is True
+    assert cfg.pro.planner_validation.enabled is True
+    assert cfg.outputter.enabled is False
+    assert cfg.video_analyzer.enable_ledger is False
+    assert cfg.pro.video_analyzer.enable_ledger is False
diff --git a/tests/unit/test_context.py b/tests/unit/test_context.py
new file mode 100644
index 0000000..c93d267
--- /dev/null
+++ b/tests/unit/test_context.py
@@ -0,0 +1,30 @@
+import asyncio
+import pytest
+from artemis.context import ArtemisContext, DeviceContext, DevicePlatform
+
+
+@pytest.mark.asyncio
+async def test_artemis_context_waits_for_background_tasks():
+    device = DeviceContext(
+        host_platform="LINUX",
+        mobile_platform=DevicePlatform.ANDROID,
+        device_id="dummy",
+        device_width=1080,
+        device_height=2400,
+    )
+
+    context = ArtemisContext(device=device)
+
+    task_run = False
+
+    async def dummy_task():
+        nonlocal task_run
+        await asyncio.sleep(0.1)
+        task_run = True
+
+    async with context:
+        task = asyncio.create_task(dummy_task())
+        context.background_tasks.append(task)
+
+    # After exiting the context, the task should have run to completion
+    assert task_run is True
diff --git a/tests/unit/test_drivers.py b/tests/unit/test_drivers.py
new file mode 100644
index 0000000..9c38a10
--- /dev/null
+++ b/tests/unit/test_drivers.py
@@ -0,0 +1,91 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for Unified Base Device Driver and implementations."""
+
+import pytest
+from unittest.mock import MagicMock
+
+from artemis.drivers.base import KeyCode, ScreenData, SwipeDirection
+from artemis.drivers.mock.mock_driver import MockDeviceDriver
+from artemis.drivers.android.adb_driver import AndroidAdbDriver
+
+
+@pytest.mark.asyncio
+async def test_mock_driver_actions():
+    """Verify MockDeviceDriver records and performs all core actions."""
+    driver = MockDeviceDriver(device_id="test-mock", width=1080, height=2400)
+    assert driver.device_id == "test-mock"
+    assert driver.screen_size == (1080, 2400)
+
+    # 1. Screen data
+    screen_data = await driver.get_screen_data()
+    assert isinstance(screen_data, ScreenData)
+    assert screen_data.width == 1080
+    assert screen_data.height == 2400
+    assert screen_data.screenshot_base64 is not None
+
+    # 2. Tap
+    assert await driver.tap(500, 1000) is True
+    assert driver.action_history[-1]["action"] == "tap"
+    assert driver.action_history[-1]["x"] == 500
+
+    # 3. Swipe
+    assert await driver.swipe(100, 200, 300, 400) is True
+    assert driver.action_history[-1]["action"] == "swipe"
+
+    # 4. Swipe direction
+    assert await driver.swipe_direction(SwipeDirection.UP) is True
+    assert driver.action_history[-1]["direction"] == "up"
+
+    # 5. Input text
+    assert await driver.input_text("Hello Artemis") is True
+    assert driver.action_history[-1]["text"] == "Hello Artemis"
+
+    # 6. Press key
+    assert await driver.press_key(KeyCode.HOME) is True
+    assert driver.action_history[-1]["key"] == "home"
+
+    # 7. App lifecycle
+    assert await driver.launch_app("com.android.settings") is True
+    assert await driver.get_current_package() == "com.android.settings"
+    assert await driver.stop_app("com.android.settings") is True
+
+
+@pytest.mark.asyncio
+async def test_android_driver_with_mock_adb():
+    """Verify AndroidAdbDriver formats shell commands properly."""
+    mock_adb_client = MagicMock()
+    mock_adb_device = MagicMock()
+    mock_adb_client.device.return_value = mock_adb_device
+
+    driver = AndroidAdbDriver(
+        device_id="emulator-5554",
+        adb_client=mock_adb_client,
+        width=1080,
+        height=2400,
+    )
+
+    # Test tap
+    await driver.tap(540, 1200)
+    mock_adb_device.shell.assert_called_with("input tap 540 1200")
+
+    # Test multi-tap
+    await driver.tap(540, 1200, times=3, delay_ms=100)
+    expected_multi = "input tap 540 1200 && sleep 0.100 && input tap 540 1200 && sleep 0.100 && input tap 540 1200"
+    mock_adb_device.shell.assert_called_with(expected_multi)
+
+    # Test press key
+    await driver.press_key(KeyCode.BACK)
+    mock_adb_device.shell.assert_called_with("input keyevent 4")
diff --git a/tests/unit/test_gemini_role.py b/tests/unit/test_gemini_role.py
new file mode 100644
index 0000000..ac8f8dc
--- /dev/null
+++ b/tests/unit/test_gemini_role.py
@@ -0,0 +1,67 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from google import genai
+from google.genai import types
+from google.genai.errors import APIError
+import pytest
+
+
+@pytest.fixture
+def client():
+    """Initializes the Gemini client. Requires GEMINI_API_KEY in environment."""
+    try:
+        return genai.Client()
+    except Exception as e:
+        pytest.skip(f"Could not initialize genai.Client: {e}")
+
+
+def test_gemini_role_tool_fails(client):
+    """Confirm that using role='tool' results in a 400 APIError from Gemini."""
+    contents = [
+        types.Content(
+            role="tool",
+            parts=[types.Part.from_text(text="This is a test payload for tool execution.")],
+        )
+    ]
+
+    with pytest.raises(APIError) as exc_info:
+        client.models.generate_content(
+            model="gemini-3.6-flash",
+            contents=contents,
+        )
+
+    # Assert it failed specifically due to the invalid role string
+    error_msg = str(exc_info.value)
+    assert "Invalid role string" in error_msg or "400" in error_msg
+
+
+def test_gemini_role_user_succeeds(client):
+    """Confirm that using role='user' (which is the correct fix) succeeds."""
+    contents = [
+        types.Content(
+            role="user",
+            parts=[
+                types.Part.from_text(text="Acknowledge this message with 'ok' and nothing else.")
+            ],
+        )
+    ]
+
+    # This should not raise any exceptions
+    response = client.models.generate_content(
+        model="gemini-3.6-flash",
+        contents=contents,
+    )
+
+    assert response.text is not None
diff --git a/tests/unit/test_model_router.py b/tests/unit/test_model_router.py
new file mode 100644
index 0000000..b1097b8
--- /dev/null
+++ b/tests/unit/test_model_router.py
@@ -0,0 +1,211 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for Dynamic Model Router."""
+
+from artemis.llm.router import ModelEndpoint, ModelProvider, ModelRouter
+
+
+def test_model_router_default_routes():
+    """Verify default role routing returns expected models."""
+    router = ModelRouter()
+
+    # Planner route
+    planner_ep = router.get_endpoint("planner")
+    assert planner_ep.provider == ModelProvider.GEMINI
+    assert "pro" in planner_ep.model_name
+
+    # Operator route
+    operator_ep = router.get_endpoint("operator")
+    assert operator_ep.provider == ModelProvider.GEMINI
+    assert "flash" in operator_ep.model_name
+
+
+def test_model_router_custom_route_override():
+    """Verify dynamic role route override."""
+    router = ModelRouter()
+    custom_ep = ModelEndpoint(
+        provider=ModelProvider.OPENAI,
+        model_name="gpt-4o",
+        api_base="https://custom.api.endpoint/v1",
+    )
+    router.set_role_route("operator", custom_ep)
+
+    ep = router.get_endpoint("operator")
+    assert ep.provider == ModelProvider.OPENAI
+    assert ep.model_name == "gpt-4o"
+    assert ep.api_base == "https://custom.api.endpoint/v1"
+
+
+def test_model_router_fallbacks():
+    """Verify fallback endpoint configuration."""
+    router = ModelRouter()
+    fallbacks = [
+        ModelEndpoint(provider=ModelProvider.GEMINI, model_name="gemini-2.5-flash"),
+        ModelEndpoint(provider=ModelProvider.OPENAI, model_name="gpt-4o-mini"),
+    ]
+    router.set_role_route("custom_worker", "gemini-2.5-pro", fallbacks=fallbacks)
+    fb = router.get_fallbacks("custom_worker")
+    assert len(fb) == 2
+    assert fb[0].model_name == "gemini-2.5-flash"
+    assert fb[1].model_name == "gpt-4o-mini"
+
+
+def test_model_router_anthropic_instantiation():
+    """Verify Anthropic Claude model instantiation with thinking budget."""
+    router = ModelRouter()
+    anth_ep = ModelEndpoint(
+        provider=ModelProvider.ANTHROPIC,
+        model_name="claude-3-7-sonnet-20250219",
+        api_key="sk-ant-test-key",
+        reasoning_effort="high",
+    )
+    model = router.instantiate_model(anth_ep)
+    assert model.model == "claude-3-7-sonnet-20250219"
+    assert getattr(model, "thinking", None) == {"type": "enabled", "budget_tokens": 32768}
+
+
+def test_model_router_openai_instantiation():
+    """Verify OpenAI model instantiation with reasoning effort."""
+    router = ModelRouter()
+    oai_ep = ModelEndpoint(
+        provider=ModelProvider.OPENAI,
+        model_name="o3-mini",
+        api_key="sk-test-key",
+        reasoning_effort="medium",
+    )
+    model = router.instantiate_model(oai_ep)
+    assert model.model_name == "o3-mini"
+    assert getattr(model, "reasoning_effort", None) == "medium"
+
+
+def test_robust_chat_model_wrapper_grounding_google():
+    """Verify RobustChatModelWrapper auto-injects google_search and server-side tool config for Gemini."""
+    from artemis.services.llm import RobustChatModelWrapper
+    from langchain_core.tools import tool
+
+    @tool
+    def dummy_tool(query: str) -> str:
+        """A test tool."""
+        return query
+
+    class MockGeminiModel:
+        def __init__(self):
+            self.bound_tools = []
+            self.bound_kwargs = {}
+
+        def bind_tools(self, tools, *args, **kwargs):
+            self.bound_tools = tools
+            self.bound_kwargs = kwargs
+            return self
+
+    # Case 1: enable_grounding=True automatically attaches google_search and tool_config
+    ep_google = ModelEndpoint(
+        provider=ModelProvider.GOOGLE,
+        model_name="gemini-2.5-flash",
+        enable_grounding=True,
+    )
+    wrapper = RobustChatModelWrapper(MockGeminiModel(), endpoint=ep_google)
+    bound = wrapper.bind_tools([dummy_tool])
+
+    assert any(isinstance(t, dict) and "google_search" in t for t in bound.base_model.bound_tools)
+    assert bound.base_model.bound_kwargs.get("tool_config") == {
+        "include_server_side_tool_invocations": True
+    }
+
+    # Case 2: Explicit google_search in tools automatically ensures tool_config
+    ep_google_no_ground = ModelEndpoint(
+        provider=ModelProvider.GOOGLE,
+        model_name="gemini-2.5-flash",
+        enable_grounding=False,
+    )
+    wrapper_explicit = RobustChatModelWrapper(MockGeminiModel(), endpoint=ep_google_no_ground)
+    bound_explicit = wrapper_explicit.bind_tools([dummy_tool, {"google_search": {}}])
+
+    assert any(
+        isinstance(t, dict) and "google_search" in t for t in bound_explicit.base_model.bound_tools
+    )
+    assert bound_explicit.base_model.bound_kwargs.get("tool_config") == {
+        "include_server_side_tool_invocations": True
+    }
+
+
+def test_robust_chat_model_wrapper_grounding_non_google():
+    """Verify RobustChatModelWrapper ignores grounding and strips google_search for non-Google providers."""
+    from artemis.services.llm import RobustChatModelWrapper
+    from langchain_core.tools import tool
+
+    @tool
+    def dummy_tool(query: str) -> str:
+        """A test tool."""
+        return query
+
+    class MockOpenAIModel:
+        def __init__(self):
+            self.bound_tools = []
+            self.bound_kwargs = {}
+
+        def bind_tools(self, tools, *args, **kwargs):
+            self.bound_tools = tools
+            self.bound_kwargs = kwargs
+            return self
+
+    ep_openai = ModelEndpoint(
+        provider=ModelProvider.OPENAI,
+        model_name="gpt-4o",
+        enable_grounding=True,
+    )
+    wrapper = RobustChatModelWrapper(MockOpenAIModel(), endpoint=ep_openai)
+    bound = wrapper.bind_tools([dummy_tool, {"google_search": {}}])
+
+    # Should ignore grounding and strip {"google_search": {}}
+    assert len(bound.base_model.bound_tools) == 1
+    assert bound.base_model.bound_tools[0].name == "dummy_tool"
+    assert "tool_config" not in bound.base_model.bound_kwargs
+
+
+def test_chat_google_generative_ai_process_tool_config_patch():
+    """Verify patched ChatGoogleGenerativeAI preserves include_server_side_tool_invocations even with tool_choice."""
+    from artemis.llm.router import ModelFactory
+    from langchain_google_genai import ChatGoogleGenerativeAI
+    from langchain_core.tools import tool
+
+    @tool
+    def dummy_tool(query: str) -> str:
+        """A test tool."""
+        return query
+
+    # Trigger patching via Google model creation
+    ep = ModelEndpoint(provider=ModelProvider.GOOGLE, model_name="gemini-2.5-flash", api_key="fake")
+    model = ModelFactory.create_model(ep)
+    assert isinstance(model, ChatGoogleGenerativeAI)
+
+    formatted_tools = model._format_tools([dummy_tool, {"google_search": {}}], None)
+
+    # 1. With tool_choice="auto"
+    config_auto = model._process_tool_config("auto", None, formatted_tools)
+    assert config_auto is not None
+    assert config_auto.include_server_side_tool_invocations is True
+
+    # 2. With tool_choice="any"
+    config_any = model._process_tool_config("any", None, formatted_tools)
+    assert config_any is not None
+    assert config_any.include_server_side_tool_invocations is True
+
+    # 3. With explicit tool_config
+    config_explicit = model._process_tool_config(
+        None, {"include_server_side_tool_invocations": True}, formatted_tools
+    )
+    assert config_explicit is not None
+    assert config_explicit.include_server_side_tool_invocations is True
diff --git a/tests/unit/test_planner.py b/tests/unit/test_planner.py
new file mode 100644
index 0000000..c7dcee1
--- /dev/null
+++ b/tests/unit/test_planner.py
@@ -0,0 +1,46 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+from pathlib import Path
+from artemis.agents.planner.planner import run_async_planner_validation
+
+
+class DummyDataEngine:
+    def get_agent_friendly_steps(self):
+        return []
+
+
+class DummyCtx:
+    data_engine = DummyDataEngine()
+    project_dir = str(Path(__file__).resolve().parent.parent.parent)
+
+
+async def test():
+    content_before = "- [/] Click the button\n- [ ] Complete task"
+    content_after = (
+        "- [/] Click the button\n- [ ] Complete task\n- [ ] New subgoal appended at bottom"
+    )
+    res = await run_async_planner_validation(
+        ctx=DummyCtx(),
+        initial_goal="Do the task",
+        content_before=content_before,
+        content_after=content_after,
+        operator_raw_thinking="I need to add a new subgoal",
+        operator_native_thinking="Thinking...",
+    )
+    print(res)
+
+
+asyncio.run(test())
diff --git a/tests/unit/test_prompt_builder.py b/tests/unit/test_prompt_builder.py
new file mode 100644
index 0000000..948d234
--- /dev/null
+++ b/tests/unit/test_prompt_builder.py
@@ -0,0 +1,56 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for OperatorPromptBuilder and LoopDetector."""
+
+from artemis.agents.operator.loop_detector import LoopDetector
+from artemis.agents.operator.prompt_builder import OperatorPromptBuilder
+
+
+def test_operator_prompt_builder():
+    """Verify prompt rendering formats variables correctly."""
+    system_msg = OperatorPromptBuilder.build_system_message()
+    assert "ARTEMIS Operator" in system_msg
+    assert "click" in system_msg
+
+    human_msg = OperatorPromptBuilder.build_human_message(
+        goal="Open Settings",
+        sub_goal="Tap Network & internet",
+        current_turn=2,
+        history="1. Tapped Settings icon",
+    )
+    assert "Open Settings" in human_msg
+    assert "Tap Network & internet" in human_msg
+    assert "Current Turn: 2" in human_msg
+
+
+def test_loop_detector():
+    """Verify loop detector flags repeated action sequences."""
+    detector = LoopDetector(repetition_threshold=3)
+    assert not detector.is_loop_detected()
+
+    # Record distinct actions
+    detector.record_action("click", {"target": [100, 200]})
+    detector.record_action("swipe", {"action": "up"})
+    assert not detector.is_loop_detected()
+
+    # Record 3 identical actions
+    detector.record_action("click", {"target": [500, 500]})
+    detector.record_action("click", {"target": [500, 500]})
+    detector.record_action("click", {"target": [500, 500]})
+    assert detector.is_loop_detected()
+
+    # Reset
+    detector.reset()
+    assert not detector.is_loop_detected()
diff --git a/tests/unit/test_sdk.py b/tests/unit/test_sdk.py
new file mode 100644
index 0000000..7a886e7
--- /dev/null
+++ b/tests/unit/test_sdk.py
@@ -0,0 +1,66 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for the official Python SDK (ArtemisClient, Task, TaskResult)."""
+
+import pytest
+from artemis import ArtemisClient, Task, TaskResult
+
+
+@pytest.mark.asyncio
+async def test_artemis_client_run_mock():
+    """Verify ArtemisClient runs a task through the execution pipeline."""
+    client = ArtemisClient(device_id="mock-test-dev", default_profile="pro")
+    assert client.device_id == "mock-test-dev"
+    assert client.default_profile == "pro"
+
+    result = await client.run(goal="Open Settings and enable Dark Theme")
+    assert isinstance(result, TaskResult)
+    assert result.status in ("completed", "running", "success")
+    assert result.trace_id.startswith("trace_") or len(result.trace_id) > 0
+
+
+def test_task_model_validation():
+    """Verify Task validation and default arguments."""
+    task = Task(goal="Search for flight prices", profile="flash", device_id="emulator-5554")
+    assert task.goal == "Search for flight prices"
+    assert task.profile == "flash"
+    assert task.device_id == "emulator-5554"
+    assert task.max_turns == 30
+    assert task.locked_package is None
+
+
+@pytest.mark.asyncio
+async def test_artemis_client_stream_run():
+    """Verify ArtemisClient.stream_run yields real-time StreamEvents."""
+    from artemis import StreamEvent, StreamEventType
+
+    client = ArtemisClient(device_id="mock-stream-dev", default_profile="flash")
+    collected_events: list[StreamEvent] = []
+
+    def on_event(ev: StreamEvent):
+        collected_events.append(ev)
+
+    events: list[StreamEvent] = []
+    async for event in client.stream_run(
+        goal="Test streaming UI action flow",
+        profile="flash",
+        callbacks=[on_event],
+    ):
+        events.append(event)
+
+    assert len(events) >= 2
+    assert events[0].event_type == StreamEventType.STATUS
+    assert events[0].payload.get("status") == "starting"
+    assert len(collected_events) == len(events)
diff --git a/tests/unit/test_telemetry.py b/tests/unit/test_telemetry.py
new file mode 100644
index 0000000..79cd004
--- /dev/null
+++ b/tests/unit/test_telemetry.py
@@ -0,0 +1,55 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for Telemetry & Span Lifecycle Tracing."""
+
+import pytest
+from pathlib import Path
+from artemis.telemetry.models import SpanType
+from artemis.telemetry.tracer import TelemetryTracer
+
+
+@pytest.mark.asyncio
+async def test_telemetry_span_lifecycle(tmp_path: Path):
+    """Verify TelemetryTracer properly records and persists nested spans."""
+    tracer = TelemetryTracer(trace_id="test-session-001", traces_dir=tmp_path)
+
+    async with tracer.start_span("parent_agent_step", span_type=SpanType.AGENT) as parent_span:
+        assert parent_span.status == "running"
+        assert parent_span.name == "parent_agent_step"
+
+        async with tracer.start_span(
+            "child_device_action", span_type=SpanType.DEVICE_ACTION, payload={"action": "click"}
+        ) as child_span:
+            assert child_span.parent_id == parent_span.span_id
+            assert child_span.payload["action"] == "click"
+
+    # Spans should be persisted in JSONL
+    assert len(tracer.spans) == 2
+    child_recorded = tracer.spans[0]
+    parent_recorded = tracer.spans[1]
+
+    assert child_recorded.name == "child_device_action"
+    assert child_recorded.status == "success"
+    assert child_recorded.duration_ms is not None
+
+    assert parent_recorded.name == "parent_agent_step"
+    assert parent_recorded.status == "success"
+
+    # File existence
+    log_file = tmp_path / "telemetry_spans.jsonl"
+    assert log_file.exists()
+    content = log_file.read_text(encoding="utf-8")
+    assert "child_device_action" in content
+    assert "parent_agent_step" in content
diff --git a/tests/unit/test_tools.py b/tests/unit/test_tools.py
new file mode 100644
index 0000000..010c5b5
--- /dev/null
+++ b/tests/unit/test_tools.py
@@ -0,0 +1,70 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for Universal Tool Protocol and Actions."""
+
+import pytest
+from artemis.drivers.mock.mock_driver import MockDeviceDriver
+from artemis.tools.base import ToolRegistry
+import artemis.tools.actions.device_actions  # noqa: F401 - Register action tools
+
+
+@pytest.mark.asyncio
+async def test_tool_registry_registration():
+    """Verify standard device actions are registered in ToolRegistry."""
+    click_tool = ToolRegistry.get("click")
+    assert click_tool is not None
+    assert click_tool.name == "click"
+    assert click_tool.category == "action"
+
+    swipe_tool = ToolRegistry.get("swipe")
+    assert swipe_tool is not None
+    assert swipe_tool.name == "swipe"
+
+
+@pytest.mark.asyncio
+async def test_tool_execution_with_driver():
+    """Verify tool execution correctly dispatches to MockDeviceDriver."""
+    driver = MockDeviceDriver(width=1000, height=2000)
+
+    # Click normalized [500, 500] -> pixel (500, 1000)
+    result = await ToolRegistry.execute("click", {"target": [500, 500]}, driver=driver, ctx=None)
+    assert "Click" in result or "Clicked" in result
+    assert driver.action_history[-1]["action"] == "tap"
+    assert driver.action_history[-1]["x"] == 500
+    assert driver.action_history[-1]["y"] == 1000
+
+    # Swipe cardinal "up"
+    result = await ToolRegistry.execute("swipe", {"action": "up"}, driver=driver, ctx=None)
+    assert "Swipe" in result or "Swiped" in result
+    assert driver.action_history[-1]["action"] == "swipe_direction"
+
+
+def test_tool_to_genai_declaration():
+    """Verify tools export to Google GenAI FunctionDeclaration properly."""
+    declarations = ToolRegistry.get_genai_declarations(["click", "swipe", "input_text"])
+    assert len(declarations) == 3
+
+    decl_names = [d.name for d in declarations]
+    assert "click" in decl_names
+    assert "swipe" in decl_names
+    assert "input_text" in decl_names
+
+
+def test_tool_to_langchain_tool():
+    """Verify tools export to LangChain BaseTool."""
+    lc_tools = ToolRegistry.get_langchain_tools(ctx=None, names=["click", "press_key"])
+    assert len(lc_tools) == 2
+    assert lc_tools[0].name == "click"
+    assert lc_tools[1].name == "press_key"
diff --git a/tests/unit/test_unified_controller_video.py b/tests/unit/test_unified_controller_video.py
new file mode 100644
index 0000000..c344f75
--- /dev/null
+++ b/tests/unit/test_unified_controller_video.py
@@ -0,0 +1,279 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for UnifiedMobileController video recording and playback features."""
+
+import time
+from unittest.mock import AsyncMock, MagicMock, patch
+from uuid import uuid4
+
+import pytest
+
+from artemis.context import ArtemisContext
+from artemis.controllers.unified_controller import UnifiedMobileController
+from artemis.drivers.mock.mock_driver import MockDeviceDriver
+from artemis.utils.video import (
+    RecordingSession,
+    get_active_session,
+    remove_active_session,
+    set_active_session,
+)
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.device = MagicMock()
+    ctx.device.device_id = "emulator-5554"
+    ctx.device.mobile_platform = "android"
+
+    # DataEngine mock
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.current_session_id = uuid4()
+    ctx.data_engine.session_start_time = time.time()
+    ctx.data_engine.storage = MagicMock()
+
+    # Mock driver
+    mock_driver = MockDeviceDriver(device_id="emulator-5554")
+    ctx._active_driver = mock_driver
+    return ctx
+
+
+@pytest.mark.asyncio
+async def test_unified_controller_start_recording(mock_ctx, tmp_path):
+    controller = UnifiedMobileController(mock_ctx)
+    remove_active_session("emulator-5554")
+
+    # Mock scrcpy subprocess
+    mock_proc = MagicMock()
+    mock_proc.returncode = None
+
+    with patch("asyncio.create_subprocess_exec", AsyncMock(return_value=mock_proc)):
+        with patch("asyncio.sleep", AsyncMock()):
+            res = await controller.start_video_recording(output_dir=tmp_path)
+
+            assert res.success is True
+            assert get_active_session("emulator-5554") is not None
+            assert mock_ctx.data_engine.record_video_start.called
+
+            # Calling start again should report already in progress
+            res2 = await controller.start_video_recording(output_dir=tmp_path)
+            assert res2.success is False
+            assert "already in progress" in res2.message
+
+    remove_active_session("emulator-5554")
+
+
+@pytest.mark.asyncio
+async def test_unified_controller_stop_recording(mock_ctx, tmp_path):
+    controller = UnifiedMobileController(mock_ctx)
+    remove_active_session("emulator-5554")
+
+    # Create dummy recording.mkv
+    mkv_path = tmp_path / "recording.mkv"
+    mkv_path.write_bytes(b"dummy mkv content")
+
+    mock_proc = MagicMock()
+    mock_proc.returncode = None
+    mock_proc.terminate = MagicMock()
+    mock_proc.wait = AsyncMock()
+
+    session = RecordingSession(
+        video_id=uuid4(),
+        device_id="emulator-5554",
+        start_time=time.time() - 10.0,
+        data_engine_start_time=time.time() - 10.0,
+        local_video_path=mkv_path,
+        process=mock_proc,
+    )
+    set_active_session("emulator-5554", session)
+
+    with patch.object(
+        controller,
+        "_convert_mkv_to_mp4",
+        AsyncMock(side_effect=lambda src, dst: dst.write_bytes(b"mp4 content") or True),
+    ):
+        res = await controller.stop_video_recording()
+
+        assert res.success is True
+        assert res.video_path is not None
+        assert str(res.video_path).endswith("recording.mp4")
+        assert get_active_session("emulator-5554") is None
+        assert mock_ctx.data_engine.record_video_stop.called
+
+
+@pytest.mark.asyncio
+async def test_unified_controller_extract_segment_metadata(mock_ctx, tmp_path):
+    controller = UnifiedMobileController(mock_ctx)
+    remove_active_session("emulator-5554")
+
+    mkv_path = tmp_path / "recording.mkv"
+    mkv_path.write_bytes(b"dummy mkv content")
+
+    mock_proc = MagicMock()
+    mock_proc.returncode = None
+
+    session = RecordingSession(
+        video_id=uuid4(),
+        device_id="emulator-5554",
+        start_time=time.time() - 20.0,
+        data_engine_start_time=time.time() - 20.0,
+        local_video_path=mkv_path,
+        process=mock_proc,
+    )
+    set_active_session("emulator-5554", session)
+
+    with patch(
+        "artemis.controllers.unified_controller.trim_video",
+        AsyncMock(side_effect=lambda src, s, e, dst: dst.write_bytes(b"segment mp4") or True),
+    ):
+        res = await controller.extract_segment_metadata(start_time=2.0, end_time=8.0)
+
+        assert res.success is True
+        assert res.video_path is not None
+        assert res.video_path.exists()
+        # Ensure session is still active (not stopped by extraction!)
+        assert get_active_session("emulator-5554") is not None
+    remove_active_session("emulator-5554")
+
+
+def test_data_engine_video_lifecycle(tmp_path):
+    from artemis.data_engine.engine import DataEngine
+    from artemis.context import ArtemisContext
+
+    mock_c = MagicMock(spec=ArtemisContext)
+    mock_c.execution_setup = MagicMock(traces_path=str(tmp_path / "traces"))
+    mock_c.device = None
+    engine = DataEngine(mock_c)
+    session_id = engine.start_session(goal="Test Video Engine")
+
+    vid = uuid4()
+    vpath = tmp_path / "recording.mp4"
+    vpath.write_bytes(b"video bytes")
+
+    # Start video recording
+    engine.record_video_start(vid, "device-1", vpath)
+    rec = engine.storage.get_video_recording(vid)
+    assert rec is not None
+    assert rec.device_id == "device-1"
+
+    # Stop video recording
+    engine.record_video_stop(vid, "device-1", vpath, time.time() - 10.0, time.time())
+    sess = engine.storage.get_session(session_id)
+    assert sess.video_filepath == str(vpath)
+
+    # Move video path on finalize
+    new_vpath = tmp_path / "archived" / "recording.mp4"
+    new_vpath.parent.mkdir(parents=True, exist_ok=True)
+    new_vpath.write_bytes(b"video bytes")
+    engine.update_video_path(new_vpath)
+
+    sess_updated = engine.storage.get_session(session_id)
+    assert sess_updated.video_filepath == str(new_vpath)
+
+
+@pytest.mark.asyncio
+async def test_unified_controller_crash_recovery_and_multi_segment(mock_ctx, tmp_path):
+    """Verify that if recording is interrupted, segments are auto-recovered and concatenated seamlessly."""
+    controller = UnifiedMobileController(mock_ctx)
+    remove_active_session("emulator-5554")
+
+    seg1 = tmp_path / "recording_0.mkv"
+    seg1.write_bytes(b"segment 0")
+    seg2 = tmp_path / "recording_1.mkv"
+    seg2.write_bytes(b"segment 1")
+
+    mock_proc = MagicMock()
+    mock_proc.returncode = 1  # Simulated crash
+
+    session = RecordingSession(
+        video_id=uuid4(),
+        device_id="emulator-5554",
+        start_time=time.time() - 30.0,
+        data_engine_start_time=time.time() - 30.0,
+        local_video_path=seg2,
+        android_video_segments=[seg1],
+        android_segment_index=1,
+        process=mock_proc,
+    )
+    set_active_session("emulator-5554", session)
+
+    with (
+        patch(
+            "artemis.controllers.unified_controller.concatenate_videos",
+            AsyncMock(side_effect=lambda segs, out: out.write_bytes(b"combined mkv") or True),
+        ),
+        patch.object(
+            controller,
+            "_convert_mkv_to_mp4",
+            AsyncMock(side_effect=lambda src, dst: dst.write_bytes(b"final mp4") or True),
+        ),
+    ):
+        res = await controller.stop_video_recording()
+
+        assert res.success is True
+        assert res.video_path is not None
+        assert res.video_path.exists()
+        assert str(res.video_path).endswith("recording.mp4")
+        assert get_active_session("emulator-5554") is None
+
+
+@pytest.mark.asyncio
+async def test_unified_controller_timeline_alignment(mock_ctx, tmp_path):
+    """Verify that relative time offset between DataEngine T0 and video start is precisely calculated."""
+    controller = UnifiedMobileController(mock_ctx)
+    remove_active_session("emulator-5554")
+
+    mkv_path = tmp_path / "recording.mkv"
+    mkv_path.write_bytes(b"dummy mkv content")
+
+    now = time.time()
+    # Assume session started 15s ago, and video started 12s ago (offset = 3.0s)
+    session_start_t0 = now - 15.0
+    video_start_t = now - 12.0
+
+    session = RecordingSession(
+        video_id=uuid4(),
+        device_id="emulator-5554",
+        start_time=video_start_t,
+        data_engine_start_time=session_start_t0,
+        local_video_path=mkv_path,
+        process=MagicMock(returncode=None),
+    )
+    set_active_session("emulator-5554", session)
+
+    trimmed_ranges = []
+
+    async def mock_trim(src, s_time, e_time, dst):
+        trimmed_ranges.append((s_time, e_time))
+        dst.write_bytes(b"trimmed")
+        return True
+
+    with patch(
+        "artemis.controllers.unified_controller.trim_video", AsyncMock(side_effect=mock_trim)
+    ):
+        # Agent asks for system time range [5.0s, 10.0s]
+        res = await controller.extract_segment_metadata(start_time=5.0, end_time=10.0)
+
+        assert res.success is True
+        # Since offset = 3.0s, video_start_relative_time should be 5.0 - 3.0 = 2.0s
+        # and video_end_relative_time should be 10.0 - 3.0 = 7.0s
+        assert len(trimmed_ranges) == 1
+        s_time, e_time = trimmed_ranges[0]
+        assert abs(s_time - 2.0) < 0.1
+        assert abs(e_time - 7.0) < 0.1
+        # actual_start_relative_time reported back to agent must align with system T0 (5.0s)
+        assert abs(res.actual_start_relative_time - 5.0) < 0.1
+
+    remove_active_session("emulator-5554")
diff --git a/tests/unit/test_update.py b/tests/unit/test_update.py
new file mode 100644
index 0000000..23b96d4
--- /dev/null
+++ b/tests/unit/test_update.py
@@ -0,0 +1,36 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+from artemis.utils.notes import update_note_content
+
+base_dir = "/tmp/artemis_test"
+os.makedirs(f"{base_dir}/notes", exist_ok=True)
+task_plan = """- [x] Initial task
+- [/] Active task
+- [ ] Future task"""
+with open(f"{base_dir}/notes/task_plan.md", "w") as f:
+    f.write(task_plan)
+
+try:
+    res = update_note_content(
+        base_dir,
+        "task_plan",
+        "- [/] Active task",
+        "- [/] Active task\n    - [ ] New subgoal",
+    )
+    print("Update successful!")
+    print(open(f"{base_dir}/notes/task_plan.md").read())
+except Exception as e:
+    print("Error:", e)
diff --git a/tests/unit/tools/test_append_note_pure_tool.py b/tests/unit/tools/test_append_note_pure_tool.py
new file mode 100644
index 0000000..428dc77
--- /dev/null
+++ b/tests/unit/tools/test_append_note_pure_tool.py
@@ -0,0 +1,132 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.scratchpad import (
+    AppendNoteArgs,
+    AppendNotePure,
+    AppendNotePureTool,
+    append_note_pure,
+    get_append_note_tool_pure,
+)
+import pytest
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.base_dir = str(tmp_path)
+    return ctx
+
+
+def test_append_note_pure_tool_subclass_and_registry():
+    """Verify AppendNotePureTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(AppendNotePureTool, ArtemisTool)
+    assert issubclass(AppendNotePure, ArtemisTool)
+    assert isinstance(append_note_pure, ArtemisTool)
+    assert isinstance(append_note_pure, AppendNotePureTool)
+
+    assert append_note_pure.name == "append_note_pure"
+    assert append_note_pure.category == "memory"
+    assert append_note_pure.args_schema == AppendNoteArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("append_note_pure")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, AppendNotePureTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = append_note_pure.to_genai_declaration()
+    assert declaration.name == "append_note_pure"
+    assert "key" in declaration.parameters.properties
+    assert "content" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_append_note_pure_direct_execution_success(mock_ctx, tmp_path):
+    """Verify direct execution of AppendNotePureTool.execute appends to note file."""
+    # First append creates note
+    result1 = await append_note_pure.execute(
+        ctx=mock_ctx,
+        key="pure_append",
+        content="First line",
+    )
+    assert result1 == "Successfully appended note to pure_append.md."
+
+    note_path = Path(tmp_path) / "notes" / "pure_append.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "First line\n"
+
+    # Second append appends line
+    result2 = await append_note_pure.execute(
+        ctx=mock_ctx,
+        key="pure_append",
+        content="Second line",
+    )
+    assert result2 == "Successfully appended note to pure_append.md."
+    assert note_path.read_text(encoding="utf-8") == "First line\nSecond line\n"
+
+
+@pytest.mark.asyncio
+async def test_append_note_pure_callable_execution(mock_ctx, tmp_path):
+    """Verify invoking append_note_pure directly as a callable."""
+    result = await append_note_pure(
+        ctx=mock_ctx,
+        key="callable_pure_append",
+        content="Pure callable append",
+    )
+    assert result == "Successfully appended note to callable_pure_append.md."
+
+    note_path = Path(tmp_path) / "notes" / "callable_pure_append.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Pure callable append\n"
+
+
+@pytest.mark.asyncio
+async def test_append_note_pure_execution_failure(mock_ctx):
+    """Verify error handling when append_note_content fails."""
+    with patch(
+        "artemis.tools.scratchpad.append_note_content",
+        side_effect=PermissionError("Permission denied"),
+    ):
+        result = await append_note_pure.execute(
+            ctx=mock_ctx,
+            key="fail_append",
+            content="Some content",
+        )
+        assert "Failed to append note fail_append.md: Permission denied" in result
+
+
+@pytest.mark.asyncio
+async def test_get_append_note_tool_pure_langchain_ainvoke(mock_ctx, tmp_path):
+    """Verify get_append_note_tool_pure exports a LangChain tool named 'append_note'."""
+    pure_tool = get_append_note_tool_pure(mock_ctx)
+    assert pure_tool.name == "append_note"
+
+    result = await pure_tool.ainvoke(
+        {
+            "key": "lc_pure_append",
+            "content": "Saved via pure append tool",
+        }
+    )
+    assert result == "Successfully appended note to lc_pure_append.md."
+
+    note_path = Path(tmp_path) / "notes" / "lc_pure_append.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Saved via pure append tool\n"
diff --git a/tests/unit/tools/test_append_note_tool.py b/tests/unit/tools/test_append_note_tool.py
new file mode 100644
index 0000000..9bd1060
--- /dev/null
+++ b/tests/unit/tools/test_append_note_tool.py
@@ -0,0 +1,190 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.scratchpad import (
+    AppendNote,
+    AppendNoteArgs,
+    AppendNoteTool,
+    get_append_note_tool,
+    get_append_note_tool_pure,
+    append_note,
+    append_note_wrapper,
+)
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.base_dir = str(tmp_path)
+    return ctx
+
+
+def test_append_note_tool_subclass_and_registry():
+    """Verify AppendNoteTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(AppendNoteTool, ArtemisTool)
+    assert issubclass(AppendNote, ArtemisTool)
+    assert isinstance(append_note, ArtemisTool)
+    assert isinstance(append_note, AppendNoteTool)
+
+    assert append_note.name == "append_note"
+    assert append_note.category == "memory"
+    assert append_note.args_schema == AppendNoteArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("append_note")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, AppendNoteTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = append_note.to_genai_declaration()
+    assert declaration.name == "append_note"
+    assert "key" in declaration.parameters.properties
+    assert "content" in declaration.parameters.properties
+
+    # Wrapper check
+    assert append_note_wrapper is not None
+    assert append_note_wrapper.tool_fn_getter == get_append_note_tool
+
+
+@pytest.mark.asyncio
+async def test_append_note_direct_execution_success(mock_ctx, tmp_path):
+    """Verify direct execution of AppendNoteTool.execute appends to note file."""
+    # First append creates the note
+    result1 = await append_note.execute(
+        ctx=mock_ctx,
+        key="test_append",
+        content="First line",
+    )
+    assert result1 == "Successfully appended note to test_append.md."
+
+    note_path = Path(tmp_path) / "notes" / "test_append.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "First line\n"
+
+    # Second append appends with newline
+    result2 = await append_note.execute(
+        ctx=mock_ctx,
+        key="test_append",
+        content="Second line",
+    )
+    assert result2 == "Successfully appended note to test_append.md."
+    assert note_path.read_text(encoding="utf-8") == "First line\nSecond line\n"
+
+
+@pytest.mark.asyncio
+async def test_append_note_callable_execution(mock_ctx, tmp_path):
+    """Verify invoking append_note directly as a callable."""
+    result = await append_note(
+        ctx=mock_ctx,
+        key="callable_append",
+        content="Callable append test",
+    )
+    assert result == "Successfully appended note to callable_append.md."
+
+    note_path = Path(tmp_path) / "notes" / "callable_append.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Callable append test\n"
+
+
+@pytest.mark.asyncio
+async def test_append_note_with_state_command(mock_ctx, tmp_path):
+    """Verify AppendNoteTool.execute with state returns Command updating VALIDATOR_MESSAGES_KEY."""
+    mock_state = MagicMock(spec=State)
+    mock_state.current_agent = "operator"
+    mock_state.asanitize_update = AsyncMock(side_effect=lambda ctx, update, agent: update)
+
+    result = await append_note.execute(
+        ctx=mock_ctx,
+        key="state_append_note",
+        content="Appended with state",
+        state=mock_state,
+        tool_call_id="call_append_999",
+    )
+
+    assert isinstance(result, Command)
+    assert VALIDATOR_MESSAGES_KEY in result.update
+    tool_messages = result.update[VALIDATOR_MESSAGES_KEY]
+    assert len(tool_messages) == 1
+    assert tool_messages[0].tool_call_id == "call_append_999"
+    assert tool_messages[0].content == "Successfully appended note to state_append_note.md."
+    assert tool_messages[0].status == "success"
+
+    mock_state.asanitize_update.assert_called_once()
+
+    note_path = Path(tmp_path) / "notes" / "state_append_note.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Appended with state\n"
+
+
+@pytest.mark.asyncio
+async def test_append_note_execution_failure(mock_ctx):
+    """Verify error handling when appending note fails."""
+    with patch(
+        "artemis.tools.scratchpad.append_note_content",
+        side_effect=PermissionError("Permission denied"),
+    ):
+        result = await append_note.execute(
+            ctx=mock_ctx,
+            key="fail_append_note",
+            content="Fail content",
+        )
+        assert "Failed to append note fail_append_note.md: Permission denied" in result
+
+
+@pytest.mark.asyncio
+async def test_get_append_note_tool_langchain_ainvoke(mock_ctx, tmp_path):
+    """Verify get_append_note_tool exports a LangChain tool that works with ainvoke."""
+    lc_tool = get_append_note_tool(mock_ctx)
+    assert lc_tool.name == "append_note"
+
+    result = await lc_tool.ainvoke(
+        {
+            "key": "lc_append_note",
+            "content": "Appended via LangChain BaseTool",
+        }
+    )
+    assert result == "Successfully appended note to lc_append_note.md."
+
+    note_path = Path(tmp_path) / "notes" / "lc_append_note.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Appended via LangChain BaseTool\n"
+
+
+@pytest.mark.asyncio
+async def test_get_append_note_tool_pure(mock_ctx, tmp_path):
+    """Verify get_append_note_tool_pure returns a pure LangChain tool."""
+    pure_tool = get_append_note_tool_pure(mock_ctx)
+    assert pure_tool.name == "append_note"
+
+    result = await pure_tool.ainvoke(
+        {
+            "key": "pure_append_note",
+            "content": "Appended via pure tool",
+        }
+    )
+    assert result == "Successfully appended note to pure_append_note.md."
+
+    note_path = Path(tmp_path) / "notes" / "pure_append_note.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Appended via pure tool\n"
diff --git a/tests/unit/tools/test_click_tool.py b/tests/unit/tools/test_click_tool.py
new file mode 100644
index 0000000..262ed75
--- /dev/null
+++ b/tests/unit/tools/test_click_tool.py
@@ -0,0 +1,158 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.drivers.base import BaseDeviceDriver
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.mobile.exec_tools import (
+    Click,
+    ClickArgs,
+    ClickTool,
+    click,
+    click_wrapper,
+    get_click_tool,
+)
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.device = MagicMock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+    return ctx
+
+
+@pytest.fixture
+def mock_driver():
+    driver = MagicMock(spec=BaseDeviceDriver)
+    driver.screen_size = (1080, 2400)
+    driver.tap = AsyncMock(return_value=True)
+    return driver
+
+
+@pytest.fixture
+def mock_state():
+    state = MagicMock(spec=State)
+
+    async def _mock_asanitize_update(ctx, update, agent):
+        return update
+
+    state.asanitize_update = AsyncMock(side_effect=_mock_asanitize_update)
+    return state
+
+
+def test_click_tool_subclass_and_registry():
+    """Verify ClickTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(ClickTool, ArtemisTool)
+    assert issubclass(Click, ArtemisTool)
+    assert isinstance(click, ArtemisTool)
+    assert isinstance(click, ClickTool)
+
+    assert click.name == "click"
+    assert click.category == "action"
+    assert click.args_schema == ClickArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("click")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, ClickTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = click.to_genai_declaration()
+    assert declaration.name == "click"
+    assert "target" in declaration.parameters.properties
+
+    # Wrapper check
+    assert click_wrapper is not None
+    assert click_wrapper.tool_fn_getter == get_click_tool
+
+
+@pytest.mark.asyncio
+async def test_click_direct_execution_with_driver(mock_driver):
+    """Verify direct execution of ClickTool with BaseDeviceDriver."""
+    result = await click.execute(driver=mock_driver, target=[500, 500])
+    mock_driver.tap.assert_called_once_with(540, 1200)
+    assert "Clicked at [500, 500] (normalized) successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_click_direct_execution_with_ctx(mock_ctx):
+    """Verify direct execution of ClickTool with ArtemisContext."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.tap_at = AsyncMock(return_value=MagicMock(error=None))
+        mock_controller_cls.return_value = mock_controller_inst
+
+        result = await click.execute(ctx=mock_ctx, target=[250, 750])
+        mock_controller_inst.tap_at.assert_called_once_with(270, 1800)
+        assert "Clicked at [250, 750] (normalized) successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_click_with_state_command(mock_ctx, mock_state):
+    """Verify ClickTool returns Command when state is provided."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.tap_at = AsyncMock(return_value=MagicMock(error=None))
+        mock_controller_cls.return_value = mock_controller_inst
+
+        cmd = await click.execute(
+            ctx=mock_ctx,
+            target=[100, 200],
+            tool_call_id="call_click_1",
+            state=mock_state,
+        )
+        assert isinstance(cmd, Command)
+        assert VALIDATOR_MESSAGES_KEY in cmd.update
+        messages = cmd.update[VALIDATOR_MESSAGES_KEY]
+        assert len(messages) == 1
+        assert messages[0].tool_call_id == "call_click_1"
+        assert messages[0].status == "success"
+        assert "Clicked at [100, 200]" in messages[0].content
+
+
+@pytest.mark.asyncio
+async def test_click_callable_execution(mock_driver):
+    """Verify invoking click directly as a callable."""
+    result = await click(driver=mock_driver, target=[100, 100])
+    assert "Clicked at [100, 100] (normalized) successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_click_invalid_target(mock_ctx):
+    """Verify error handling on invalid target coordinates."""
+    result = await click.execute(ctx=mock_ctx, target=[])
+    assert "Error during click: Invalid target coordinates" in result
+
+
+@pytest.mark.asyncio
+async def test_get_click_tool_langchain_ainvoke(mock_ctx):
+    """Verify get_click_tool exports a LangChain tool that works with ainvoke."""
+    click_tool = get_click_tool(mock_ctx)
+    assert click_tool.name == "click"
+
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.tap_at = AsyncMock(return_value=MagicMock(error=None))
+        mock_controller_cls.return_value = mock_controller_inst
+
+        result = await click_tool.ainvoke({"target": [500, 500]})
+        assert "Clicked at [500, 500] (normalized) successfully." in result
diff --git a/tests/unit/tools/test_command_tool.py b/tests/unit/tools/test_command_tool.py
new file mode 100644
index 0000000..bee7999
--- /dev/null
+++ b/tests/unit/tools/test_command_tool.py
@@ -0,0 +1,603 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+from unittest.mock import AsyncMock, MagicMock, patch
+from artemis.context import ArtemisContext
+from artemis.tools.command_tool import (
+    _BACKGROUND_TASKS,
+    _PERSISTENT_ENVIRONMENTS,
+    get_manage_task_tool,
+    get_run_adb_command_tool,
+    get_run_short_adb_command_tool,
+)
+import pytest
+
+
+class MockProcess:
+    def __init__(
+        self,
+        output_bytes: bytes,
+        exit_code: int = 0,
+        pid: int = 12345,
+        delay: float = 0,
+    ):
+        self.output_bytes = output_bytes
+        self.exit_code = exit_code
+        self.pid = pid
+        self.returncode = None
+        self._read_offset = 0
+        self.delay = delay
+
+        self.stdin = MagicMock()
+        self.stdin.write = MagicMock()
+        self.stdin.drain = AsyncMock()
+        self.stdin.close = MagicMock()
+
+        self.stdout = MagicMock()
+        self.stdout.readline = AsyncMock(side_effect=self._readline)
+
+    async def _readline(self) -> bytes:
+        if self.delay > 0:
+            await asyncio.sleep(self.delay)
+            self.delay = 0  # Only delay the first read
+
+        if self._read_offset >= len(self.output_bytes):
+            self.returncode = self.exit_code
+            return b""
+
+        idx = self.output_bytes.find(b"\n", self._read_offset)
+        if idx == -1:
+            line = self.output_bytes[self._read_offset :]
+            self._read_offset = len(self.output_bytes)
+        else:
+            line = self.output_bytes[self._read_offset : idx + 1]
+            self._read_offset = idx + 1
+        return line
+
+    async def wait(self) -> int:
+        self.returncode = self.exit_code
+        return self.exit_code
+
+    def terminate(self):
+        self.returncode = -15
+        self.exit_code = -15
+
+    async def communicate(self) -> tuple[bytes, bytes]:
+        lines = []
+        while True:
+            line = await self._readline()
+            if not line:
+                break
+            lines.append(line)
+        self.returncode = self.exit_code
+        return b"".join(lines), b""
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = None
+    ctx.device = MagicMock()
+    ctx.device.device_id = "test_device_1234"
+    return ctx
+
+
+@pytest.mark.asyncio
+@patch("asyncio.create_subprocess_exec")
+async def test_run_command_sync(mock_exec, mock_ctx):
+    # Mock subprocess output
+    mock_process = MockProcess(
+        output_bytes=b"hello world\n===EXIT_CODE===0\n===ENV_START===\n",
+        exit_code=0,
+    )
+    mock_exec.return_value = mock_process
+
+    run_command = get_run_adb_command_tool(mock_ctx)
+
+    result = await run_command.ainvoke(
+        {
+            "CommandLine": "echo 'hello world'",
+            "Cwd": "/data/local/tmp",
+            "RunPersistent": False,
+            "WaitMsBeforeAsync": 500,
+        }
+    )
+
+    assert "completed with exit code 0" in result
+    assert "hello world" in result
+    mock_exec.assert_called_once()
+    # Check that adb was called with device ID and "shell"
+    args, kwargs = mock_exec.call_args
+    assert args[0] == "adb"
+    assert args[1] == "-s"
+    assert args[2] == "test_device_1234"
+    assert args[3] == "shell"
+
+
+@pytest.mark.asyncio
+@patch("asyncio.create_subprocess_exec")
+async def test_run_command_persistent_env(mock_exec, mock_ctx):
+    run_command = get_run_adb_command_tool(mock_ctx)
+    terminal_id = "test_term_android"
+
+    # 1. Set environment variable in persistent terminal
+    mock_process_1 = MockProcess(
+        output_bytes=(b"===EXIT_CODE===0\n===ENV_START===\nARTEMIS_TEST_ENV=coffee\n"),
+        exit_code=0,
+    )
+    mock_exec.return_value = mock_process_1
+
+    res1 = await run_command.ainvoke(
+        {
+            "CommandLine": "export ARTEMIS_TEST_ENV=coffee",
+            "Cwd": "/data/local/tmp",
+            "RunPersistent": True,
+            "RequestedTerminalID": terminal_id,
+            "WaitMsBeforeAsync": 500,
+        }
+    )
+    assert "completed with exit code 0" in res1
+    assert terminal_id in _PERSISTENT_ENVIRONMENTS
+    assert _PERSISTENT_ENVIRONMENTS[terminal_id].get("ARTEMIS_TEST_ENV") == "coffee"
+
+    # 2. Query environment variable in subsequent command on same terminal
+    mock_process_2 = MockProcess(
+        output_bytes=b"coffee\n===EXIT_CODE===0\n===ENV_START===\nARTEMIS_TEST_ENV=coffee\n",
+        exit_code=0,
+    )
+    mock_exec.return_value = mock_process_2
+
+    res2 = await run_command.ainvoke(
+        {
+            "CommandLine": "echo $ARTEMIS_TEST_ENV",
+            "Cwd": "/data/local/tmp",
+            "RunPersistent": True,
+            "RequestedTerminalID": terminal_id,
+            "WaitMsBeforeAsync": 500,
+        }
+    )
+    assert "completed with exit code 0" in res2
+    assert "coffee" in res2
+
+
+@pytest.mark.asyncio
+@patch("asyncio.create_subprocess_exec")
+async def test_run_command_async_and_status(mock_exec, mock_ctx):
+    # Mock a long running command by delaying stdout response
+    mock_process = MockProcess(
+        output_bytes=(b"background task finished\n===EXIT_CODE===0\n===ENV_START===\n"),
+        exit_code=0,
+        delay=1.0,  # 1.0s delay will trigger timeout
+    )
+    mock_exec.return_value = mock_process
+
+    run_command = get_run_adb_command_tool(mock_ctx)
+    manage_task = get_manage_task_tool(mock_ctx)
+
+    _BACKGROUND_TASKS.clear()
+
+    res = await run_command.ainvoke(
+        {
+            "CommandLine": "sleep 2 && echo 'background task finished'",
+            "Cwd": "/data/local/tmp",
+            "RunPersistent": False,
+            "WaitMsBeforeAsync": 100,  # 100ms wait threshold
+        }
+    )
+
+    assert "sent to the background as a task" in res
+    assert "TaskId: task_" in res
+
+    lines = res.splitlines()
+    task_id_line = [line for line in lines if line.startswith("TaskId: ")][0]
+    task_id = task_id_line.split(": ")[1]
+
+    assert task_id in _BACKGROUND_TASKS
+
+    # Check status (should be running)
+    status_res = await manage_task.ainvoke(
+        {
+            "Action": "status",
+            "TaskId": task_id,
+        }
+    )
+    assert "Status: running" in status_res
+
+    # Wait for the background listener task to finish reading delayed output
+    await asyncio.sleep(1.2)
+
+    # Status should be completed (and task removed from active map)
+    assert task_id not in _BACKGROUND_TASKS
+
+
+@pytest.mark.asyncio
+@patch("asyncio.create_subprocess_exec")
+async def test_run_command_kill(mock_exec, mock_ctx):
+    mock_process = MockProcess(output_bytes=b"", exit_code=0, delay=5.0)
+    mock_exec.return_value = mock_process
+
+    run_command = get_run_adb_command_tool(mock_ctx)
+    manage_task = get_manage_task_tool(mock_ctx)
+
+    _BACKGROUND_TASKS.clear()
+
+    res = await run_command.ainvoke(
+        {
+            "CommandLine": "sleep 10",
+            "Cwd": "/data/local/tmp",
+            "RunPersistent": False,
+            "WaitMsBeforeAsync": 100,
+        }
+    )
+
+    lines = res.splitlines()
+    task_id_line = [line for line in lines if line.startswith("TaskId: ")][0]
+    task_id = task_id_line.split(": ")[1]
+
+    # Kill the task
+    kill_res = await manage_task.ainvoke(
+        {
+            "Action": "kill",
+            "TaskId": task_id,
+        }
+    )
+    assert f"Task {task_id} successfully terminated" in kill_res
+    assert task_id not in _BACKGROUND_TASKS
+
+
+@pytest.mark.asyncio
+@patch("asyncio.create_subprocess_exec")
+async def test_run_short_command_success(mock_exec, mock_ctx):
+    mock_process = MockProcess(output_bytes=b"short command success output", exit_code=0)
+    mock_exec.return_value = mock_process
+
+    run_short_command = get_run_short_adb_command_tool(mock_ctx)
+
+    result = await run_short_command.ainvoke(
+        {
+            "CommandLine": "echo 'short command'",
+        }
+    )
+
+    assert "completed with exit code 0" in result
+    assert "short command success output" in result
+    mock_exec.assert_called_once()
+    args, kwargs = mock_exec.call_args
+    assert args[0] == "adb"
+    assert args[1] == "-s"
+    assert args[2] == "test_device_1234"
+    assert args[3] == "shell"
+    # Verify it cd'd to /data/local/tmp by default
+    assert "cd /data/local/tmp" in args[4]
+
+
+@pytest.mark.asyncio
+@patch("asyncio.create_subprocess_exec")
+async def test_run_short_command_timeout(mock_exec, mock_ctx):
+    mock_process = MockProcess(output_bytes=b"some output", exit_code=0, delay=5.0)
+    mock_exec.return_value = mock_process
+
+    run_short_command = get_run_short_adb_command_tool(mock_ctx)
+
+    result = await run_short_command.ainvoke(
+        {
+            "CommandLine": "sleep 5",
+        }
+    )
+
+    assert "Error: Command timed out after 3 seconds." in result
+
+
+@pytest.mark.asyncio
+@patch("asyncio.create_subprocess_exec")
+async def test_run_command_sync_long_output(mock_exec, mock_ctx):
+    # Generate long output (> 500 lines)
+    long_output = "\n".join(f"Output line {i}" for i in range(1, 600))
+    mock_process = MockProcess(
+        output_bytes=long_output.encode() + b"\n===EXIT_CODE===0\n===ENV_START===\n",
+        exit_code=0,
+    )
+    mock_exec.return_value = mock_process
+
+    run_command = get_run_adb_command_tool(mock_ctx)
+    result = await run_command.ainvoke(
+        {
+            "CommandLine": "generate_long_output",
+            "Cwd": "/data/local/tmp",
+            "RunPersistent": False,
+            "WaitMsBeforeAsync": 500,
+        }
+    )
+
+    assert "ADB command completed with exit code 0." in result
+    assert "has been truncated" in result
+    assert "Output line 599" in result
+    assert "Output line 1" not in result  # since it was truncated to last 200 lines
+    assert "analyze_task_output" in result
+    assert "TaskId: task_sync_" in result
+
+
+@pytest.mark.asyncio
+@patch("artemis.agents.log_analyzer.output_analyzer.get_llm")
+async def test_analyze_task_output_tool(mock_get_llm, mock_ctx):
+    # Set up mock LLM
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.content = "This is the analysis result: everything looks good."
+    mock_response.tool_calls = []
+    mock_llm.bind_tools.return_value = mock_llm
+    mock_llm.ainvoke = AsyncMock(return_value=mock_response)
+    mock_get_llm.return_value = mock_llm
+
+    # Set up finished tasks logs cache manually
+    from artemis.tools.command_tool import (
+        _FINISHED_TASKS_LOGS,
+        _register_finished_task,
+        get_analyze_task_output_tool,
+    )
+
+    task_id = "test_task_long_output"
+    _register_finished_task(
+        task_id=task_id,
+        command="cat long_log.txt",
+        cwd="/data/local/tmp",
+        terminal_id=None,
+        status="completed",
+        exit_code=0,
+        output="line1\nline2\n" + "\n".join(f"line{i}" for i in range(3, 50)),
+    )
+
+    analyze_tool = get_analyze_task_output_tool(mock_ctx)
+    result = await analyze_tool.ainvoke({"TaskId": task_id, "Query": "Summarize the log"})
+
+    assert "Analysis result for Task test_task_long_output:" in result
+    assert "This is the analysis result: everything looks good." in result
+    mock_get_llm.assert_called_once_with(ctx=mock_ctx, name="output_analyzer")
+
+    # Clean up registry
+    if task_id in _FINISHED_TASKS_LOGS:
+        del _FINISHED_TASKS_LOGS[task_id]
+
+
+def test_run_adb_command_tool_subclass_and_registry():
+    """Verify RunAdbCommandTool is a subclass of ArtemisTool and properly registered."""
+    from artemis.tools.base import ArtemisTool, ToolRegistry
+    from artemis.tools.command_tool import (
+        RunAdbCommand,
+        RunAdbCommandArgs,
+        RunAdbCommandTool,
+        run_adb_command,
+    )
+
+    assert issubclass(RunAdbCommandTool, ArtemisTool)
+    assert issubclass(RunAdbCommand, ArtemisTool)
+    assert isinstance(run_adb_command, ArtemisTool)
+    assert isinstance(run_adb_command, RunAdbCommandTool)
+
+    assert run_adb_command.name == "run_adb_command"
+    assert run_adb_command.category == "system"
+    assert run_adb_command.args_schema == RunAdbCommandArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("run_adb_command")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, RunAdbCommandTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = run_adb_command.to_genai_declaration()
+    assert declaration.name == "run_adb_command"
+    assert "CommandLine" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_run_adb_command_tool_mock_driver_execute():
+    """Verify RunAdbCommandTool.execute dispatches to MockDeviceDriver when ctx is None."""
+    from artemis.drivers.mock.mock_driver import MockDeviceDriver
+    from artemis.tools.command_tool import RunAdbCommandTool
+
+    driver = MockDeviceDriver(width=1080, height=2400)
+    tool_inst = RunAdbCommandTool()
+
+    result = await tool_inst.execute(
+        driver=driver,
+        ctx=None,
+        CommandLine="pm list packages",
+    )
+    assert "mock_output: pm list packages" in result
+    assert "pm list packages" in driver.action_history[-1]["command"]
+
+
+def test_manage_task_tool_subclass_and_registry():
+    """Verify ManageTaskTool is a subclass of ArtemisTool and properly registered."""
+    from artemis.tools.base import ArtemisTool, ToolRegistry
+    from artemis.tools.command_tool import (
+        ManageTask,
+        ManageTaskArgs,
+        ManageTaskTool,
+        manage_task,
+    )
+
+    assert issubclass(ManageTaskTool, ArtemisTool)
+    assert issubclass(ManageTask, ArtemisTool)
+    assert isinstance(manage_task, ArtemisTool)
+    assert isinstance(manage_task, ManageTaskTool)
+
+    assert manage_task.name == "manage_task"
+    assert manage_task.category == "system"
+    assert manage_task.args_schema == ManageTaskArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("manage_task")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, ManageTaskTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = manage_task.to_genai_declaration()
+    assert declaration.name == "manage_task"
+    assert "Action" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_manage_task_tool_direct_execute(mock_ctx):
+    """Verify direct ManageTaskTool.execute execution."""
+    from artemis.tools.command_tool import (
+        _BACKGROUND_TASKS,
+        BackgroundTask,
+        manage_task,
+    )
+
+    _BACKGROUND_TASKS.clear()
+    list_res = await manage_task.execute(ctx=mock_ctx, Action="list")
+    assert "No active background tasks" in list_res
+
+    # Create dummy task
+    dummy_proc = MagicMock()
+    bg_task = BackgroundTask(
+        task_id="dummy_task_99",
+        command="sleep 100",
+        process=dummy_proc,
+        terminal_id="term_1",
+        cwd="/data/local/tmp",
+    )
+    _BACKGROUND_TASKS["dummy_task_99"] = bg_task
+
+    list_res2 = await manage_task.execute(ctx=mock_ctx, Action="list")
+    assert "dummy_task_99" in list_res2
+    assert "sleep 100" in list_res2
+
+    # Status check
+    status_res = await manage_task.execute(ctx=mock_ctx, Action="status", TaskId="dummy_task_99")
+    assert "Status: running" in status_res
+    assert "dummy_task_99" in status_res
+
+    _BACKGROUND_TASKS.clear()
+
+
+def test_analyze_task_output_tool_subclass_and_registry():
+    """Verify AnalyzeTaskOutputTool is a subclass of ArtemisTool and properly registered."""
+    from artemis.tools.base import ArtemisTool, ToolRegistry
+    from artemis.tools.command_tool import (
+        AnalyzeTaskOutput,
+        AnalyzeTaskOutputArgs,
+        AnalyzeTaskOutputTool,
+        analyze_task_output,
+    )
+
+    assert issubclass(AnalyzeTaskOutputTool, ArtemisTool)
+    assert issubclass(AnalyzeTaskOutput, ArtemisTool)
+    assert isinstance(analyze_task_output, ArtemisTool)
+    assert isinstance(analyze_task_output, AnalyzeTaskOutputTool)
+
+    assert analyze_task_output.name == "analyze_task_output"
+    assert analyze_task_output.category == "system"
+    assert analyze_task_output.args_schema == AnalyzeTaskOutputArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("analyze_task_output")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, AnalyzeTaskOutputTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = analyze_task_output.to_genai_declaration()
+    assert declaration.name == "analyze_task_output"
+    assert "TaskId" in declaration.parameters.properties
+    assert "Query" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+@patch("artemis.agents.log_analyzer.output_analyzer.get_llm")
+async def test_analyze_task_output_tool_direct_execute(mock_get_llm, mock_ctx):
+    """Verify direct AnalyzeTaskOutputTool.execute execution."""
+    from artemis.tools.command_tool import (
+        _FINISHED_TASKS_LOGS,
+        _register_finished_task,
+        analyze_task_output,
+    )
+
+    mock_llm = MagicMock()
+    mock_response = MagicMock()
+    mock_response.content = "Summary of task output."
+    mock_response.tool_calls = []
+    mock_llm.bind_tools.return_value = mock_llm
+    mock_llm.ainvoke = AsyncMock(return_value=mock_response)
+    mock_get_llm.return_value = mock_llm
+
+    task_id = "test_direct_analyze"
+    _register_finished_task(
+        task_id=task_id,
+        command="cat file.txt",
+        cwd="/data/local/tmp",
+        terminal_id=None,
+        status="completed",
+        exit_code=0,
+        output="Sample log content",
+    )
+
+    result = await analyze_task_output.execute(
+        ctx=mock_ctx, TaskId=task_id, Query="What is the content?"
+    )
+    assert "Analysis result for Task test_direct_analyze:" in result
+    assert "Summary of task output." in result
+
+    if task_id in _FINISHED_TASKS_LOGS:
+        del _FINISHED_TASKS_LOGS[task_id]
+
+
+def test_run_short_adb_command_tool_subclass_and_registry():
+    """Verify RunShortAdbCommandTool is a subclass of ArtemisTool and properly registered."""
+    from artemis.tools.base import ArtemisTool, ToolRegistry
+    from artemis.tools.command_tool import (
+        RunShortAdbCommand,
+        RunShortAdbCommandArgs,
+        RunShortAdbCommandTool,
+        run_short_adb_command,
+    )
+
+    assert issubclass(RunShortAdbCommandTool, ArtemisTool)
+    assert issubclass(RunShortAdbCommand, ArtemisTool)
+    assert isinstance(run_short_adb_command, ArtemisTool)
+    assert isinstance(run_short_adb_command, RunShortAdbCommandTool)
+
+    assert run_short_adb_command.name == "run_short_adb_command"
+    assert run_short_adb_command.category == "system"
+    assert run_short_adb_command.args_schema == RunShortAdbCommandArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("run_short_adb_command")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, RunShortAdbCommandTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = run_short_adb_command.to_genai_declaration()
+    assert declaration.name == "run_short_adb_command"
+    assert "CommandLine" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_run_short_adb_command_tool_mock_driver_execute():
+    """Verify RunShortAdbCommandTool.execute dispatches to MockDeviceDriver when ctx is None."""
+    from artemis.drivers.mock.mock_driver import MockDeviceDriver
+    from artemis.tools.command_tool import RunShortAdbCommandTool
+
+    driver = MockDeviceDriver(width=1080, height=2400)
+    tool_inst = RunShortAdbCommandTool()
+
+    result = await tool_inst.execute(
+        driver=driver,
+        ctx=None,
+        CommandLine="getprop ro.build.version.release",
+    )
+    assert "mock_output: getprop ro.build.version.release" in result
+    assert "getprop ro.build.version.release" in driver.action_history[-1]["command"]
diff --git a/tests/unit/tools/test_committee_tool.py b/tests/unit/tools/test_committee_tool.py
new file mode 100644
index 0000000..6783097
--- /dev/null
+++ b/tests/unit/tools/test_committee_tool.py
@@ -0,0 +1,222 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+import shutil
+import tempfile
+import unittest
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.tools.committee_tool import get_ask_committee_tool
+
+
+class TestCommitteeTool(unittest.IsolatedAsyncioTestCase):
+    async def test_ask_committee_tool_with_directive(self):
+        # Create a temp directory for testing
+        temp_dir = tempfile.mkdtemp()
+
+        try:
+            notes_dir = Path(temp_dir) / "notes"
+            notes_dir.mkdir(parents=True, exist_ok=True)
+
+            # Create a mock screenshot file
+            mock_screenshot_path = Path(temp_dir) / "mock_screenshot.jpg"
+            mock_screenshot_path.write_bytes(b"fake image bytes")
+
+            # Create a mock failed plans history file
+            mock_failed_plans_history_path = notes_dir / "failed_plans_history.md"
+            mock_failed_plans_history_path.write_text(
+                "## Failed Plan Attempt #1\n### Plan:\n- [ ] Step 1\n###"
+                " Failure Reason:\nTimeout waiting for element",
+                encoding="utf-8",
+            )
+            # Mock context and state
+            mock_ctx = MagicMock(spec=ArtemisContext)
+            mock_ctx.device = MagicMock()
+            mock_ctx.device.device_width = 1080
+            mock_ctx.device.device_height = 2400
+            mock_ctx.data_engine = MagicMock()
+            mock_ctx.data_engine.base_dir = temp_dir
+            mock_ctx.data_engine.get_agent_friendly_steps.return_value = [
+                {"pre_image_name": "test_image", "step_number": 1}
+            ]
+
+            mock_state = MagicMock()
+            mock_state.initial_goal = "Test Goal"
+            mock_state.messages = []
+            mock_state.latest_ui_hierarchy = None
+            mock_state.latest_screenshot = str(mock_screenshot_path)
+            mock_state.focused_app_info = None
+            mock_state.device_date = None
+            mock_state.structured_decisions = None
+            mock_state.complete_subgoals_by_ids = []
+            mock_state.validator_messages = []
+            mock_state.operator_replan_reason = "Mock Immediate Replan Reason"
+
+            # Mock LLM responses for the members
+            mock_llm_pl = MagicMock()
+            mock_llm_pl.bind_tools.return_value = mock_llm_pl
+
+            m1 = MagicMock(content="Op: I think we should tap.")
+            m1.tool_calls = []
+            m2 = MagicMock(content="Op: I agree with Exp.")
+            m2.tool_calls = []
+            m3 = MagicMock(content="Op: Final conclusion: Tap at [50, 50]")
+            m3.tool_calls = []
+
+            mock_llm_pl.ainvoke = AsyncMock(side_effect=[m1, m2, m3])
+
+            mock_llm_diag = MagicMock()
+            mock_llm_diag.bind_tools.return_value = mock_llm_diag
+            m_diag = MagicMock(content="Diag: I see an error.")
+            m_diag.tool_calls = []
+            mock_llm_diag.ainvoke = AsyncMock(return_value=m_diag)
+
+            # Mock History Analyzer to call a tool first
+            mock_llm_hist = MagicMock()
+            mock_llm_hist.bind_tools.return_value = mock_llm_hist
+
+            mock_response_tool_call = MagicMock()
+            mock_response_tool_call.tool_calls = [
+                {
+                    "name": "get_step_details",
+                    "args": {"start_step": 1, "end_step": 1},
+                    "id": "call_1",
+                }
+            ]
+            mock_response_tool_call.content = ""
+
+            mock_response_final = MagicMock()
+            mock_response_final.tool_calls = []
+            mock_response_final.content = "Hist: I found step 1 details."
+
+            m_hist_agree = MagicMock(content="Hist: Still agree.")
+            m_hist_agree.tool_calls = []
+
+            mock_llm_hist.ainvoke = AsyncMock(
+                side_effect=[
+                    mock_response_tool_call,
+                    mock_response_final,
+                    # For second round
+                    m_hist_agree,
+                ]
+            )
+
+            def mock_get_llm(ctx, name, temperature=None):
+                if name == "planner_avatar":
+                    return mock_llm_pl
+                elif name == "diagnoser_expert":
+                    return mock_llm_diag
+                elif name == "history_analyzer_expert":
+                    return mock_llm_hist
+                return MagicMock()
+
+            # Patch get_llm and the actual tool functions to avoid real calls
+            with (
+                patch(
+                    "artemis.tools.committee_tool.get_llm",
+                    side_effect=mock_get_llm,
+                ),
+                patch(
+                    "artemis.tools.committee_tool.trace_langchain_tool",
+                    side_effect=lambda t, ctx: t,
+                ),
+            ):
+                tool = get_ask_committee_tool(mock_ctx)
+
+                # Invoke tool with avatar_directive
+                from artemis.data_engine.trace import CURRENT_TRACE_ID
+
+                token = CURRENT_TRACE_ID.set("test_trace_id")
+                try:
+                    result = await tool.ainvoke(
+                        {
+                            "avatar_directive": "Advocate for paying",
+                            "state": mock_state,
+                        }
+                    )
+                finally:
+                    CURRENT_TRACE_ID.reset(token)
+
+                # Verify result
+                self.assertIn("Final conclusion: Tap at [50, 50]", result)
+
+                # Verify file was created and contains content
+                notes_dir = Path(temp_dir) / "notes"
+                blackboard_files = list(notes_dir.glob("blackboard_*.md"))
+                self.assertTrue(len(blackboard_files) > 0, "No blackboard file created")
+                blackboard_path = blackboard_files[0]
+                content = blackboard_path.read_text(encoding="utf-8")
+                self.assertIn("Advocate for paying", content)  # Check directive is in blackboard
+                self.assertIn("Hist: I found step 1 details.", content)
+                self.assertIn(
+                    "Timeout waiting for element", content
+                )  # Check failed history is in blackboard
+                self.assertIn("Test Goal", content)  # Check initial goal is in blackboard
+                self.assertIn(
+                    "Mock Immediate Replan Reason", content
+                )  # Check current replan reason is in blackboard
+
+        finally:
+            # Clean up temp directory
+            shutil.rmtree(temp_dir)
+
+    def test_ask_committee_tool_subclass_and_registry(self):
+        """Verify AskCommitteeTool is a subclass of ArtemisTool and properly registered."""
+        from artemis.tools.base import ArtemisTool, ToolRegistry
+        from artemis.tools.committee_tool import (
+            AskCommittee,
+            AskCommitteeArgs,
+            AskCommitteeTool,
+            AskCommitteeToolAlias,
+            ask_committee,
+            ask_committee_wrapper,
+            get_ask_committee_tool,
+        )
+
+        self.assertTrue(issubclass(AskCommitteeTool, ArtemisTool))
+        self.assertTrue(issubclass(AskCommittee, ArtemisTool))
+        self.assertTrue(issubclass(AskCommitteeToolAlias, ArtemisTool))
+        self.assertIsInstance(ask_committee, ArtemisTool)
+        self.assertIsInstance(ask_committee, AskCommitteeTool)
+
+        self.assertEqual(ask_committee.name, "ask_committee")
+        self.assertEqual(ask_committee.category, "custom")
+        self.assertEqual(ask_committee.args_schema, AskCommitteeArgs)
+
+        # Registry lookup
+        reg_tool = ToolRegistry.get("ask_committee")
+        self.assertIsNotNone(reg_tool)
+        self.assertIsInstance(reg_tool, AskCommitteeTool)
+
+        # GenAI FunctionDeclaration export
+        declaration = ask_committee.to_genai_declaration()
+        self.assertEqual(declaration.name, "ask_committee")
+        self.assertIn("avatar_directive", declaration.parameters.properties)
+
+        # Wrapper check
+        self.assertIsNotNone(ask_committee_wrapper)
+        self.assertEqual(ask_committee_wrapper.tool_fn_getter, get_ask_committee_tool)
+
+    async def test_ask_committee_no_ctx(self):
+        """Verify executing without ctx returns an error message."""
+        from artemis.tools.committee_tool import ask_committee
+
+        result = await ask_committee.execute(avatar_directive="Test")
+        self.assertEqual(result, "Error: ArtemisContext is required for ask_committee.")
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/unit/tools/test_explorer_tool.py b/tests/unit/tools/test_explorer_tool.py
new file mode 100644
index 0000000..5ac85ce
--- /dev/null
+++ b/tests/unit/tools/test_explorer_tool.py
@@ -0,0 +1,375 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+from unittest.mock import AsyncMock, MagicMock, mock_open, patch
+
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.explorer_tool import (
+    AskExplorer,
+    AskExplorerArgs,
+    AskExplorerTool,
+    AskExplorerToolAlias,
+    ask_explorer,
+    ask_explorer_wrapper,
+    get_ask_explorer_tool,
+)
+import pytest
+
+
+def test_ask_explorer_tool_subclass_and_registry():
+    """Verify AskExplorerTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(AskExplorerTool, ArtemisTool)
+    assert issubclass(AskExplorer, ArtemisTool)
+    assert issubclass(AskExplorerToolAlias, ArtemisTool)
+    assert isinstance(ask_explorer, ArtemisTool)
+    assert isinstance(ask_explorer, AskExplorerTool)
+
+    assert ask_explorer.name == "ask_explorer"
+    assert ask_explorer.category == "explorer"
+    assert ask_explorer.args_schema == AskExplorerArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("ask_explorer")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, AskExplorerTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = ask_explorer.to_genai_declaration()
+    assert declaration.name == "ask_explorer"
+    assert "query" in declaration.parameters.properties
+
+    # Wrapper check
+    assert ask_explorer_wrapper is not None
+    assert ask_explorer_wrapper.tool_fn_getter == get_ask_explorer_tool
+
+
+@pytest.mark.asyncio
+async def test_ask_explorer_multiple_candidates():
+    # Mock Context and State
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+    mock_ctx.agent_config = None
+    mock_ctx.llm_config = None
+    mock_ctx.execution_setup = None
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test.jpg"
+    mock_state.indexed_points = [[100, 200]]  # Pre-existing point
+    mock_state.indexed_elements = [
+        {
+            "index": 1,
+            "center": [100, 200],
+            "text": "Pre-existing",
+            "bounds": None,
+            "class": "Test",
+            "resource_id": None,
+            "is_ocr": False,
+        }
+    ]
+
+    # Mock Explorer Agent Outcome with multiple candidates and fallback message
+    explorer_outcome = {
+        "candidates": [
+            {
+                "label": "S1",
+                "coords": [500, 500],
+                "description": "First Button",
+            },
+            {
+                "label": "S2",
+                "coords": [250, 750],
+                "description": "Second Button",
+            },
+        ],
+        "fallback_message": "Please choose carefully.",
+    }
+    explorer_output_str = json.dumps(explorer_outcome)
+
+    # We need to patch the Explorer class inside the tool
+    mock_explorer_instance = MagicMock()
+    mock_explorer_instance.run = AsyncMock(return_value=explorer_output_str)
+
+    with patch(
+        "artemis.tools.explorer_tool.Explorer",
+        return_value=mock_explorer_instance,
+    ):
+        # Retrieve the tool
+        ask_explorer_tool = get_ask_explorer_tool(mock_ctx, version="pro")
+
+        result = await ask_explorer_tool.ainvoke(
+            {
+                "query": "Find buttons",
+                "context_feedback": "Attempt 1",
+                "state": mock_state,
+            }
+        )
+
+        assert mock_state.indexed_points == [
+            [100, 200],
+            [540, 1200],
+            [270, 1800],
+        ]
+
+        assert len(mock_state.indexed_elements) == 3
+        assert mock_state.indexed_elements[1]["index"] == 2
+        assert mock_state.indexed_elements[1]["center"] == [540, 1200]
+        assert mock_state.indexed_elements[1]["text"] == "First Button"
+        assert mock_state.indexed_elements[2]["index"] == 3
+        assert mock_state.indexed_elements[2]["center"] == [270, 1800]
+        assert mock_state.indexed_elements[2]["text"] == "Second Button"
+
+        assert isinstance(result, str)
+        assert "Explorer successfully located the following candidate(s):" in result
+        assert "- [2] 'First Button' at coordinate [500, 500]" in result
+        assert "- [3] 'Second Button' at coordinate [250, 750]" in result
+        assert (
+            "You can click/act on them directly by calling perform_action with"
+            " their respective index." in result
+        )
+        assert "Additional Notes from Explorer: Please choose carefully." in result
+
+
+@pytest.mark.asyncio
+async def test_ask_explorer_only_fallback_message():
+    # Mock Context and State
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+    mock_ctx.agent_config = None
+    mock_ctx.llm_config = None
+    mock_ctx.execution_setup = None
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test.jpg"
+    mock_state.indexed_points = []
+    mock_state.indexed_elements = []
+
+    explorer_outcome = {
+        "candidates": [],
+        "fallback_message": ("Element not found because it is covered by a keyboard."),
+    }
+    explorer_output_str = json.dumps(explorer_outcome)
+
+    mock_explorer_instance = MagicMock()
+    mock_explorer_instance.run = AsyncMock(return_value=explorer_output_str)
+
+    with patch(
+        "artemis.tools.explorer_tool.Explorer",
+        return_value=mock_explorer_instance,
+    ):
+        ask_explorer_tool = get_ask_explorer_tool(mock_ctx, version="pro")
+
+        result = await ask_explorer_tool.ainvoke(
+            {
+                "query": "Find hidden button",
+                "context_feedback": "",
+                "state": mock_state,
+            }
+        )
+
+        assert mock_state.indexed_points == []
+        assert mock_state.indexed_elements == []
+
+        assert (
+            "Explorer could not locate the element. Message: Element not found"
+            " because it is covered by a keyboard." in result
+        )
+
+
+@pytest.mark.asyncio
+async def test_ask_explorer_multimodal_success():
+    # Mock Context and State
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+    mock_ctx.agent_config = None
+    mock_ctx.llm_config = None
+    mock_ctx.execution_setup = None
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test.jpg"
+    mock_state.indexed_points = [[100, 200]]
+    mock_state.indexed_elements = [
+        {
+            "index": 1,
+            "center": [100, 200],
+            "text": "Pre-existing",
+            "bounds": None,
+            "class": "Test",
+            "resource_id": None,
+            "is_ocr": False,
+        }
+    ]
+
+    explorer_outcome = {
+        "candidates": [
+            {
+                "label": "S1",
+                "coords": [500, 500],
+                "description": "First Button",
+            },
+        ],
+        "fallback_message": "",
+    }
+    explorer_output_str = json.dumps(explorer_outcome)
+
+    mock_explorer_instance = MagicMock()
+    mock_explorer_instance.run = AsyncMock(return_value=explorer_output_str)
+
+    m_open = mock_open(read_data=b"fake_annotated_image_bytes")
+
+    with (
+        patch(
+            "artemis.tools.explorer_tool.Explorer",
+            return_value=mock_explorer_instance,
+        ),
+        patch("artemis.tools.explorer_tool.draw_dots") as mock_draw_dots,
+        patch("builtins.open", m_open),
+        patch("pathlib.Path.mkdir"),
+    ):
+        ask_explorer_tool = get_ask_explorer_tool(mock_ctx, version="pro")
+
+        result = await ask_explorer_tool.ainvoke(
+            {
+                "query": "Find buttons",
+                "context_feedback": "",
+                "state": mock_state,
+            }
+        )
+
+        assert isinstance(result, list)
+        assert len(result) == 2
+        assert result[0]["type"] == "text"
+        assert "Explorer successfully located" in result[0]["text"]
+        assert result[1]["type"] == "image_url"
+        assert result[1]["image_url"]["url"].startswith("data:image/jpeg;base64,")
+
+        mock_draw_dots.assert_called_once()
+        points_arg = mock_draw_dots.call_args[0][1]
+        assert points_arg == [[100, 200], [540, 1200]]
+        labels_arg = mock_draw_dots.call_args[0][2]
+        assert labels_arg == ["1", "2"]
+
+
+@pytest.mark.asyncio
+async def test_ask_explorer_direct_execution():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+    mock_ctx.agent_config = None
+    mock_ctx.llm_config = None
+    mock_ctx.execution_setup = None
+    mock_ctx.device = None
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test.jpg"
+    mock_state.indexed_points = []
+    mock_state.indexed_elements = []
+
+    mock_explorer_instance = MagicMock()
+    mock_explorer_instance.run = AsyncMock(
+        return_value=json.dumps(
+            {
+                "candidates": [],
+                "fallback_message": "Direct execution not found.",
+            }
+        )
+    )
+
+    with patch(
+        "artemis.tools.explorer_tool.Explorer",
+        return_value=mock_explorer_instance,
+    ):
+        result = await ask_explorer.execute(
+            ctx=mock_ctx, state=mock_state, query="Find icon", version="pro"
+        )
+        assert "Direct execution not found." in result
+
+
+@pytest.mark.asyncio
+async def test_ask_explorer_callable_execution():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+    mock_ctx.agent_config = None
+    mock_ctx.llm_config = None
+    mock_ctx.execution_setup = None
+    mock_ctx.device = None
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test.jpg"
+    mock_state.indexed_points = []
+    mock_state.indexed_elements = []
+
+    mock_explorer_instance = MagicMock()
+    mock_explorer_instance.run = AsyncMock(
+        return_value=json.dumps(
+            {
+                "candidates": [],
+                "fallback_message": "Callable test message.",
+            }
+        )
+    )
+
+    with patch(
+        "artemis.tools.explorer_tool.Explorer",
+        return_value=mock_explorer_instance,
+    ):
+        result = await ask_explorer(
+            ctx=mock_ctx, state=mock_state, query="Search bar", version="pro"
+        )
+        assert "Callable test message." in result
+
+
+@pytest.mark.asyncio
+async def test_ask_explorer_flash_mode():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+    mock_ctx.agent_config = None
+    mock_ctx.llm_config = None
+    mock_ctx.execution_setup = None
+    mock_ctx.device = MagicMock()
+    mock_ctx.device.device_width = 1080
+    mock_ctx.device.device_height = 2400
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test.jpg"
+    mock_state.indexed_points = []
+    mock_state.indexed_elements = []
+
+    with (
+        patch(
+            "artemis.tools.explorer_tool._run_object_detection",
+            new_callable=AsyncMock,
+            return_value={
+                "detected": [
+                    {"label": "Icon", "point": [500, 500]},
+                ],
+                "failed": [],
+            },
+        ),
+        patch(
+            "builtins.open",
+            mock_open(read_data=json.dumps({"templates": [], "instructions": ""})),
+        ),
+    ):
+        result = await ask_explorer.execute(
+            ctx=mock_ctx, state=mock_state, query="Icon", version="flash"
+        )
+        assert "Explorer successfully located" in result
+        assert "Icon" in result
diff --git a/tests/unit/tools/test_image_processor_tool.py b/tests/unit/tools/test_image_processor_tool.py
new file mode 100644
index 0000000..03b8072
--- /dev/null
+++ b/tests/unit/tools/test_image_processor_tool.py
@@ -0,0 +1,99 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.image_processor_tool import get_ask_image_processor_tool
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_ask_vision_coder_success():
+    # Mock Context and State
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/tmp/test_screen.jpg"
+
+    # Mock VisionCoder Agent Outcome
+    vision_coder_outcome = {
+        "new_image_path": "/tmp/coder_output.jpg",
+        "summary": "Found red button at pixel coords (100, 200)",
+    }
+
+    # We need to patch the ImageProcessor class inside the tool
+    mock_coder_instance = MagicMock()
+    mock_coder_instance.run = AsyncMock(return_value=vision_coder_outcome)
+
+    with patch(
+        "artemis.agents.image_processor.image_processor.ImageProcessor",
+        return_value=mock_coder_instance,
+    ):
+        # Retrieve the tool
+        ask_vision_coder_tool = get_ask_image_processor_tool(mock_ctx)
+
+        # Invoke the tool
+        result = await ask_vision_coder_tool.ainvoke(
+            {
+                "instruction": "Find the red button",
+                "target_image_id": "img_0",
+                "state": mock_state,
+            }
+        )
+
+        # Verify the agent was called with correct arguments
+        mock_coder_instance.run.assert_called_once_with(
+            "Find the red button", "/tmp/test_screen.jpg"
+        )
+
+        # Verify the output matches
+        assert result == vision_coder_outcome
+
+
+def test_ask_image_processor_tool_subclass_and_registry():
+    """Verify AskImageProcessorTool is an ArtemisTool subclass and registered in ToolRegistry."""
+    from artemis.tools.base import ArtemisTool, ToolRegistry
+    from artemis.tools.image_processor_tool import (
+        AskImageProcessor,
+        AskImageProcessorTool,
+        AskVisionCoderArgs,
+        AskVisionCoderTool,
+        ImageProcessorTool,
+        ask_image_processor,
+    )
+
+    assert issubclass(AskImageProcessorTool, ArtemisTool)
+    assert issubclass(AskImageProcessor, ArtemisTool)
+    assert issubclass(AskVisionCoderTool, ArtemisTool)
+    assert issubclass(ImageProcessorTool, ArtemisTool)
+    assert isinstance(ask_image_processor, ArtemisTool)
+    assert isinstance(ask_image_processor, AskImageProcessorTool)
+
+    assert ask_image_processor.name == "ask_image_processor"
+    assert ask_image_processor.category == "custom"
+    assert ask_image_processor.args_schema == AskVisionCoderArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("ask_image_processor")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, AskImageProcessorTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = ask_image_processor.to_genai_declaration()
+    assert declaration.name == "ask_image_processor"
+    assert "instruction" in declaration.parameters.properties
+    assert "target_image_id" in declaration.parameters.properties
diff --git a/tests/unit/tools/test_input_text_tool.py b/tests/unit/tools/test_input_text_tool.py
new file mode 100644
index 0000000..f7ff923
--- /dev/null
+++ b/tests/unit/tools/test_input_text_tool.py
@@ -0,0 +1,182 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.drivers.base import BaseDeviceDriver
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.mobile.exec_tools import (
+    InputText,
+    InputTextArgs,
+    InputTextTool,
+    get_input_text_tool,
+    input_text,
+    input_text_wrapper,
+)
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.device = MagicMock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+    return ctx
+
+
+@pytest.fixture
+def mock_driver():
+    driver = MagicMock(spec=BaseDeviceDriver)
+    driver.screen_size = (1080, 2400)
+    driver.tap = AsyncMock(return_value=True)
+    driver.input_text = AsyncMock(return_value=True)
+    return driver
+
+
+@pytest.fixture
+def mock_state():
+    state = MagicMock(spec=State)
+
+    async def _mock_asanitize_update(ctx, update, agent):
+        return update
+
+    state.asanitize_update = AsyncMock(side_effect=_mock_asanitize_update)
+    return state
+
+
+def test_input_text_tool_subclass_and_registry():
+    """Verify InputTextTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(InputTextTool, ArtemisTool)
+    assert issubclass(InputText, ArtemisTool)
+    assert isinstance(input_text, ArtemisTool)
+    assert isinstance(input_text, InputTextTool)
+
+    assert input_text.name == "input_text"
+    assert input_text.category == "action"
+    assert input_text.args_schema == InputTextArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("input_text")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, InputTextTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = input_text.to_genai_declaration()
+    assert declaration.name == "input_text"
+    assert "text" in declaration.parameters.properties
+    assert "target" in declaration.parameters.properties
+    assert "clear_exist" in declaration.parameters.properties
+
+    # Wrapper check
+    assert input_text_wrapper is not None
+    assert input_text_wrapper.tool_fn_getter == get_input_text_tool
+
+
+@pytest.mark.asyncio
+async def test_input_text_direct_execution_with_driver(mock_driver):
+    """Verify direct execution of InputTextTool with BaseDeviceDriver."""
+    result = await input_text.execute(
+        driver=mock_driver, text="hello world", target=[500, 500], clear_exist=True
+    )
+    mock_driver.tap.assert_called_once_with(540, 1200)
+    mock_driver.input_text.assert_called_once_with("hello world", clear_existing=True)
+    assert "Typed 'hello world' successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_input_text_direct_execution_with_ctx(mock_ctx):
+    """Verify direct execution of InputTextTool with ArtemisContext."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.tap_at = AsyncMock(return_value=MagicMock(error=None))
+        mock_controller_inst.erase_text = AsyncMock(return_value=True)
+        mock_controller_inst.type_text = AsyncMock(return_value=True)
+        mock_controller_cls.return_value = mock_controller_inst
+
+        result = await input_text.execute(
+            ctx=mock_ctx, text="test input", target=[250, 750], clear_exist=True
+        )
+        mock_controller_inst.tap_at.assert_called_once_with(270, 1800)
+        mock_controller_inst.erase_text.assert_called_once()
+        mock_controller_inst.type_text.assert_called_once_with("test input", clear_existing=False)
+        assert "Typed 'test input' successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_input_text_with_state_command(mock_ctx, mock_state):
+    """Verify InputTextTool returns Command when state is provided."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.tap_at = AsyncMock(return_value=MagicMock(error=None))
+        mock_controller_inst.erase_text = AsyncMock(return_value=True)
+        mock_controller_inst.type_text = AsyncMock(return_value=True)
+        mock_controller_cls.return_value = mock_controller_inst
+
+        cmd = await input_text.execute(
+            ctx=mock_ctx,
+            text="query",
+            target=[100, 200],
+            tool_call_id="call_it_1",
+            state=mock_state,
+        )
+        assert isinstance(cmd, Command)
+        assert VALIDATOR_MESSAGES_KEY in cmd.update
+        messages = cmd.update[VALIDATOR_MESSAGES_KEY]
+        assert len(messages) == 1
+        assert messages[0].tool_call_id == "call_it_1"
+        assert messages[0].status == "success"
+        assert "Typed 'query'" in messages[0].content
+
+
+@pytest.mark.asyncio
+async def test_input_text_callable_execution(mock_driver):
+    """Verify invoking input_text directly as a callable."""
+    result = await input_text(driver=mock_driver, text="call text", target=[100, 100])
+    assert "Typed 'call text' successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_input_text_invalid_target(mock_ctx):
+    """Verify error handling on invalid target coordinates."""
+    result = await input_text.execute(ctx=mock_ctx, text="bad", target=[])
+    assert "Error during input text: Invalid target coordinates" in result
+
+
+@pytest.mark.asyncio
+async def test_get_input_text_tool_langchain_ainvoke(mock_ctx):
+    """Verify get_input_text_tool exports a LangChain tool that works with ainvoke."""
+    it_tool = get_input_text_tool(mock_ctx)
+    assert it_tool.name == "input_text"
+
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.tap_at = AsyncMock(return_value=MagicMock(error=None))
+        mock_controller_inst.press_key = AsyncMock(return_value=True)
+        mock_controller_inst.type_text = AsyncMock(return_value=True)
+        mock_controller_cls.return_value = mock_controller_inst
+
+        result = await it_tool.ainvoke(
+            {
+                "text": "abc",
+                "target": [500, 500],
+                "clear_exist": False,
+            }
+        )
+        mock_controller_inst.press_key.assert_called_once_with("123")
+        assert "Typed 'abc' successfully." in result
diff --git a/tests/unit/tools/test_launch_app.py b/tests/unit/tools/test_launch_app.py
new file mode 100644
index 0000000..bc45611
--- /dev/null
+++ b/tests/unit/tools/test_launch_app.py
@@ -0,0 +1,92 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import MagicMock, patch
+from artemis.agents.hopper.hopper import HopperOutput
+from artemis.context import ArtemisContext
+from artemis.tools.mobile.launch_app import find_package
+import pytest
+
+
+@pytest.fixture
+def mock_context():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.package_cache = {}
+    return ctx
+
+
+@pytest.mark.asyncio
+@patch("artemis.tools.mobile.launch_app.list_packages_async")
+@patch("artemis.tools.mobile.launch_app.hopper")
+async def test_find_package_cache_hit(mock_hopper, mock_list_packages, mock_context):
+    mock_list_packages.return_value = "com.example.app1\ncom.example.app2"
+
+    # First call: not in cache, calls hopper
+    mock_hopper.return_value = HopperOutput(
+        found=True, output="com.example.app1", reason="Found it"
+    )
+
+    pkg1 = await find_package(mock_context, "App 1")
+    assert pkg1 == "com.example.app1"
+    assert mock_hopper.call_count == 1
+    assert mock_context.package_cache["App 1"] == "com.example.app1"
+
+    # Second call: cache hit, does not call hopper or list_packages again
+    mock_hopper.reset_mock()
+    mock_list_packages.reset_mock()
+
+    pkg2 = await find_package(mock_context, "App 1")
+    assert pkg2 == "com.example.app1"
+    mock_hopper.assert_not_called()
+    mock_list_packages.assert_not_called()
+
+
+@pytest.mark.asyncio
+@patch("artemis.tools.mobile.launch_app.list_packages_async")
+@patch("artemis.tools.mobile.launch_app.hopper")
+async def test_find_package_not_found_caches_none(mock_hopper, mock_list_packages, mock_context):
+    mock_list_packages.return_value = "com.example.app1\ncom.example.app2"
+
+    # Hopper doesn't find it
+    mock_hopper.return_value = HopperOutput(found=False, output=None, reason="Not found")
+
+    pkg1 = await find_package(mock_context, "App 3")
+    assert pkg1 is None
+    assert mock_hopper.call_count == 1
+    assert mock_context.package_cache["App 3"] is None
+
+    # Second call: cache hit (None), does not call hopper again
+    mock_hopper.reset_mock()
+    pkg2 = await find_package(mock_context, "App 3")
+    assert pkg2 is None
+    mock_hopper.assert_not_called()
+
+
+@pytest.mark.asyncio
+@patch("artemis.tools.mobile.launch_app.list_packages_async")
+@patch("artemis.tools.mobile.launch_app.hopper")
+async def test_find_package_passes_use_fallback(mock_hopper, mock_list_packages, mock_context):
+    mock_list_packages.return_value = "com.example.app1\ncom.example.app2"
+    mock_hopper.return_value = HopperOutput(
+        found=True, output="com.example.app1", reason="Found it"
+    )
+
+    # Pass use_fallback=False
+    await find_package(mock_context, "App 1", use_fallback=False)
+    mock_hopper.assert_called_once_with(
+        ctx=mock_context,
+        request=("I'm looking for the package name of the following app: 'App 1'"),
+        data="com.example.app1\ncom.example.app2",
+        use_fallback=False,
+    )
diff --git a/tests/unit/tools/test_launch_app_tool.py b/tests/unit/tools/test_launch_app_tool.py
new file mode 100644
index 0000000..7f28282
--- /dev/null
+++ b/tests/unit/tools/test_launch_app_tool.py
@@ -0,0 +1,208 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.drivers.base import BaseDeviceDriver
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.mobile.launch_app import (
+    LaunchApp,
+    LaunchAppArgs,
+    LaunchAppTool,
+    get_launch_app_tool,
+    launch_app,
+    launch_app_wrapper,
+)
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.package_cache = {}
+    return ctx
+
+
+@pytest.fixture
+def mock_driver():
+    driver = MagicMock(spec=BaseDeviceDriver)
+    driver.launch_app = AsyncMock(return_value=True)
+    return driver
+
+
+@pytest.fixture
+def mock_state():
+    state = MagicMock(spec=State)
+
+    async def _mock_asanitize_update(ctx, update, agent):
+        return update
+
+    state.asanitize_update = AsyncMock(side_effect=_mock_asanitize_update)
+    return state
+
+
+def test_launch_app_tool_subclass_and_registry():
+    """Verify LaunchAppTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(LaunchAppTool, ArtemisTool)
+    assert issubclass(LaunchApp, ArtemisTool)
+    assert isinstance(launch_app, ArtemisTool)
+    assert isinstance(launch_app, LaunchAppTool)
+
+    assert launch_app.name == "launch_app"
+    assert launch_app.category == "action"
+    assert launch_app.args_schema == LaunchAppArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("launch_app")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, LaunchAppTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = launch_app.to_genai_declaration()
+    assert declaration.name == "launch_app"
+    assert "app_name" in declaration.parameters.properties
+
+    # Wrapper check
+    assert launch_app_wrapper is not None
+    assert launch_app_wrapper.tool_fn_getter == get_launch_app_tool
+
+
+@pytest.mark.asyncio
+async def test_launch_app_direct_execution_with_driver(mock_driver):
+    """Verify direct execution with BaseDeviceDriver."""
+    result = await launch_app.execute(driver=mock_driver, app_name="com.android.settings")
+    mock_driver.launch_app.assert_called_once_with("com.android.settings")
+    assert "App 'com.android.settings' launched successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_launch_app_direct_execution_with_ctx(mock_ctx):
+    """Verify direct execution with ArtemisContext."""
+    with (
+        patch(
+            "artemis.tools.mobile.launch_app.find_package",
+            new_callable=AsyncMock,
+            return_value="com.example.myapp",
+        ) as mock_find,
+        patch(
+            "artemis.tools.mobile.launch_app.launch_app_with_retries",
+            new_callable=AsyncMock,
+            return_value=(True, None),
+        ) as mock_launch,
+    ):
+        result = await launch_app.execute(ctx=mock_ctx, app_name="My App")
+        mock_find.assert_called_once_with(ctx=mock_ctx, app_name="My App")
+        mock_launch.assert_called_once_with(ctx=mock_ctx, app_package="com.example.myapp")
+        assert "App 'My App' launched successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_launch_app_package_not_found(mock_ctx):
+    """Verify outcome when package is not found."""
+    with patch(
+        "artemis.tools.mobile.launch_app.find_package",
+        new_callable=AsyncMock,
+        return_value=None,
+    ):
+        result = await launch_app.execute(ctx=mock_ctx, app_name="Nonexistent App")
+        assert "Failed to launch app 'Nonexistent App': Package not found." in result
+
+
+@pytest.mark.asyncio
+async def test_launch_app_execution_failure(mock_ctx):
+    """Verify outcome when launch_app_with_retries fails."""
+    with (
+        patch(
+            "artemis.tools.mobile.launch_app.find_package",
+            new_callable=AsyncMock,
+            return_value="com.example.failapp",
+        ),
+        patch(
+            "artemis.tools.mobile.launch_app.launch_app_with_retries",
+            new_callable=AsyncMock,
+            return_value=(False, "App crashed on startup"),
+        ),
+    ):
+        result = await launch_app.execute(ctx=mock_ctx, app_name="Crash App")
+        assert "Failed to launch app 'Crash App': App crashed on startup" in result
+
+
+@pytest.mark.asyncio
+async def test_launch_app_with_state_command(mock_ctx, mock_state):
+    """Verify LaunchAppTool returns Command when state is provided."""
+    with (
+        patch(
+            "artemis.tools.mobile.launch_app.find_package",
+            new_callable=AsyncMock,
+            return_value="com.example.stateapp",
+        ),
+        patch(
+            "artemis.tools.mobile.launch_app.launch_app_with_retries",
+            new_callable=AsyncMock,
+            return_value=(True, None),
+        ),
+    ):
+        cmd = await launch_app.execute(
+            ctx=mock_ctx,
+            app_name="State App",
+            tool_call_id="call_la_1",
+            state=mock_state,
+        )
+        assert isinstance(cmd, Command)
+        assert VALIDATOR_MESSAGES_KEY in cmd.update
+        messages = cmd.update[VALIDATOR_MESSAGES_KEY]
+        assert len(messages) == 1
+        assert messages[0].tool_call_id == "call_la_1"
+        assert messages[0].status == "success"
+        assert "App 'State App' launched successfully." in messages[0].content
+
+
+@pytest.mark.asyncio
+async def test_launch_app_callable_execution(mock_driver):
+    """Verify invoking launch_app directly as a callable."""
+    result = await launch_app(driver=mock_driver, app_name="com.android.chrome")
+    assert "App 'com.android.chrome' launched successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_launch_app_missing_name(mock_ctx):
+    """Verify error handling when app_name is empty."""
+    result = await launch_app.execute(ctx=mock_ctx, app_name="")
+    assert "Error during launch app: app_name parameter is required." in result
+
+
+@pytest.mark.asyncio
+async def test_get_launch_app_tool_langchain_ainvoke(mock_ctx):
+    """Verify get_launch_app_tool exports a LangChain tool that works with ainvoke."""
+    la_tool = get_launch_app_tool(mock_ctx)
+    assert la_tool.name == "launch_app"
+
+    with (
+        patch(
+            "artemis.tools.mobile.launch_app.find_package",
+            new_callable=AsyncMock,
+            return_value="com.example.ainvoke",
+        ),
+        patch(
+            "artemis.tools.mobile.launch_app.launch_app_with_retries",
+            new_callable=AsyncMock,
+            return_value=(True, None),
+        ),
+    ):
+        result = await la_tool.ainvoke({"app_name": "Invoke App"})
+        assert "App 'Invoke App' launched successfully." in result
diff --git a/tests/unit/tools/test_list_notes_pure_tool.py b/tests/unit/tools/test_list_notes_pure_tool.py
new file mode 100644
index 0000000..997115e
--- /dev/null
+++ b/tests/unit/tools/test_list_notes_pure_tool.py
@@ -0,0 +1,109 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.scratchpad import (
+    ListNotesArgs,
+    ListNotesPure,
+    ListNotesPureTool,
+    get_list_notes_tool_pure,
+    list_notes_pure,
+)
+from artemis.utils.notes import save_note_content
+import pytest
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.base_dir = str(tmp_path)
+    return ctx
+
+
+def test_list_notes_pure_tool_subclass_and_registry():
+    """Verify ListNotesPureTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(ListNotesPureTool, ArtemisTool)
+    assert issubclass(ListNotesPure, ArtemisTool)
+    assert isinstance(list_notes_pure, ArtemisTool)
+    assert isinstance(list_notes_pure, ListNotesPureTool)
+
+    assert list_notes_pure.name == "list_notes_pure"
+    assert list_notes_pure.category == "memory"
+    assert list_notes_pure.args_schema == ListNotesArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("list_notes_pure")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, ListNotesPureTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = list_notes_pure.to_genai_declaration()
+    assert declaration.name == "list_notes_pure"
+
+
+@pytest.mark.asyncio
+async def test_list_notes_pure_direct_execution_empty(mock_ctx):
+    """Verify listing notes when no notes are stored."""
+    result = await list_notes_pure.execute(ctx=mock_ctx)
+    assert "No notes saved yet." in result
+
+
+@pytest.mark.asyncio
+async def test_list_notes_pure_direct_execution_success(mock_ctx, tmp_path):
+    """Verify direct execution of ListNotesPureTool.execute lists stored notes."""
+    save_note_content(tmp_path, "note_1", "line 1\nline 2")
+    save_note_content(tmp_path, "note_2", "single line")
+
+    result = await list_notes_pure.execute(ctx=mock_ctx)
+    assert "Here are all the notes:" in result
+    assert "- note_1 (2 lines)" in result
+    assert "- note_2 (1 lines)" in result
+
+
+@pytest.mark.asyncio
+async def test_list_notes_pure_callable_execution(mock_ctx, tmp_path):
+    """Verify invoking list_notes_pure directly as a callable."""
+    save_note_content(tmp_path, "callable_note", "line A\nline B")
+
+    result = await list_notes_pure(ctx=mock_ctx)
+    assert "Here are all the notes:" in result
+    assert "- callable_note (2 lines)" in result
+
+
+@pytest.mark.asyncio
+async def test_list_notes_pure_execution_failure(mock_ctx):
+    """Verify error handling when list_notes_pure fails."""
+    with patch(
+        "artemis.tools.scratchpad.list_notes_info",
+        side_effect=RuntimeError("Disk failure"),
+    ):
+        result = await list_notes_pure.execute(ctx=mock_ctx)
+        assert "Failed to list notes: Disk failure" in result
+
+
+@pytest.mark.asyncio
+async def test_get_list_notes_tool_pure_langchain_ainvoke(mock_ctx, tmp_path):
+    """Verify get_list_notes_tool_pure exports a LangChain tool named 'list_notes'."""
+    save_note_content(tmp_path, "pure_export_note", "content")
+
+    pure_tool = get_list_notes_tool_pure(mock_ctx)
+    assert pure_tool.name == "list_notes"
+
+    result = await pure_tool.ainvoke({})
+    assert "Here are all the notes:" in result
+    assert "- pure_export_note (1 lines)" in result
diff --git a/tests/unit/tools/test_list_notes_tool.py b/tests/unit/tools/test_list_notes_tool.py
new file mode 100644
index 0000000..e0e25c7
--- /dev/null
+++ b/tests/unit/tools/test_list_notes_tool.py
@@ -0,0 +1,158 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.scratchpad import (
+    ListNotes,
+    ListNotesArgs,
+    ListNotesTool,
+    get_list_notes_tool,
+    get_list_notes_tool_pure,
+    list_notes,
+    list_notes_wrapper,
+)
+from artemis.utils.notes import save_note_content
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.base_dir = str(tmp_path)
+    return ctx
+
+
+def test_list_notes_tool_subclass_and_registry():
+    """Verify ListNotesTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(ListNotesTool, ArtemisTool)
+    assert issubclass(ListNotes, ArtemisTool)
+    assert isinstance(list_notes, ArtemisTool)
+    assert isinstance(list_notes, ListNotesTool)
+
+    assert list_notes.name == "list_notes"
+    assert list_notes.category == "memory"
+    assert list_notes.args_schema == ListNotesArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("list_notes")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, ListNotesTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = list_notes.to_genai_declaration()
+    assert declaration.name == "list_notes"
+
+    # Wrapper check
+    assert list_notes_wrapper is not None
+    assert list_notes_wrapper.tool_fn_getter == get_list_notes_tool
+
+
+@pytest.mark.asyncio
+async def test_list_notes_direct_execution_empty(mock_ctx):
+    """Verify listing notes when no notes are stored."""
+    result = await list_notes.execute(ctx=mock_ctx)
+    assert "No notes saved yet." in result
+
+
+@pytest.mark.asyncio
+async def test_list_notes_direct_execution_success(mock_ctx, tmp_path):
+    """Verify direct execution of ListNotesTool.execute lists stored notes."""
+    save_note_content(tmp_path, "note_alpha", "line 1\nline 2")
+    save_note_content(tmp_path, "note_beta", "single line")
+
+    result = await list_notes.execute(ctx=mock_ctx)
+    assert "Here are all the notes:" in result
+    assert "- note_alpha (2 lines)" in result
+    assert "- note_beta (1 lines)" in result
+
+
+@pytest.mark.asyncio
+async def test_list_notes_callable_execution(mock_ctx, tmp_path):
+    """Verify invoking list_notes directly as a callable."""
+    save_note_content(tmp_path, "note_gamma", "line A\nline B\nline C")
+
+    result = await list_notes(ctx=mock_ctx)
+    assert "Here are all the notes:" in result
+    assert "- note_gamma (3 lines)" in result
+
+
+@pytest.mark.asyncio
+async def test_list_notes_with_state_command(mock_ctx, tmp_path):
+    """Verify ListNotesTool.execute with state returns Command updating VALIDATOR_MESSAGES_KEY."""
+    save_note_content(tmp_path, "state_note", "content")
+
+    mock_state = MagicMock(spec=State)
+    mock_state.current_agent = "operator"
+    mock_state.asanitize_update = AsyncMock(side_effect=lambda ctx, update, agent: update)
+
+    result = await list_notes.execute(
+        ctx=mock_ctx,
+        state=mock_state,
+        tool_call_id="call_list_999",
+    )
+
+    assert isinstance(result, Command)
+    assert VALIDATOR_MESSAGES_KEY in result.update
+    tool_messages = result.update[VALIDATOR_MESSAGES_KEY]
+    assert len(tool_messages) == 1
+    assert tool_messages[0].tool_call_id == "call_list_999"
+    assert "Here are all the notes:" in tool_messages[0].content
+    assert "- state_note (1 lines)" in tool_messages[0].content
+    assert tool_messages[0].status == "success"
+
+    mock_state.asanitize_update.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_list_notes_execution_failure(mock_ctx):
+    """Verify error handling when list_notes fails."""
+    with patch(
+        "artemis.tools.scratchpad.list_notes_info",
+        side_effect=RuntimeError("Disk failure"),
+    ):
+        result = await list_notes.execute(ctx=mock_ctx)
+        assert "Failed to list notes: Disk failure" in result
+
+
+@pytest.mark.asyncio
+async def test_get_list_notes_tool_langchain_ainvoke(mock_ctx, tmp_path):
+    """Verify get_list_notes_tool exports a LangChain tool that works with ainvoke."""
+    save_note_content(tmp_path, "lc_note", "hello")
+
+    lc_tool = get_list_notes_tool(mock_ctx)
+    assert lc_tool.name == "list_notes"
+
+    result = await lc_tool.ainvoke({})
+    assert "Here are all the notes:" in result
+    assert "- lc_note (1 lines)" in result
+
+
+@pytest.mark.asyncio
+async def test_get_list_notes_tool_pure(mock_ctx, tmp_path):
+    """Verify get_list_notes_tool_pure returns a pure LangChain tool."""
+    save_note_content(tmp_path, "pure_note", "world")
+
+    pure_tool = get_list_notes_tool_pure(mock_ctx)
+    assert pure_tool.name == "list_notes"
+
+    result = await pure_tool.ainvoke({})
+    assert "Here are all the notes:" in result
+    assert "- pure_note (1 lines)" in result
diff --git a/tests/unit/tools/test_log_tool.py b/tests/unit/tools/test_log_tool.py
new file mode 100644
index 0000000..990d7bd
--- /dev/null
+++ b/tests/unit/tools/test_log_tool.py
@@ -0,0 +1,115 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.log_tool import (
+    AnalyzeLogs,
+    AnalyzeLogsArgs,
+    AnalyzeLogsTool,
+    LogTool,
+    analyze_logs,
+    analyze_logs_wrapper,
+    get_analyze_logs_tool,
+)
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_analyze_logs_tool_execution():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock(spec=State)
+
+    expected_output = "Found 2 errors in system log: NullPointerException at line 42."
+
+    mock_analyst = MagicMock()
+    mock_analyst.run = AsyncMock(return_value=expected_output)
+
+    with patch(
+        "artemis.tools.log_tool.LogAnalyzerNode",
+        return_value=mock_analyst,
+    ):
+        tool = get_analyze_logs_tool(mock_ctx)
+
+        result = await tool.ainvoke(
+            {
+                "specific_query": "Check for crash exceptions",
+                "state": mock_state,
+            }
+        )
+
+        mock_analyst.run.assert_called_once_with("Check for crash exceptions", mock_state)
+        assert result == expected_output
+
+
+@pytest.mark.asyncio
+async def test_analyze_logs_tool_direct_call():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_state = MagicMock(spec=State)
+
+    mock_analyst = MagicMock()
+    mock_analyst.run = AsyncMock(return_value="Log scan complete.")
+
+    with patch(
+        "artemis.tools.log_tool.LogAnalyzerNode",
+        return_value=mock_analyst,
+    ):
+        result = await analyze_logs(
+            ctx=mock_ctx,
+            specific_query="Find ANR",
+            state=mock_state,
+        )
+        mock_analyst.run.assert_called_once_with("Find ANR", mock_state)
+        assert result == "Log scan complete."
+
+
+@pytest.mark.asyncio
+async def test_analyze_logs_tool_no_context():
+    result = await analyze_logs(
+        ctx=None,
+        specific_query="Find crash",
+    )
+    assert result == "Error: ArtemisContext is required for LogAnalyzer."
+
+
+def test_analyze_logs_tool_subclass_and_registry():
+    """Verify AnalyzeLogsTool is an ArtemisTool subclass and registered in ToolRegistry."""
+    assert issubclass(AnalyzeLogsTool, ArtemisTool)
+    assert issubclass(AnalyzeLogs, ArtemisTool)
+    assert issubclass(LogTool, ArtemisTool)
+    assert isinstance(analyze_logs, ArtemisTool)
+    assert isinstance(analyze_logs, AnalyzeLogsTool)
+
+    assert analyze_logs.name == "analyze_logs"
+    assert analyze_logs.category == "custom"
+    assert analyze_logs.args_schema == AnalyzeLogsArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("analyze_logs")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, AnalyzeLogsTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = analyze_logs.to_genai_declaration()
+    assert declaration.name == "analyze_logs"
+    assert "specific_query" in declaration.parameters.properties
+
+    # Wrapper check
+    assert analyze_logs_wrapper is not None
+    assert analyze_logs_wrapper.tool_fn_getter == get_analyze_logs_tool
diff --git a/tests/unit/tools/test_log_utils.py b/tests/unit/tools/test_log_utils.py
new file mode 100644
index 0000000..eafc350
--- /dev/null
+++ b/tests/unit/tools/test_log_utils.py
@@ -0,0 +1,116 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from datetime import datetime
+from unittest.mock import Mock, patch
+from artemis.context import ArtemisContext
+from artemis.tools.mobile.log_utils import fetch_and_filter_logs
+import pytest
+
+
+@pytest.fixture
+def mock_context():
+    ctx = Mock(spec=ArtemisContext)
+    ctx.data_engine = Mock()
+    ctx.data_engine.session_start_time = 1700000000.0  # Example timestamp
+    return ctx
+
+
+@pytest.fixture
+def mock_device():
+    return Mock()
+
+
+@patch("artemis.tools.mobile.log_utils.get_adb_device")
+def test_fetch_and_filter_logs_basic(mock_get_adb_device, mock_context, mock_device):
+    mock_get_adb_device.return_value = mock_device
+    mock_device.shell.return_value = "line 1\nline 2\n"
+
+    result = fetch_and_filter_logs(mock_context, lines=10)
+
+    mock_device.shell.assert_called_once_with("logcat -v threadtime -t 10")
+    assert result == "line 1\nline 2\n"
+
+
+@patch("artemis.tools.mobile.log_utils.get_adb_device")
+@patch("artemis.tools.mobile.log_utils.resolve_time")
+def test_fetch_and_filter_logs_since_time_success(
+    mock_resolve_time, mock_get_adb_device, mock_context, mock_device
+):
+    mock_get_adb_device.return_value = mock_device
+    since_dt = datetime(datetime.now().year, 5, 3, 11, 11, 11, 111000)
+    mock_resolve_time.side_effect = [
+        ("05-03 11:11:11.111", since_dt),  # for since_time
+        (None, None),  # for until_time
+    ]
+
+    mock_device.shell.return_value = "05-03 11:11:12.000 line 1\n05-03 11:11:13.000 line 2\n"
+
+    result = fetch_and_filter_logs(mock_context, since_time="05-03 11:11:11.111")
+
+    mock_device.shell.assert_called_once_with('logcat -v threadtime -t "05-03 11:11:11.111"')
+    assert "line 1" in result
+    assert "line 2" in result
+
+
+@patch("artemis.tools.mobile.log_utils.get_adb_device")
+@patch("artemis.tools.mobile.log_utils.resolve_time")
+def test_fetch_and_filter_logs_since_time_fallback(
+    mock_resolve_time, mock_get_adb_device, mock_context, mock_device
+):
+    mock_get_adb_device.return_value = mock_device
+    current_year = datetime.now().year
+    since_dt = datetime(current_year, 5, 4, 12, 0, 0)
+    mock_resolve_time.side_effect = [
+        ("05-04 12:00:00.000", since_dt),  # for since_time
+        (None, None),  # for until_time
+    ]
+
+    # Direct fetch fails
+    mock_device.shell.side_effect = [
+        Exception("logcat failed"),  # first call to direct fetch
+        "05-04 11:59:00.000 line old\n05-04 12:00:01.000 line new\n",  # second call (fallback)
+    ]
+
+    result = fetch_and_filter_logs(mock_context, lines=100, since_time="05-04 12:00:00.000")
+
+    assert mock_device.shell.call_count == 2
+    mock_device.shell.assert_any_call('logcat -v threadtime -t "05-04 12:00:00.000"')
+    mock_device.shell.assert_any_call("logcat -v threadtime -t 100")
+
+    # Should filter out "line old" because it's before since_dt
+    assert "line old" not in result
+    assert "line new" in result
+
+
+@patch("artemis.tools.mobile.log_utils.get_adb_device")
+@patch("artemis.tools.mobile.log_utils.resolve_time")
+def test_fetch_and_filter_logs_until_time(
+    mock_resolve_time, mock_get_adb_device, mock_context, mock_device
+):
+    mock_get_adb_device.return_value = mock_device
+    current_year = datetime.now().year
+    until_dt = datetime(current_year, 5, 4, 12, 0, 0)
+    mock_resolve_time.side_effect = [
+        (None, None),  # for since_time
+        ("05-04 12:00:00.000", until_dt),  # for until_time
+    ]
+
+    mock_device.shell.return_value = "05-04 11:59:00.000 line old\n05-04 12:00:01.000 line new\n"
+
+    result = fetch_and_filter_logs(mock_context, lines=100, until_time="05-04 12:00:00.000")
+
+    mock_device.shell.assert_called_once_with("logcat -v threadtime -t 100")
+    assert "line old" in result
+    assert "line new" not in result
diff --git a/tests/unit/tools/test_long_press_tool.py b/tests/unit/tools/test_long_press_tool.py
new file mode 100644
index 0000000..86925d3
--- /dev/null
+++ b/tests/unit/tools/test_long_press_tool.py
@@ -0,0 +1,162 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.drivers.base import BaseDeviceDriver
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.mobile.exec_tools import (
+    LongPress,
+    LongPressArgs,
+    LongPressTool,
+    get_long_press_tool,
+    long_press,
+    long_press_wrapper,
+)
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.device = MagicMock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+    return ctx
+
+
+@pytest.fixture
+def mock_driver():
+    driver = MagicMock(spec=BaseDeviceDriver)
+    driver.screen_size = (1080, 2400)
+    driver.long_press = AsyncMock(return_value=True)
+    return driver
+
+
+@pytest.fixture
+def mock_state():
+    state = MagicMock(spec=State)
+
+    async def _mock_asanitize_update(ctx, update, agent):
+        return update
+
+    state.asanitize_update = AsyncMock(side_effect=_mock_asanitize_update)
+    return state
+
+
+def test_long_press_tool_subclass_and_registry():
+    """Verify LongPressTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(LongPressTool, ArtemisTool)
+    assert issubclass(LongPress, ArtemisTool)
+    assert isinstance(long_press, ArtemisTool)
+    assert isinstance(long_press, LongPressTool)
+
+    assert long_press.name == "long_press"
+    assert long_press.category == "action"
+    assert long_press.args_schema == LongPressArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("long_press")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, LongPressTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = long_press.to_genai_declaration()
+    assert declaration.name == "long_press"
+    assert "target" in declaration.parameters.properties
+    assert "duration" in declaration.parameters.properties
+
+    # Wrapper check
+    assert long_press_wrapper is not None
+    assert long_press_wrapper.tool_fn_getter == get_long_press_tool
+
+
+@pytest.mark.asyncio
+async def test_long_press_direct_execution_with_driver(mock_driver):
+    """Verify direct execution of LongPressTool with BaseDeviceDriver."""
+    result = await long_press.execute(driver=mock_driver, target=[500, 500], duration=1500)
+    mock_driver.long_press.assert_called_once_with(540, 1200, duration_ms=1500)
+    assert "Long pressed at [500, 500] (normalized) successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_long_press_direct_execution_with_ctx(mock_ctx):
+    """Verify direct execution of LongPressTool with ArtemisContext."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.tap_at = AsyncMock(return_value=MagicMock(error=None))
+        mock_controller_cls.return_value = mock_controller_inst
+
+        result = await long_press.execute(ctx=mock_ctx, target=[250, 750], duration=2000)
+        mock_controller_inst.tap_at.assert_called_once_with(
+            270, 1800, long_press=True, long_press_duration=2000
+        )
+        assert "Long pressed at [250, 750] (normalized) successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_long_press_with_state_command(mock_ctx, mock_state):
+    """Verify LongPressTool returns Command when state is provided."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.tap_at = AsyncMock(return_value=MagicMock(error=None))
+        mock_controller_cls.return_value = mock_controller_inst
+
+        cmd = await long_press.execute(
+            ctx=mock_ctx,
+            target=[100, 200],
+            duration=1200,
+            tool_call_id="call_lp_1",
+            state=mock_state,
+        )
+        assert isinstance(cmd, Command)
+        assert VALIDATOR_MESSAGES_KEY in cmd.update
+        messages = cmd.update[VALIDATOR_MESSAGES_KEY]
+        assert len(messages) == 1
+        assert messages[0].tool_call_id == "call_lp_1"
+        assert messages[0].status == "success"
+        assert "Long pressed at [100, 200]" in messages[0].content
+
+
+@pytest.mark.asyncio
+async def test_long_press_callable_execution(mock_driver):
+    """Verify invoking long_press directly as a callable."""
+    result = await long_press(driver=mock_driver, target=[100, 100])
+    assert "Long pressed at [100, 100] (normalized) successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_long_press_invalid_target(mock_ctx):
+    """Verify error handling on invalid target coordinates."""
+    result = await long_press.execute(ctx=mock_ctx, target=[])
+    assert "Error during long press: Invalid target coordinates" in result
+
+
+@pytest.mark.asyncio
+async def test_get_long_press_tool_langchain_ainvoke(mock_ctx):
+    """Verify get_long_press_tool exports a LangChain tool that works with ainvoke."""
+    lp_tool = get_long_press_tool(mock_ctx)
+    assert lp_tool.name == "long_press"
+
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.tap_at = AsyncMock(return_value=MagicMock(error=None))
+        mock_controller_cls.return_value = mock_controller_inst
+
+        result = await lp_tool.ainvoke({"target": [500, 500], "duration": 1500})
+        assert "Long pressed at [500, 500] (normalized) successfully." in result
diff --git a/tests/unit/tools/test_object_detection_tool.py b/tests/unit/tools/test_object_detection_tool.py
new file mode 100644
index 0000000..acb2541
--- /dev/null
+++ b/tests/unit/tools/test_object_detection_tool.py
@@ -0,0 +1,186 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unit tests for ObjectDetectionTool and OperatorObjectDetectionTool."""
+
+import json
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.object_detection_tool import (
+    ObjectDetection,
+    ObjectDetectionArgs,
+    ObjectDetectionTool,
+    ObjectDetectorTool,
+    OperatorObjectDetection,
+    OperatorObjectDetectionArgs,
+    OperatorObjectDetectionTool,
+    OperatorObjectDetectorTool,
+    get_object_detector_tool,
+    get_operator_object_detector_tool,
+    object_detection,
+    object_detection_wrapper,
+    operator_object_detection,
+    operator_object_detection_wrapper,
+)
+import pytest
+
+
+def test_object_detection_tool_subclass_and_registry():
+    """Verify ObjectDetectionTool and OperatorObjectDetectionTool subclass ArtemisTool and register."""
+    assert issubclass(ObjectDetectionTool, ArtemisTool)
+    assert issubclass(ObjectDetection, ArtemisTool)
+    assert issubclass(ObjectDetectorTool, ArtemisTool)
+    assert issubclass(OperatorObjectDetectionTool, ArtemisTool)
+    assert issubclass(OperatorObjectDetectionTool, ObjectDetectionTool)
+    assert issubclass(OperatorObjectDetection, ArtemisTool)
+    assert issubclass(OperatorObjectDetectorTool, ArtemisTool)
+
+    assert isinstance(object_detection, ArtemisTool)
+    assert isinstance(object_detection, ObjectDetectionTool)
+    assert isinstance(operator_object_detection, ArtemisTool)
+    assert isinstance(operator_object_detection, OperatorObjectDetectionTool)
+
+    # Properties
+    assert object_detection.name == "object_detection"
+    assert object_detection.category == "perception"
+    assert object_detection.args_schema == ObjectDetectionArgs
+
+    assert operator_object_detection.name == "object_detection"
+    assert operator_object_detection.category == "perception"
+    assert operator_object_detection.args_schema == OperatorObjectDetectionArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("object_detection")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, ObjectDetectionTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = object_detection.to_genai_declaration()
+    assert declaration.name == "object_detection"
+    assert "image_path" in declaration.parameters.properties
+    assert "queries" in declaration.parameters.properties
+
+    op_declaration = operator_object_detection.to_genai_declaration()
+    assert op_declaration.name == "object_detection"
+    assert "queries" in op_declaration.parameters.properties
+
+    # Wrappers
+    assert object_detection_wrapper.tool_fn_getter == get_object_detector_tool
+    assert operator_object_detection_wrapper.tool_fn_getter == get_operator_object_detector_tool
+
+
+@pytest.mark.asyncio
+async def test_object_detection_direct_execution_success():
+    """Verify direct async call to object_detection with image_path."""
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+
+    expected_result = {
+        "detected": [{"label": "button", "point": [100, 200]}],
+        "failed": [],
+    }
+
+    with patch(
+        "artemis.tools.object_detection_tool._run_object_detection",
+        AsyncMock(return_value=expected_result),
+    ) as mock_run:
+        result = await object_detection(
+            ctx=mock_ctx,
+            image_path="/path/to/screenshot.jpg",
+            queries=["button"],
+        )
+
+        mock_run.assert_called_once()
+        assert json.loads(result) == expected_result
+
+
+@pytest.mark.asyncio
+async def test_operator_object_detection_direct_execution_with_state():
+    """Verify operator_object_detection reads screenshot from state."""
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/path/to/state_screen.jpg"
+    mock_state.asanitize_update = None  # Non-langgraph direct call
+
+    expected_result = {
+        "detected": [{"label": "search bar", "point": [500, 100]}],
+        "failed": [],
+    }
+
+    with patch(
+        "artemis.tools.object_detection_tool._run_object_detection",
+        AsyncMock(return_value=expected_result),
+    ) as mock_run:
+        result = await operator_object_detection(
+            ctx=mock_ctx,
+            state=mock_state,
+            queries=["search bar"],
+        )
+
+        mock_run.assert_called_once()
+        # Verify it used the latest_screenshot from state
+        call_args = mock_run.call_args[0]
+        assert call_args[1] == "/path/to/state_screen.jpg"
+        assert json.loads(result) == expected_result
+
+
+@pytest.mark.asyncio
+async def test_object_detection_no_image_error():
+    """Verify error when no image path is given and no state screenshot is available."""
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+
+    result = await object_detection(
+        ctx=mock_ctx,
+        image_path=None,
+        queries=["icon"],
+    )
+    assert "Object Detection failed" in result
+    assert "No image path provided" in result
+
+
+@pytest.mark.asyncio
+async def test_object_detection_exception_handling():
+    """Verify graceful handling when _run_object_detection raises an exception."""
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = None
+
+    with patch(
+        "artemis.tools.object_detection_tool._run_object_detection",
+        AsyncMock(side_effect=RuntimeError("Model inference timeout")),
+    ):
+        result = await object_detection(
+            ctx=mock_ctx,
+            image_path="/path/to/screen.jpg",
+            queries=["icon"],
+        )
+        assert "Object Detection failed: Model inference timeout" in result
+
+
+def test_get_langchain_tools():
+    """Verify LangChain BaseTool exports."""
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    tool = get_object_detector_tool(mock_ctx)
+    op_tool = get_operator_object_detector_tool(mock_ctx)
+
+    assert tool.name == "object_detection"
+    assert tool.args_schema == ObjectDetectionArgs
+
+    assert op_tool.name == "object_detection"
+    assert op_tool.args_schema == OperatorObjectDetectionArgs
diff --git a/tests/unit/tools/test_object_detection_trace.py b/tests/unit/tools/test_object_detection_trace.py
new file mode 100644
index 0000000..8c73030
--- /dev/null
+++ b/tests/unit/tools/test_object_detection_trace.py
@@ -0,0 +1,70 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.object_detection_tool import get_operator_object_detector_tool
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_object_detection_trace():
+    mock_ctx = MagicMock(spec=ArtemisContext)
+    mock_ctx.data_engine = MagicMock()
+
+    mock_state = MagicMock(spec=State)
+    mock_state.latest_screenshot = "/path/to/screenshot.jpg"
+    mock_state.asanitize_update = AsyncMock(return_value={"status": "success"})
+
+    # We need to mock the decorator in object_detection_tool.py if we want to avoid it calling real get_llm
+    # Or we can just mock get_llm.
+    # In the tool definition: @trace(type="tool", ctx=ctx)
+    # This calls record_trace immediately on entry/exit.
+
+    mock_tool = get_operator_object_detector_tool(mock_ctx)
+
+    # Mock the internal function called by the tool
+    with patch(
+        "artemis.tools.object_detection_tool._run_object_detection",
+        AsyncMock(return_value="{}"),
+    ) as mock_run:
+        # We need to handle the fact that ainvoke might fail if LangChain internals are not fully mocked.
+        # But let's try it.
+
+        await mock_tool.ainvoke(
+            {
+                "type": "tool_call",
+                "name": "object_detection",
+                "id": "call_123",
+                "args": {"queries": ["test_label"], "state": mock_state},
+            }
+        )
+
+        # Verify _run_object_detection was called
+        mock_run.assert_called_once()
+
+        # Verify record_trace was called for the span
+        assert mock_ctx.data_engine.record_trace.call_count >= 1
+
+        calls = mock_ctx.data_engine.record_trace.call_args_list
+        span_called = False
+        for call in calls:
+            kwargs = call.kwargs
+            if kwargs.get("type") == "span" and kwargs.get("name") == "run_object_detection":
+                span_called = True
+                break
+
+        assert span_called, "TraceSpan 'run_object_detection' was not called"
diff --git a/tests/unit/tools/test_ocr_tool.py b/tests/unit/tools/test_ocr_tool.py
new file mode 100644
index 0000000..480dbe8
--- /dev/null
+++ b/tests/unit/tools/test_ocr_tool.py
@@ -0,0 +1,238 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import base64
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.drivers.base import BaseDeviceDriver
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.mobile.ocr import (
+    OCRRecognition,
+    OcrArgs,
+    OcrRecognition,
+    OcrRecognitionTool,
+    OcrTool,
+    get_ocr_tool,
+    ocr_recognition,
+    ocr_recognition_wrapper,
+)
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.device = MagicMock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+    return ctx
+
+
+@pytest.fixture
+def mock_driver():
+    driver = MagicMock(spec=BaseDeviceDriver)
+    driver.screen_size = (1080, 2400)
+    screen_data = MagicMock()
+    screen_data.screenshot_base64 = base64.b64encode(b"dummy_image_data").decode("utf-8")
+    screen_data.screenshot_bytes = b"dummy_image_data"
+    driver.get_screen_data = AsyncMock(return_value=screen_data)
+    return driver
+
+
+@pytest.fixture
+def mock_state(tmp_path):
+    screenshot_file = tmp_path / "test_screenshot.png"
+    screenshot_file.write_bytes(b"dummy_image_content")
+
+    state = MagicMock(spec=State)
+    state.latest_screenshot = str(screenshot_file)
+
+    async def _mock_asanitize_update(ctx, update, agent):
+        return update
+
+    state.asanitize_update = AsyncMock(side_effect=_mock_asanitize_update)
+    return state
+
+
+def test_ocr_tool_subclass_and_registry():
+    """Verify OcrRecognitionTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(OcrRecognitionTool, ArtemisTool)
+    assert issubclass(OcrRecognition, ArtemisTool)
+    assert issubclass(OCRRecognition, ArtemisTool)
+    assert issubclass(OcrTool, ArtemisTool)
+    assert isinstance(ocr_recognition, ArtemisTool)
+    assert isinstance(ocr_recognition, OcrRecognitionTool)
+
+    assert ocr_recognition.name == "ocr_recognition"
+    assert ocr_recognition.category == "explorer"
+    assert ocr_recognition.args_schema == OcrArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("ocr_recognition")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, OcrRecognitionTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = ocr_recognition.to_genai_declaration()
+    assert declaration.name == "ocr_recognition"
+
+    # Wrapper check
+    assert ocr_recognition_wrapper is not None
+    assert ocr_recognition_wrapper.tool_fn_getter == get_ocr_tool
+
+
+class SimpleState:
+    def __init__(self, screenshot_path: str):
+        self.latest_screenshot = screenshot_path
+
+
+@pytest.mark.asyncio
+async def test_ocr_direct_execution_with_state(mock_ctx, tmp_path):
+    """Verify direct execution with state and screenshot file."""
+    screenshot_file = tmp_path / "test_screenshot.png"
+    screenshot_file.write_bytes(b"dummy_image_content")
+    simple_state = SimpleState(str(screenshot_file))
+
+    mock_results = [
+        {
+            "text": "Submit",
+            "position": [
+                {"x": 100, "y": 200},
+                {"x": 200, "y": 200},
+                {"x": 200, "y": 300},
+                {"x": 100, "y": 300},
+            ],
+        }
+    ]
+    with patch(
+        "artemis.tools.mobile.ocr.perform_ocr",
+        new_callable=AsyncMock,
+        return_value=mock_results,
+    ):
+        result = await ocr_recognition.execute(ctx=mock_ctx, state=simple_state)
+        assert "OCR Recognition successful." in result
+        assert "Submit" in result
+
+
+@pytest.mark.asyncio
+async def test_ocr_direct_execution_with_driver(mock_ctx, mock_driver):
+    """Verify direct execution with driver."""
+    mock_results = [
+        {
+            "text": "Settings",
+            "position": [
+                {"x": 500, "y": 500},
+                {"x": 600, "y": 600},
+            ],
+        }
+    ]
+    with patch(
+        "artemis.tools.mobile.ocr.perform_ocr",
+        new_callable=AsyncMock,
+        return_value=mock_results,
+    ):
+        result = await ocr_recognition.execute(ctx=mock_ctx, driver=mock_driver)
+        assert "OCR Recognition successful." in result
+        assert "Settings" in result
+
+
+@pytest.mark.asyncio
+async def test_ocr_no_text_detected(mock_ctx, tmp_path):
+    """Verify outcome when no text is detected."""
+    screenshot_file = tmp_path / "test_empty_screenshot.png"
+    screenshot_file.write_bytes(b"dummy_empty_content")
+    simple_state = SimpleState(str(screenshot_file))
+
+    with patch(
+        "artemis.tools.mobile.ocr.perform_ocr",
+        new_callable=AsyncMock,
+        return_value=[],
+    ):
+        result = await ocr_recognition.execute(ctx=mock_ctx, state=simple_state)
+        assert "No text detected on the screen." in result
+
+
+@pytest.mark.asyncio
+async def test_ocr_with_state_command(mock_ctx, mock_state):
+    """Verify OcrRecognitionTool returns Command when state is provided."""
+    mock_results = [{"text": "Hello", "position": [{"x": 100, "y": 100}]}]
+    with patch(
+        "artemis.tools.mobile.ocr.perform_ocr",
+        new_callable=AsyncMock,
+        return_value=mock_results,
+    ):
+        cmd = await ocr_recognition.execute(
+            ctx=mock_ctx,
+            tool_call_id="call_ocr_1",
+            state=mock_state,
+        )
+        assert isinstance(cmd, Command)
+        assert VALIDATOR_MESSAGES_KEY in cmd.update
+        messages = cmd.update[VALIDATOR_MESSAGES_KEY]
+        assert len(messages) == 1
+        assert messages[0].tool_call_id == "call_ocr_1"
+        assert messages[0].status == "success"
+        assert "Hello" in messages[0].content
+
+
+@pytest.mark.asyncio
+async def test_ocr_failure_missing_screenshot(mock_ctx):
+    """Verify error handling when screenshot path is missing."""
+    empty_state = MagicMock(spec=State)
+    empty_state.latest_screenshot = None
+    empty_state.asanitize_update = AsyncMock(side_effect=lambda ctx, update, agent: update)
+
+    cmd = await ocr_recognition.execute(
+        ctx=mock_ctx,
+        tool_call_id="call_ocr_err",
+        state=empty_state,
+    )
+    assert isinstance(cmd, Command)
+    messages = cmd.update[VALIDATOR_MESSAGES_KEY]
+    assert messages[0].status == "error"
+    assert "OCR Recognition failed" in messages[0].content
+
+
+@pytest.mark.asyncio
+async def test_ocr_callable_execution(mock_ctx, mock_driver):
+    """Verify invoking ocr_recognition directly as a callable."""
+    with patch(
+        "artemis.tools.mobile.ocr.perform_ocr",
+        new_callable=AsyncMock,
+        return_value=[{"text": "Callable", "position": []}],
+    ):
+        result = await ocr_recognition(ctx=mock_ctx, driver=mock_driver)
+        assert "OCR Recognition successful." in result
+        assert "Callable" in result
+
+
+@pytest.mark.asyncio
+async def test_get_ocr_tool_langchain_ainvoke(mock_ctx, mock_driver):
+    """Verify get_ocr_tool exports a LangChain tool that works with ainvoke."""
+    mock_ctx._active_driver = mock_driver
+    ocr_tool = get_ocr_tool(mock_ctx)
+    assert ocr_tool.name == "ocr_recognition"
+
+    with patch(
+        "artemis.tools.mobile.ocr.perform_ocr",
+        new_callable=AsyncMock,
+        return_value=[{"text": "LangChain", "position": []}],
+    ):
+        result = await ocr_tool.ainvoke({})
+        assert "OCR Recognition successful." in result
+        assert "LangChain" in result
diff --git a/tests/unit/tools/test_press_key_tool.py b/tests/unit/tools/test_press_key_tool.py
new file mode 100644
index 0000000..2eba60c
--- /dev/null
+++ b/tests/unit/tools/test_press_key_tool.py
@@ -0,0 +1,174 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.drivers.base import BaseDeviceDriver
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.mobile.exec_tools import (
+    PressKey,
+    PressKeyArgs,
+    PressKeyTool,
+    get_press_key_tool,
+    press_key,
+    press_key_wrapper,
+)
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.device = MagicMock()
+    return ctx
+
+
+@pytest.fixture
+def mock_driver():
+    driver = MagicMock(spec=BaseDeviceDriver)
+    driver.press_key = AsyncMock(return_value=True)
+    return driver
+
+
+@pytest.fixture
+def mock_state():
+    state = MagicMock(spec=State)
+
+    async def _mock_asanitize_update(ctx, update, agent):
+        return update
+
+    state.asanitize_update = AsyncMock(side_effect=_mock_asanitize_update)
+    return state
+
+
+def test_press_key_tool_subclass_and_registry():
+    """Verify PressKeyTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(PressKeyTool, ArtemisTool)
+    assert issubclass(PressKey, ArtemisTool)
+    assert isinstance(press_key, ArtemisTool)
+    assert isinstance(press_key, PressKeyTool)
+
+    assert press_key.name == "press_key"
+    assert press_key.category == "action"
+    assert press_key.args_schema == PressKeyArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("press_key")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, PressKeyTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = press_key.to_genai_declaration()
+    assert declaration.name == "press_key"
+    assert "key" in declaration.parameters.properties
+
+    # Wrapper check
+    assert press_key_wrapper is not None
+    assert press_key_wrapper.tool_fn_getter == get_press_key_tool
+
+
+@pytest.mark.asyncio
+async def test_press_key_direct_execution_with_driver(mock_driver):
+    """Verify direct execution with BaseDeviceDriver."""
+    result = await press_key.execute(driver=mock_driver, key="BACK")
+    mock_driver.press_key.assert_called_once_with("BACK")
+    assert "Pressed key 'BACK' successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_press_key_direct_execution_with_ctx(mock_ctx):
+    """Verify direct execution with ArtemisContext for various keys."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.press_enter = AsyncMock(return_value=True)
+        mock_controller_inst.go_back = AsyncMock(return_value=True)
+        mock_controller_inst.go_home = AsyncMock(return_value=True)
+        mock_controller_inst.press_key = AsyncMock(return_value=True)
+        mock_controller_cls.return_value = mock_controller_inst
+
+        # Test ENTER
+        res_enter = await press_key.execute(ctx=mock_ctx, key="ENTER")
+        mock_controller_inst.press_enter.assert_called_once()
+        assert "Pressed key 'ENTER' successfully." in res_enter
+
+        # Test BACK
+        res_back = await press_key.execute(ctx=mock_ctx, key="BACK")
+        mock_controller_inst.go_back.assert_called_once()
+        assert "Pressed key 'BACK' successfully." in res_back
+
+        # Test HOME
+        res_home = await press_key.execute(ctx=mock_ctx, key="HOME")
+        mock_controller_inst.go_home.assert_called_once()
+        assert "Pressed key 'HOME' successfully." in res_home
+
+        # Test APP_SWITCH
+        res_app_switch = await press_key.execute(ctx=mock_ctx, key="APP_SWITCH")
+        mock_controller_inst.press_key.assert_called_with("KEYCODE_APP_SWITCH")
+        assert "Pressed key 'APP_SWITCH' successfully." in res_app_switch
+
+
+@pytest.mark.asyncio
+async def test_press_key_with_state_command(mock_ctx, mock_state):
+    """Verify PressKeyTool returns Command when state is provided."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.go_home = AsyncMock(return_value=True)
+        mock_controller_cls.return_value = mock_controller_inst
+
+        cmd = await press_key.execute(
+            ctx=mock_ctx,
+            key="HOME",
+            tool_call_id="call_pk_1",
+            state=mock_state,
+        )
+        assert isinstance(cmd, Command)
+        assert VALIDATOR_MESSAGES_KEY in cmd.update
+        messages = cmd.update[VALIDATOR_MESSAGES_KEY]
+        assert len(messages) == 1
+        assert messages[0].tool_call_id == "call_pk_1"
+        assert messages[0].status == "success"
+        assert "Pressed key 'HOME' successfully." in messages[0].content
+
+
+@pytest.mark.asyncio
+async def test_press_key_callable_execution(mock_driver):
+    """Verify invoking press_key directly as a callable."""
+    result = await press_key(driver=mock_driver, key="ENTER")
+    assert "Pressed key 'ENTER' successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_press_key_missing_key(mock_ctx):
+    """Verify error handling when key is empty or missing."""
+    result = await press_key.execute(ctx=mock_ctx, key="")
+    assert "Error during press key: Key parameter is required." in result
+
+
+@pytest.mark.asyncio
+async def test_get_press_key_tool_langchain_ainvoke(mock_ctx):
+    """Verify get_press_key_tool exports a LangChain tool that works with ainvoke."""
+    pk_tool = get_press_key_tool(mock_ctx)
+    assert pk_tool.name == "press_key"
+
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.go_back = AsyncMock(return_value=True)
+        mock_controller_cls.return_value = mock_controller_inst
+
+        result = await pk_tool.ainvoke({"key": "BACK"})
+        assert "Pressed key 'BACK' successfully." in result
diff --git a/tests/unit/tools/test_read_hierarchy_tool.py b/tests/unit/tools/test_read_hierarchy_tool.py
new file mode 100644
index 0000000..9ee542a
--- /dev/null
+++ b/tests/unit/tools/test_read_hierarchy_tool.py
@@ -0,0 +1,145 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock
+
+from artemis.context import ArtemisContext
+from artemis.drivers.base import BaseDeviceDriver
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.mobile.read_hierarchy import (
+    GetUIHierarchy,
+    GetUiHierarchy,
+    GetUiHierarchyArgs,
+    GetUiHierarchyTool,
+    get_ui_hierarchy,
+    get_ui_hierarchy_tool,
+    ui_hierarchy_wrapper,
+)
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.ui_adb_client = MagicMock()
+    ctx.ui_adb_client.get_hierarchy.return_value = "<hierarchy><node text='Home'/></hierarchy>"
+    return ctx
+
+
+@pytest.fixture
+def mock_driver():
+    driver = MagicMock(spec=BaseDeviceDriver)
+    screen_data = MagicMock()
+    screen_data.ui_hierarchy_xml = "<hierarchy><node text='Settings'/></hierarchy>"
+    driver.get_screen_data = AsyncMock(return_value=screen_data)
+    return driver
+
+
+def test_get_ui_hierarchy_tool_subclass_and_registry():
+    """Verify GetUiHierarchyTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(GetUiHierarchyTool, ArtemisTool)
+    assert issubclass(GetUiHierarchy, ArtemisTool)
+    assert issubclass(GetUIHierarchy, ArtemisTool)
+    assert isinstance(get_ui_hierarchy, ArtemisTool)
+    assert isinstance(get_ui_hierarchy, GetUiHierarchyTool)
+
+    assert get_ui_hierarchy.name == "get_ui_hierarchy"
+    assert get_ui_hierarchy.category == "diagnostic"
+    assert get_ui_hierarchy.args_schema == GetUiHierarchyArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("get_ui_hierarchy")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, GetUiHierarchyTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = get_ui_hierarchy.to_genai_declaration()
+    assert declaration.name == "get_ui_hierarchy"
+
+    # Wrapper check
+    assert ui_hierarchy_wrapper is not None
+    assert ui_hierarchy_wrapper.tool_fn_getter == get_ui_hierarchy_tool
+
+
+@pytest.mark.asyncio
+async def test_get_ui_hierarchy_direct_execution_with_ctx(mock_ctx):
+    """Verify direct execution with ArtemisContext."""
+    result = await get_ui_hierarchy.execute(ctx=mock_ctx)
+    mock_ctx.ui_adb_client.get_hierarchy.assert_called_once()
+    assert "<hierarchy><node text='Home'/></hierarchy>" in result
+
+
+@pytest.mark.asyncio
+async def test_get_ui_hierarchy_direct_execution_with_driver_screen_data(mock_driver):
+    """Verify direct execution with driver's get_screen_data."""
+    result = await get_ui_hierarchy.execute(driver=mock_driver)
+    mock_driver.get_screen_data.assert_called_once()
+    assert "<hierarchy><node text='Settings'/></hierarchy>" in result
+
+
+@pytest.mark.asyncio
+async def test_get_ui_hierarchy_direct_execution_with_driver_get_hierarchy():
+    """Verify direct execution with driver's get_ui_hierarchy."""
+    driver = MagicMock(spec=BaseDeviceDriver)
+    del driver.get_screen_data
+    driver.get_ui_hierarchy = AsyncMock(
+        return_value="<hierarchy><node text='DirectDriver'/></hierarchy>"
+    )
+    result = await get_ui_hierarchy.execute(driver=driver)
+    driver.get_ui_hierarchy.assert_called_once()
+    assert "<hierarchy><node text='DirectDriver'/></hierarchy>" in result
+
+
+@pytest.mark.asyncio
+async def test_get_ui_hierarchy_with_state(mock_ctx):
+    """Verify GetUiHierarchyTool returns string when state is provided."""
+    state = MagicMock()
+    result = await get_ui_hierarchy.execute(
+        ctx=mock_ctx,
+        tool_call_id="call_hier_1",
+        state=state,
+    )
+    assert "<hierarchy><node text='Home'/></hierarchy>" in result
+
+
+@pytest.mark.asyncio
+async def test_get_ui_hierarchy_no_client_or_driver():
+    """Verify error handling when no client or driver is provided."""
+    result = await get_ui_hierarchy.execute()
+    assert "Error retrieving UI hierarchy: No UI Automator client or driver provided." in result
+
+
+@pytest.mark.asyncio
+async def test_get_ui_hierarchy_exception_handling(mock_ctx):
+    """Verify error handling when ui_adb_client raises an exception."""
+    mock_ctx.ui_adb_client.get_hierarchy.side_effect = RuntimeError("ADB server died")
+    result = await get_ui_hierarchy.execute(ctx=mock_ctx)
+    assert "Error retrieving UI hierarchy: ADB server died" in result
+
+
+@pytest.mark.asyncio
+async def test_get_ui_hierarchy_callable_execution(mock_ctx):
+    """Verify invoking get_ui_hierarchy directly as a callable."""
+    result = await get_ui_hierarchy(ctx=mock_ctx)
+    assert "<node text='Home'/>" in result
+
+
+@pytest.mark.asyncio
+async def test_get_ui_hierarchy_tool_langchain_ainvoke(mock_ctx):
+    """Verify get_ui_hierarchy_tool exports a LangChain tool that works with ainvoke."""
+    tool = get_ui_hierarchy_tool(mock_ctx)
+    assert tool.name == "get_ui_hierarchy"
+
+    result = await tool.ainvoke({})
+    assert "<node text='Home'/>" in result
diff --git a/tests/unit/tools/test_read_logs_tool.py b/tests/unit/tools/test_read_logs_tool.py
new file mode 100644
index 0000000..5e14340
--- /dev/null
+++ b/tests/unit/tools/test_read_logs_tool.py
@@ -0,0 +1,140 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.mobile.read_logs import (
+    ReadLogs,
+    ReadLogsArgs,
+    ReadLogsTool,
+    ReadLogsToolAlias,
+    get_read_logs_tool,
+    read_logs,
+)
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    return ctx
+
+
+def test_read_logs_tool_subclass_and_registry():
+    """Verify ReadLogsTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(ReadLogsTool, ArtemisTool)
+    assert issubclass(ReadLogs, ArtemisTool)
+    assert issubclass(ReadLogsToolAlias, ArtemisTool)
+    assert isinstance(read_logs, ArtemisTool)
+    assert isinstance(read_logs, ReadLogsTool)
+
+    assert read_logs.name == "read_logs"
+    assert read_logs.category == "diagnostic"
+    assert read_logs.args_schema == ReadLogsArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("read_logs")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, ReadLogsTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = read_logs.to_genai_declaration()
+    assert declaration.name == "read_logs"
+    assert "lines" in declaration.parameters.properties
+    assert "since_time" in declaration.parameters.properties
+    assert "until_time" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_read_logs_direct_execution(mock_ctx):
+    """Verify direct execution of ReadLogsTool."""
+    mock_log_output = "08-12 10:00:00.000 1000 1000 I Test: Hello Logs\n"
+    with patch(
+        "artemis.tools.mobile.read_logs.fetch_and_filter_logs",
+        return_value=mock_log_output,
+    ) as mock_fetch:
+        result = await read_logs.execute(
+            ctx=mock_ctx,
+            lines=100,
+            since_time="08-12 09:59:00",
+            until_time="08-12 10:01:00",
+        )
+        mock_fetch.assert_called_once_with(
+            ctx=mock_ctx,
+            lines=100,
+            since_time="08-12 09:59:00",
+            until_time="08-12 10:01:00",
+        )
+        assert result == mock_log_output
+
+
+@pytest.mark.asyncio
+async def test_read_logs_default_lines(mock_ctx):
+    """Verify read_logs defaults lines to 200 when None."""
+    with patch(
+        "artemis.tools.mobile.read_logs.fetch_and_filter_logs",
+        return_value="logs",
+    ) as mock_fetch:
+        result = await read_logs.execute(ctx=mock_ctx, lines=None)
+        mock_fetch.assert_called_once_with(
+            ctx=mock_ctx,
+            lines=200,
+            since_time=None,
+            until_time=None,
+        )
+        assert result == "logs"
+
+
+@pytest.mark.asyncio
+async def test_read_logs_exception_handling(mock_ctx):
+    """Verify error handling when fetching logs raises an exception."""
+    with patch(
+        "artemis.tools.mobile.read_logs.fetch_and_filter_logs",
+        side_effect=RuntimeError("Device disconnected"),
+    ):
+        result = await read_logs.execute(ctx=mock_ctx)
+        assert "Failed to read logs: Device disconnected" in result
+
+
+@pytest.mark.asyncio
+async def test_read_logs_callable_execution(mock_ctx):
+    """Verify invoking read_logs directly as a callable."""
+    with patch(
+        "artemis.tools.mobile.read_logs.fetch_and_filter_logs",
+        return_value="sample log stream",
+    ):
+        result = await read_logs(ctx=mock_ctx, lines=50)
+        assert result == "sample log stream"
+
+
+@pytest.mark.asyncio
+async def test_get_read_logs_tool_langchain_ainvoke(mock_ctx):
+    """Verify get_read_logs_tool exports a LangChain tool that works with ainvoke."""
+    tool = get_read_logs_tool(mock_ctx)
+    assert tool.name == "read_logs"
+
+    with patch(
+        "artemis.tools.mobile.read_logs.fetch_and_filter_logs",
+        return_value="langchain log content",
+    ) as mock_fetch:
+        result = await tool.ainvoke({"lines": 300})
+        mock_fetch.assert_called_once_with(
+            ctx=mock_ctx,
+            lines=300,
+            since_time=None,
+            until_time=None,
+        )
+        assert result == "langchain log content"
diff --git a/tests/unit/tools/test_read_note_pure_tool.py b/tests/unit/tools/test_read_note_pure_tool.py
new file mode 100644
index 0000000..f8bb661
--- /dev/null
+++ b/tests/unit/tools/test_read_note_pure_tool.py
@@ -0,0 +1,127 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.scratchpad import (
+    ReadNoteArgs,
+    ReadNotePure,
+    ReadNotePureTool,
+    get_read_note_tool_pure,
+    read_note_pure,
+)
+from artemis.utils.notes import save_note_content
+import pytest
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.base_dir = str(tmp_path)
+    return ctx
+
+
+def test_read_note_pure_tool_subclass_and_registry():
+    """Verify ReadNotePureTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(ReadNotePureTool, ArtemisTool)
+    assert issubclass(ReadNotePure, ArtemisTool)
+    assert isinstance(read_note_pure, ArtemisTool)
+    assert isinstance(read_note_pure, ReadNotePureTool)
+
+    assert read_note_pure.name == "read_note_pure"
+    assert read_note_pure.category == "memory"
+    assert read_note_pure.args_schema == ReadNoteArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("read_note_pure")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, ReadNotePureTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = read_note_pure.to_genai_declaration()
+    assert declaration.name == "read_note_pure"
+    assert "key" in declaration.parameters.properties
+    assert "start_line" in declaration.parameters.properties
+    assert "end_line" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_read_note_pure_direct_execution_success(mock_ctx, tmp_path):
+    """Verify direct execution of ReadNotePureTool.execute reads saved note."""
+    save_note_content(tmp_path, "sample_pure", "line 1\nline 2\nline 3")
+
+    result = await read_note_pure.execute(ctx=mock_ctx, key="sample_pure")
+    assert "Successfully read note 'sample_pure'." in result
+    assert "line 1\nline 2\nline 3" in result
+
+
+@pytest.mark.asyncio
+async def test_read_note_pure_slice(mock_ctx, tmp_path):
+    """Verify reading a line slice with start_line and end_line via ReadNotePureTool."""
+    save_note_content(tmp_path, "slice_pure", "line 1\nline 2\nline 3\nline 4")
+
+    result = await read_note_pure.execute(
+        ctx=mock_ctx,
+        key="slice_pure",
+        start_line=2,
+        end_line=3,
+    )
+    assert "Successfully read note 'slice_pure' (lines 2 to 3)." in result
+    assert "line 1" not in result
+    assert "line 2\nline 3" in result
+    assert "line 4" not in result
+
+
+@pytest.mark.asyncio
+async def test_read_note_pure_callable_execution(mock_ctx, tmp_path):
+    """Verify invoking read_note_pure directly as a callable."""
+    save_note_content(tmp_path, "callable_pure", "hello from pure callable")
+
+    result = await read_note_pure(ctx=mock_ctx, key="callable_pure")
+    assert "Successfully read note 'callable_pure'." in result
+    assert "hello from pure callable" in result
+
+
+@pytest.mark.asyncio
+async def test_read_note_pure_not_found(mock_ctx):
+    """Verify error handling when note is missing."""
+    result = await read_note_pure.execute(ctx=mock_ctx, key="nonexistent_pure")
+    assert "Note 'nonexistent_pure' not found" in result
+
+
+@pytest.mark.asyncio
+async def test_read_note_pure_other_error(mock_ctx):
+    """Verify error handling when read_note_content raises an exception."""
+    with patch(
+        "artemis.tools.scratchpad.read_note_content",
+        side_effect=OSError("Disk error"),
+    ):
+        result = await read_note_pure.execute(ctx=mock_ctx, key="err_note")
+        assert "Failed to read note 'err_note': Disk error" in result
+
+
+@pytest.mark.asyncio
+async def test_get_read_note_tool_pure_langchain_ainvoke(mock_ctx, tmp_path):
+    """Verify get_read_note_tool_pure exports a LangChain tool named 'read_note'."""
+    save_note_content(tmp_path, "pure_export", "exported pure note")
+
+    pure_tool = get_read_note_tool_pure(mock_ctx)
+    assert pure_tool.name == "read_note"
+
+    result = await pure_tool.ainvoke({"key": "pure_export"})
+    assert "Successfully read note 'pure_export'." in result
+    assert "exported pure note" in result
diff --git a/tests/unit/tools/test_read_note_tool.py b/tests/unit/tools/test_read_note_tool.py
new file mode 100644
index 0000000..537aa27
--- /dev/null
+++ b/tests/unit/tools/test_read_note_tool.py
@@ -0,0 +1,177 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.scratchpad import (
+    ReadNote,
+    ReadNoteArgs,
+    ReadNoteTool,
+    get_read_note_tool,
+    get_read_note_tool_pure,
+    read_note,
+    read_note_wrapper,
+)
+from artemis.utils.notes import save_note_content
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.base_dir = str(tmp_path)
+    return ctx
+
+
+def test_read_note_tool_subclass_and_registry():
+    """Verify ReadNoteTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(ReadNoteTool, ArtemisTool)
+    assert issubclass(ReadNote, ArtemisTool)
+    assert isinstance(read_note, ArtemisTool)
+    assert isinstance(read_note, ReadNoteTool)
+
+    assert read_note.name == "read_note"
+    assert read_note.category == "memory"
+    assert read_note.args_schema == ReadNoteArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("read_note")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, ReadNoteTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = read_note.to_genai_declaration()
+    assert declaration.name == "read_note"
+    assert "key" in declaration.parameters.properties
+    assert "start_line" in declaration.parameters.properties
+    assert "end_line" in declaration.parameters.properties
+
+    # Wrapper check
+    assert read_note_wrapper is not None
+    assert read_note_wrapper.tool_fn_getter == get_read_note_tool
+
+
+@pytest.mark.asyncio
+async def test_read_note_direct_execution_success(mock_ctx, tmp_path):
+    """Verify direct execution of ReadNoteTool.execute reads saved note."""
+    save_note_content(tmp_path, "sample", "line 1\nline 2\nline 3\nline 4\nline 5")
+
+    result = await read_note.execute(ctx=mock_ctx, key="sample")
+    assert "Successfully read note 'sample'." in result
+    assert "line 1\nline 2\nline 3\nline 4\nline 5" in result
+
+
+@pytest.mark.asyncio
+async def test_read_note_slice(mock_ctx, tmp_path):
+    """Verify reading a line slice with start_line and end_line."""
+    save_note_content(tmp_path, "sample", "line 1\nline 2\nline 3\nline 4\nline 5")
+
+    result = await read_note.execute(
+        ctx=mock_ctx,
+        key="sample",
+        start_line=2,
+        end_line=4,
+    )
+    assert "Successfully read note 'sample' (lines 2 to 4)." in result
+    assert "line 1" not in result
+    assert "line 2\nline 3\nline 4" in result
+    assert "line 5" not in result
+
+
+@pytest.mark.asyncio
+async def test_read_note_callable_execution(mock_ctx, tmp_path):
+    """Verify invoking read_note directly as a callable."""
+    save_note_content(tmp_path, "callable_sample", "hello from callable")
+
+    result = await read_note(ctx=mock_ctx, key="callable_sample")
+    assert "Successfully read note 'callable_sample'." in result
+    assert "hello from callable" in result
+
+
+@pytest.mark.asyncio
+async def test_read_note_with_state_command(mock_ctx, tmp_path):
+    """Verify ReadNoteTool.execute with state returns Command updating VALIDATOR_MESSAGES_KEY."""
+    save_note_content(tmp_path, "state_sample", "state note content")
+
+    mock_state = MagicMock(spec=State)
+    mock_state.current_agent = "operator"
+    mock_state.asanitize_update = AsyncMock(side_effect=lambda ctx, update, agent: update)
+
+    result = await read_note.execute(
+        ctx=mock_ctx,
+        key="state_sample",
+        state=mock_state,
+        tool_call_id="call_read_999",
+    )
+
+    assert isinstance(result, Command)
+    assert VALIDATOR_MESSAGES_KEY in result.update
+    tool_messages = result.update[VALIDATOR_MESSAGES_KEY]
+    assert len(tool_messages) == 1
+    assert tool_messages[0].tool_call_id == "call_read_999"
+    assert "Successfully read note 'state_sample'." in tool_messages[0].content
+    assert "state note content" in tool_messages[0].content
+    assert tool_messages[0].status == "success"
+
+    mock_state.asanitize_update.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_read_note_not_found(mock_ctx):
+    """Verify error handling when a note is not found."""
+    result = await read_note.execute(ctx=mock_ctx, key="nonexistent")
+    assert "Note 'nonexistent' not found" in result
+
+
+@pytest.mark.asyncio
+async def test_read_note_other_error(mock_ctx):
+    """Verify error handling for unexpected exceptions."""
+    with patch(
+        "artemis.tools.scratchpad.read_note_content",
+        side_effect=ValueError("Corrupted data"),
+    ):
+        result = await read_note.execute(ctx=mock_ctx, key="bad_note")
+        assert "Failed to read note 'bad_note': Corrupted data" in result
+
+
+@pytest.mark.asyncio
+async def test_get_read_note_tool_langchain_ainvoke(mock_ctx, tmp_path):
+    """Verify get_read_note_tool exports a LangChain tool that works with ainvoke."""
+    save_note_content(tmp_path, "lc_sample", "langchain content")
+
+    lc_tool = get_read_note_tool(mock_ctx)
+    assert lc_tool.name == "read_note"
+
+    result = await lc_tool.ainvoke({"key": "lc_sample"})
+    assert "Successfully read note 'lc_sample'." in result
+    assert "langchain content" in result
+
+
+@pytest.mark.asyncio
+async def test_get_read_note_tool_pure(mock_ctx, tmp_path):
+    """Verify get_read_note_tool_pure returns a pure LangChain tool."""
+    save_note_content(tmp_path, "pure_sample", "pure content")
+
+    pure_tool = get_read_note_tool_pure(mock_ctx)
+    assert pure_tool.name == "read_note"
+
+    result = await pure_tool.ainvoke({"key": "pure_sample"})
+    assert "Successfully read note 'pure_sample'." in result
+    assert "pure content" in result
diff --git a/tests/unit/tools/test_save_note_pure_tool.py b/tests/unit/tools/test_save_note_pure_tool.py
new file mode 100644
index 0000000..1a91c62
--- /dev/null
+++ b/tests/unit/tools/test_save_note_pure_tool.py
@@ -0,0 +1,122 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.scratchpad import (
+    SaveNoteArgs,
+    SaveNotePure,
+    SaveNotePureTool,
+    get_save_note_tool_pure,
+    save_note_pure,
+)
+import pytest
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.base_dir = str(tmp_path)
+    return ctx
+
+
+def test_save_note_pure_tool_subclass_and_registry():
+    """Verify SaveNotePureTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(SaveNotePureTool, ArtemisTool)
+    assert issubclass(SaveNotePure, ArtemisTool)
+    assert isinstance(save_note_pure, ArtemisTool)
+    assert isinstance(save_note_pure, SaveNotePureTool)
+
+    assert save_note_pure.name == "save_note_pure"
+    assert save_note_pure.category == "memory"
+    assert save_note_pure.args_schema == SaveNoteArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("save_note_pure")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, SaveNotePureTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = save_note_pure.to_genai_declaration()
+    assert declaration.name == "save_note_pure"
+    assert "key" in declaration.parameters.properties
+    assert "content" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_save_note_pure_direct_execution_success(mock_ctx, tmp_path):
+    """Verify direct execution of SaveNotePureTool.execute creates note file."""
+    result = await save_note_pure.execute(
+        ctx=mock_ctx,
+        key="test_pure_save",
+        content="Pure saved content",
+    )
+    assert result == "Successfully saved note to test_pure_save.md."
+
+    note_path = Path(tmp_path) / "notes" / "test_pure_save.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Pure saved content"
+
+
+@pytest.mark.asyncio
+async def test_save_note_pure_callable_execution(mock_ctx, tmp_path):
+    """Verify invoking save_note_pure directly as a callable."""
+    result = await save_note_pure(
+        ctx=mock_ctx,
+        key="callable_pure_save",
+        content="Callable pure content",
+    )
+    assert result == "Successfully saved note to callable_pure_save.md."
+
+    note_path = Path(tmp_path) / "notes" / "callable_pure_save.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Callable pure content"
+
+
+@pytest.mark.asyncio
+async def test_save_note_pure_execution_failure(mock_ctx):
+    """Verify error handling when save_note_content fails."""
+    with patch(
+        "artemis.tools.scratchpad.save_note_content",
+        side_effect=PermissionError("Permission denied"),
+    ):
+        result = await save_note_pure.execute(
+            ctx=mock_ctx,
+            key="fail_save",
+            content="Some content",
+        )
+        assert "Failed to save note fail_save.md: Permission denied" in result
+
+
+@pytest.mark.asyncio
+async def test_get_save_note_tool_pure_langchain_ainvoke(mock_ctx, tmp_path):
+    """Verify get_save_note_tool_pure exports a LangChain tool named 'save_note'."""
+    pure_tool = get_save_note_tool_pure(mock_ctx)
+    assert pure_tool.name == "save_note"
+
+    result = await pure_tool.ainvoke(
+        {
+            "key": "lc_pure_save",
+            "content": "Saved via LangChain pure tool",
+        }
+    )
+    assert result == "Successfully saved note to lc_pure_save.md."
+
+    note_path = Path(tmp_path) / "notes" / "lc_pure_save.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Saved via LangChain pure tool"
diff --git a/tests/unit/tools/test_save_note_tool.py b/tests/unit/tools/test_save_note_tool.py
new file mode 100644
index 0000000..ed2a33e
--- /dev/null
+++ b/tests/unit/tools/test_save_note_tool.py
@@ -0,0 +1,180 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.scratchpad import (
+    SaveNote,
+    SaveNoteArgs,
+    SaveNoteTool,
+    get_save_note_tool,
+    get_save_note_tool_pure,
+    save_note,
+    save_note_wrapper,
+)
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.base_dir = str(tmp_path)
+    return ctx
+
+
+def test_save_note_tool_subclass_and_registry():
+    """Verify SaveNoteTool is a subclass of ArtemisTool and properly registered in ToolRegistry."""
+    assert issubclass(SaveNoteTool, ArtemisTool)
+    assert issubclass(SaveNote, ArtemisTool)
+    assert isinstance(save_note, ArtemisTool)
+    assert isinstance(save_note, SaveNoteTool)
+
+    assert save_note.name == "save_note"
+    assert save_note.category == "memory"
+    assert save_note.args_schema == SaveNoteArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("save_note")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, SaveNoteTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = save_note.to_genai_declaration()
+    assert declaration.name == "save_note"
+    assert "key" in declaration.parameters.properties
+    assert "content" in declaration.parameters.properties
+
+    # Wrapper check
+    assert save_note_wrapper is not None
+    assert save_note_wrapper.tool_fn_getter == get_save_note_tool
+
+
+@pytest.mark.asyncio
+async def test_save_note_direct_execution_success(mock_ctx, tmp_path):
+    """Verify direct execution of SaveNoteTool.execute creates note file."""
+    result = await save_note.execute(
+        ctx=mock_ctx,
+        key="test_note",
+        content="Hello Artemis memory",
+    )
+    assert result == "Successfully saved note to test_note.md."
+
+    note_path = Path(tmp_path) / "notes" / "test_note.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Hello Artemis memory"
+
+
+@pytest.mark.asyncio
+async def test_save_note_callable_execution(mock_ctx, tmp_path):
+    """Verify invoking save_note directly as a callable."""
+    result = await save_note(
+        ctx=mock_ctx,
+        key="callable_note",
+        content="Callable invocation test",
+    )
+    assert result == "Successfully saved note to callable_note.md."
+
+    note_path = Path(tmp_path) / "notes" / "callable_note.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Callable invocation test"
+
+
+@pytest.mark.asyncio
+async def test_save_note_with_state_command(mock_ctx, tmp_path):
+    """Verify SaveNoteTool.execute with state returns Command updating VALIDATOR_MESSAGES_KEY."""
+    mock_state = MagicMock(spec=State)
+    mock_state.current_agent = "operator"
+    mock_state.asanitize_update = AsyncMock(side_effect=lambda ctx, update, agent: update)
+
+    result = await save_note.execute(
+        ctx=mock_ctx,
+        key="state_note",
+        content="Note with state",
+        state=mock_state,
+        tool_call_id="call_save_999",
+    )
+
+    assert isinstance(result, Command)
+    assert VALIDATOR_MESSAGES_KEY in result.update
+    tool_messages = result.update[VALIDATOR_MESSAGES_KEY]
+    assert len(tool_messages) == 1
+    assert tool_messages[0].tool_call_id == "call_save_999"
+    assert tool_messages[0].content == "Successfully saved note to state_note.md."
+    assert tool_messages[0].status == "success"
+
+    mock_state.asanitize_update.assert_called_once()
+
+    note_path = Path(tmp_path) / "notes" / "state_note.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Note with state"
+
+
+@pytest.mark.asyncio
+async def test_save_note_execution_failure(mock_ctx):
+    """Verify error handling when saving note fails."""
+    with patch(
+        "artemis.tools.scratchpad.save_note_content",
+        side_effect=PermissionError("Permission denied"),
+    ):
+        result = await save_note.execute(
+            ctx=mock_ctx,
+            key="fail_note",
+            content="Fail content",
+        )
+        assert "Failed to save note fail_note.md: Permission denied" in result
+
+
+@pytest.mark.asyncio
+async def test_get_save_note_tool_langchain_ainvoke(mock_ctx, tmp_path):
+    """Verify get_save_note_tool exports a LangChain tool that works with ainvoke."""
+    lc_tool = get_save_note_tool(mock_ctx)
+    assert lc_tool.name == "save_note"
+
+    result = await lc_tool.ainvoke(
+        {
+            "key": "lc_note",
+            "content": "Saved via LangChain BaseTool",
+        }
+    )
+    assert result == "Successfully saved note to lc_note.md."
+
+    note_path = Path(tmp_path) / "notes" / "lc_note.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Saved via LangChain BaseTool"
+
+
+@pytest.mark.asyncio
+async def test_get_save_note_tool_pure(mock_ctx, tmp_path):
+    """Verify get_save_note_tool_pure returns a pure LangChain tool."""
+    pure_tool = get_save_note_tool_pure(mock_ctx)
+    assert pure_tool.name == "save_note"
+
+    result = await pure_tool.ainvoke(
+        {
+            "key": "pure_note",
+            "content": "Saved via pure tool",
+        }
+    )
+    assert result == "Successfully saved note to pure_note.md."
+
+    note_path = Path(tmp_path) / "notes" / "pure_note.md"
+    assert note_path.exists()
+    assert note_path.read_text(encoding="utf-8") == "Saved via pure tool"
diff --git a/tests/unit/tools/test_search_logs.py b/tests/unit/tools/test_search_logs.py
new file mode 100644
index 0000000..0facb93
--- /dev/null
+++ b/tests/unit/tools/test_search_logs.py
@@ -0,0 +1,262 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.mobile.search_logs import (
+    SearchLogs,
+    SearchLogsArgs,
+    SearchLogsTool,
+    SearchLogsToolAlias,
+    get_search_logs_tool,
+    search_and_merge_logs,
+    search_logs,
+)
+import pytest
+
+
+def test_search_and_merge_logs_no_matches():
+    logs = "line 0: info\nline 1: info\nline 2: info"
+    result = search_and_merge_logs(logs, "ERROR", context_lines=2)
+    assert result == "No matches found for 'ERROR'."
+
+
+def test_search_and_merge_logs_single_match():
+    logs = "\n".join([f"line {i}" if i != 5 else "ERROR: failure" for i in range(10)])
+    result = search_and_merge_logs(logs, "ERROR", context_lines=2)
+
+    expected = (
+        "--- Match at line(s) 5 ---\n"
+        "   3:         line 3\n"
+        "   4:         line 4\n"
+        "   5: [MATCH] ERROR: failure\n"
+        "   6:         line 6\n"
+        "   7:         line 7\n"
+        "--------------------"
+    )
+    assert result == expected
+
+
+def test_search_and_merge_logs_overlapping_matches():
+    logs = "\n".join([f"line {i}" if i not in [4, 6] else "ERROR: failure" for i in range(10)])
+    result = search_and_merge_logs(logs, "ERROR", context_lines=2)
+
+    # Match at 4 (range 2 to 6 inclusive)
+    # Match at 6 (range 4 to 8 inclusive)
+    # Merged range: 2 to 8 inclusive
+    expected = (
+        "--- Match at line(s) 4, 6 ---\n"
+        "   2:         line 2\n"
+        "   3:         line 3\n"
+        "   4: [MATCH] ERROR: failure\n"
+        "   5:         line 5\n"
+        "   6: [MATCH] ERROR: failure\n"
+        "   7:         line 7\n"
+        "   8:         line 8\n"
+        "--------------------"
+    )
+    assert result == expected
+
+
+def test_search_and_merge_logs_adjacent_matches():
+    # Match at 3 (range 1 to 5 inclusive)
+    # Match at 6 (range 4 to 8 inclusive)
+    # Overlap is at lines 4-5. They are adjacent/overlapping and should merge.
+    logs = "\n".join([f"line {i}" if i not in [3, 6] else "ERROR: failure" for i in range(10)])
+    result = search_and_merge_logs(logs, "ERROR", context_lines=2)
+
+    expected = (
+        "--- Match at line(s) 3, 6 ---\n"
+        "   1:         line 1\n"
+        "   2:         line 2\n"
+        "   3: [MATCH] ERROR: failure\n"
+        "   4:         line 4\n"
+        "   5:         line 5\n"
+        "   6: [MATCH] ERROR: failure\n"
+        "   7:         line 7\n"
+        "   8:         line 8\n"
+        "--------------------"
+    )
+    assert result == expected
+
+
+def test_search_and_merge_logs_multiple_separate_blocks():
+    # Match at 2 (range 0 to 4 inclusive)
+    # Match at 8 (range 6 to 9 inclusive since len is 10)
+    # Non-overlapping since end of first is 4, start of second is 6.
+    logs = "\n".join([f"line {i}" if i not in [2, 8] else "ERROR: failure" for i in range(10)])
+    result = search_and_merge_logs(logs, "ERROR", context_lines=2)
+
+    expected = (
+        "--- Match at line(s) 2 ---\n"
+        "   0:         line 0\n"
+        "   1:         line 1\n"
+        "   2: [MATCH] ERROR: failure\n"
+        "   3:         line 3\n"
+        "   4:         line 4\n"
+        "--------------------\n"
+        "--- Match at line(s) 8 ---\n"
+        "   6:         line 6\n"
+        "   7:         line 7\n"
+        "   8: [MATCH] ERROR: failure\n"
+        "   9:         line 9\n"
+        "--------------------"
+    )
+    assert result == expected
+
+
+def test_search_and_merge_logs_regex():
+    logs = "line 0\nERR_123: failed\nline 2\nERR_456: critical"
+    result = search_and_merge_logs(logs, r"ERR_\d+", context_lines=1, is_regex=True)
+
+    expected = (
+        "--- Match at line(s) 1, 3 ---\n"
+        "   0:         line 0\n"
+        "   1: [MATCH] ERR_123: failed\n"
+        "   2:         line 2\n"
+        "   3: [MATCH] ERR_456: critical\n"
+        "--------------------"
+    )
+    assert result == expected
+
+
+def test_search_and_merge_logs_invalid_regex():
+    logs = "line 0"
+    result = search_and_merge_logs(logs, "[invalid", is_regex=True)
+    assert result.startswith("Error: Invalid regex:")
+
+
+# ---------------------------------------------------------------------------
+# SearchLogsTool Unit Tests
+# ---------------------------------------------------------------------------
+@pytest.fixture
+def mock_ctx():
+    return MagicMock(spec=ArtemisContext)
+
+
+def test_search_logs_tool_subclass_and_registry():
+    """Verify SearchLogsTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(SearchLogsTool, ArtemisTool)
+    assert issubclass(SearchLogs, ArtemisTool)
+    assert issubclass(SearchLogsToolAlias, ArtemisTool)
+    assert isinstance(search_logs, ArtemisTool)
+    assert isinstance(search_logs, SearchLogsTool)
+
+    assert search_logs.name == "search_logs"
+    assert search_logs.category == "diagnostic"
+    assert search_logs.args_schema == SearchLogsArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("search_logs")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, SearchLogsTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = search_logs.to_genai_declaration()
+    assert declaration.name == "search_logs"
+    assert "keyword" in declaration.parameters.properties
+    assert "is_regex" in declaration.parameters.properties
+    assert "lines" in declaration.parameters.properties
+    assert "since_time" in declaration.parameters.properties
+    assert "until_time" in declaration.parameters.properties
+    assert "context_lines" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_search_logs_direct_execution(mock_ctx):
+    """Verify direct execution of SearchLogsTool."""
+    mock_log_output = "line 1: FATAL: crash occurred\nline 2: normal"
+    with patch(
+        "artemis.tools.mobile.search_logs.fetch_and_filter_logs",
+        return_value=mock_log_output,
+    ) as mock_fetch:
+        result = await search_logs.execute(
+            ctx=mock_ctx,
+            keyword="FATAL",
+            is_regex=False,
+            lines=5000,
+            since_time="08-12 10:00:00",
+            until_time="08-12 10:05:00",
+            context_lines=1,
+        )
+        mock_fetch.assert_called_once_with(
+            ctx=mock_ctx,
+            lines=5000,
+            since_time="08-12 10:00:00",
+            until_time="08-12 10:05:00",
+        )
+        assert "[MATCH] line 1: FATAL: crash occurred" in result
+
+
+@pytest.mark.asyncio
+async def test_search_logs_default_args(mock_ctx):
+    """Verify search_logs defaults lines to 10000 and context_lines to 0."""
+    with patch(
+        "artemis.tools.mobile.search_logs.fetch_and_filter_logs",
+        return_value="info line\nerror line",
+    ) as mock_fetch:
+        result = await search_logs.execute(
+            ctx=mock_ctx, keyword="error", lines=None, context_lines=None
+        )
+        mock_fetch.assert_called_once_with(
+            ctx=mock_ctx,
+            lines=10000,
+            since_time=None,
+            until_time=None,
+        )
+        assert "[MATCH] error line" in result
+
+
+@pytest.mark.asyncio
+async def test_search_logs_exception_handling(mock_ctx):
+    """Verify error handling when searching logs raises an exception."""
+    with patch(
+        "artemis.tools.mobile.search_logs.fetch_and_filter_logs",
+        side_effect=RuntimeError("Device unreachable"),
+    ):
+        result = await search_logs.execute(ctx=mock_ctx, keyword="test")
+        assert "Error searching logs: Device unreachable" in result
+
+
+@pytest.mark.asyncio
+async def test_search_logs_callable_execution(mock_ctx):
+    """Verify invoking search_logs directly as a callable."""
+    with patch(
+        "artemis.tools.mobile.search_logs.fetch_and_filter_logs",
+        return_value="NullPointerException in activity",
+    ):
+        result = await search_logs(ctx=mock_ctx, keyword="NullPointer", context_lines=0)
+        assert "[MATCH] NullPointerException in activity" in result
+
+
+@pytest.mark.asyncio
+async def test_get_search_logs_tool_langchain_ainvoke(mock_ctx):
+    """Verify get_search_logs_tool exports a LangChain tool that works with ainvoke."""
+    tool = get_search_logs_tool(mock_ctx)
+    assert tool.name == "search_logs"
+
+    with patch(
+        "artemis.tools.mobile.search_logs.fetch_and_filter_logs",
+        return_value="critical error detected",
+    ) as mock_fetch:
+        result = await tool.ainvoke({"keyword": "critical", "lines": 2000})
+        mock_fetch.assert_called_once_with(
+            ctx=mock_ctx,
+            lines=2000,
+            since_time=None,
+            until_time=None,
+        )
+        assert "[MATCH] critical error detected" in result
diff --git a/tests/unit/tools/test_swipe_tool.py b/tests/unit/tools/test_swipe_tool.py
new file mode 100644
index 0000000..f3b1663
--- /dev/null
+++ b/tests/unit/tools/test_swipe_tool.py
@@ -0,0 +1,255 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.drivers.base import BaseDeviceDriver
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.mobile.exec_tools import (
+    Swipe,
+    SwipeArgs,
+    SwipeTool,
+    get_swipe_tool,
+    swipe,
+    swipe_wrapper,
+)
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.device = MagicMock()
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2400
+    return ctx
+
+
+@pytest.fixture
+def mock_driver():
+    driver = MagicMock(spec=BaseDeviceDriver)
+    driver.screen_size = (1080, 2400)
+    driver.swipe_direction = AsyncMock(return_value=True)
+    driver.swipe = AsyncMock(return_value=True)
+    return driver
+
+
+@pytest.fixture
+def mock_state():
+    state = MagicMock(spec=State)
+
+    async def _mock_asanitize_update(ctx, update, agent):
+        return update
+
+    state.asanitize_update = AsyncMock(side_effect=_mock_asanitize_update)
+    return state
+
+
+def test_swipe_tool_subclass_and_registry():
+    """Verify SwipeTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(SwipeTool, ArtemisTool)
+    assert issubclass(Swipe, ArtemisTool)
+    assert isinstance(swipe, ArtemisTool)
+    assert isinstance(swipe, SwipeTool)
+
+    assert swipe.name == "swipe"
+    assert swipe.category == "action"
+    assert swipe.args_schema == SwipeArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("swipe")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, ArtemisTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = swipe.to_genai_declaration()
+    assert declaration.name == "swipe"
+    assert "action" in declaration.parameters.properties
+    assert "duration" in declaration.parameters.properties
+
+    # Wrapper check
+    assert swipe_wrapper is not None
+    assert swipe_wrapper.tool_fn_getter == get_swipe_tool
+
+
+@pytest.mark.asyncio
+async def test_swipe_direct_execution_with_driver_direction(mock_driver):
+    """Verify direct execution with direction on BaseDeviceDriver."""
+    result = await swipe.execute(driver=mock_driver, action="up", duration=500)
+    mock_driver.swipe_direction.assert_called_once_with("up", duration_ms=500)
+    assert "Swipe completed successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_swipe_direct_execution_with_driver_coords(mock_driver):
+    """Verify direct execution with coordinates on BaseDeviceDriver."""
+    result = await swipe.execute(driver=mock_driver, action=[100, 200, 300, 400], duration=600)
+    mock_driver.swipe.assert_called_once_with(108, 480, 324, 960, duration_ms=600)
+    assert "Swipe completed successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_swipe_direct_execution_with_ctx_direction(mock_ctx):
+    """Verify direct execution with direction on ArtemisContext."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.swipe_coords = AsyncMock(return_value=None)
+        mock_controller_cls.return_value = mock_controller_inst
+
+        result = await swipe.execute(ctx=mock_ctx, action="down", duration=400)
+        mock_controller_inst.swipe_coords.assert_called_once_with(540, 480, 540, 1920, 400)
+        assert "Swipe completed successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_swipe_direct_execution_with_ctx_coords(mock_ctx):
+    """Verify direct execution with coordinates on ArtemisContext."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.swipe_coords = AsyncMock(return_value=None)
+        mock_controller_cls.return_value = mock_controller_inst
+
+        result = await swipe.execute(ctx=mock_ctx, action=[200, 300, 800, 900], duration=800)
+        mock_controller_inst.swipe_coords.assert_called_once_with(216, 720, 864, 2160, 800)
+        assert "Swipe completed successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_swipe_with_state_command(mock_ctx, mock_state):
+    """Verify SwipeTool returns Command when state is provided."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.swipe_coords = AsyncMock(return_value=None)
+        mock_controller_cls.return_value = mock_controller_inst
+
+        cmd = await swipe.execute(
+            ctx=mock_ctx,
+            action="left",
+            tool_call_id="call_sw_1",
+            state=mock_state,
+        )
+        assert isinstance(cmd, Command)
+        assert VALIDATOR_MESSAGES_KEY in cmd.update
+        messages = cmd.update[VALIDATOR_MESSAGES_KEY]
+        assert len(messages) == 1
+        assert messages[0].tool_call_id == "call_sw_1"
+        assert messages[0].status == "success"
+        assert "Swipe completed successfully." in messages[0].content
+
+
+@pytest.mark.asyncio
+async def test_swipe_callable_execution(mock_driver):
+    """Verify invoking swipe directly as a callable."""
+    result = await swipe(driver=mock_driver, action="right")
+    assert "Swipe completed successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_swipe_invalid_action(mock_ctx):
+    """Verify error handling on invalid action."""
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController"):
+        result = await swipe.execute(ctx=mock_ctx, action="diagonal")
+        assert "Error during swipe: Invalid" in result
+
+
+@pytest.mark.asyncio
+async def test_get_swipe_tool_langchain_ainvoke(mock_ctx):
+    """Verify get_swipe_tool exports a LangChain tool that works with ainvoke."""
+    sw_tool = get_swipe_tool(mock_ctx)
+    assert sw_tool.name == "swipe"
+
+    with patch("artemis.tools.mobile.exec_tools.UnifiedMobileController") as mock_controller_cls:
+        mock_controller_inst = MagicMock()
+        mock_controller_inst.swipe_coords = AsyncMock(return_value=None)
+        mock_controller_cls.return_value = mock_controller_inst
+
+        result = await sw_tool.ainvoke({"action": "up"})
+        assert "Swipe completed successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_swipe_with_direction_and_start_end(mock_driver):
+    """Verify swipe works with explicit direction and start/end parameters."""
+    # Direction parameter
+    result_dir = await swipe.execute(driver=mock_driver, direction="left", duration=500)
+    mock_driver.swipe_direction.assert_called_with("left", duration_ms=500)
+    assert "Swipe completed successfully." in result_dir
+
+    # Start and End parameters
+    result_drag = await swipe.execute(
+        driver=mock_driver, start=[100, 200], end=[300, 400], duration=1500
+    )
+    mock_driver.swipe.assert_called_with(108, 480, 324, 960, duration_ms=1500)
+    assert "Swipe completed successfully." in result_drag
+
+
+@pytest.mark.asyncio
+async def test_swipe_with_coordinates_alias(mock_driver):
+    """Verify swipe works with coordinates alias parameter."""
+    result = await swipe.execute(driver=mock_driver, coordinates=[200, 300, 400, 500], duration=800)
+    mock_driver.swipe.assert_called_with(216, 720, 432, 1200, duration_ms=800)
+    assert "Swipe completed successfully." in result
+
+
+@pytest.mark.asyncio
+async def test_swipe_with_string_coordinates(mock_driver):
+    """Verify swipe works with string-formatted coordinates."""
+    # List format in string
+    result1 = await swipe.execute(driver=mock_driver, action="[920, 290, 920, 180]", duration=1000)
+    mock_driver.swipe.assert_called_with(993, 696, 993, 432, duration_ms=1000)
+    assert "Swipe completed successfully." in result1
+
+    # Space-separated format in string
+    result2 = await swipe.execute(driver=mock_driver, action="920 290 920 180", duration=1000)
+    assert "Swipe completed successfully." in result2
+
+
+def test_parse_swipe_parameters_direct():
+    """Verify parse_swipe_parameters with various parameter formats."""
+    from artemis.utils.coordinates import parse_swipe_parameters
+
+    # List
+    k, t, d = parse_swipe_parameters([100, 200, 300, 400])
+    assert k == "coords"
+    assert t == [100, 200, 300, 400]
+
+    # String list
+    k, t, d = parse_swipe_parameters("[920, 290, 920, 180]")
+    assert k == "coords"
+    assert t == [920, 290, 920, 180]
+
+    # String space separated
+    k, t, d = parse_swipe_parameters("920 290 920 180")
+    assert k == "coords"
+    assert t == [920, 290, 920, 180]
+
+    # Dict with action string
+    k, t, d = parse_swipe_parameters({"action": "[920, 290, 920, 180]", "duration": 1000})
+    assert k == "coords"
+    assert t == [920, 290, 920, 180]
+    assert d == 1000
+
+    # Dict with start and end
+    k, t, d = parse_swipe_parameters({"start": [100, 200], "end": [300, 400]})
+    assert k == "coords"
+    assert t == [100, 200, 300, 400]
+
+    # Direction string
+    k, t, d = parse_swipe_parameters({"action": "up"})
+    assert k == "direction"
+    assert t == "up"
diff --git a/tests/unit/tools/test_update_note_pure_tool.py b/tests/unit/tools/test_update_note_pure_tool.py
new file mode 100644
index 0000000..8d34bf5
--- /dev/null
+++ b/tests/unit/tools/test_update_note_pure_tool.py
@@ -0,0 +1,146 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.scratchpad import (
+    UpdateNoteArgs,
+    UpdateNotePure,
+    UpdateNotePureTool,
+    get_update_note_tool_pure,
+    update_note_pure,
+)
+from artemis.utils.notes import save_note_content
+import pytest
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.base_dir = str(tmp_path)
+    return ctx
+
+
+def test_update_note_pure_tool_subclass_and_registry():
+    """Verify UpdateNotePureTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(UpdateNotePureTool, ArtemisTool)
+    assert issubclass(UpdateNotePure, ArtemisTool)
+    assert isinstance(update_note_pure, ArtemisTool)
+    assert isinstance(update_note_pure, UpdateNotePureTool)
+
+    assert update_note_pure.name == "update_note_pure"
+    assert update_note_pure.category == "memory"
+    assert update_note_pure.args_schema == UpdateNoteArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("update_note_pure")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, UpdateNotePureTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = update_note_pure.to_genai_declaration()
+    assert declaration.name == "update_note_pure"
+    assert "key" in declaration.parameters.properties
+    assert "target" in declaration.parameters.properties
+    assert "replacement" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_update_note_pure_direct_execution_success(mock_ctx, tmp_path):
+    """Verify direct execution of UpdateNotePureTool.execute updates existing note."""
+    save_note_content(tmp_path, "plan", "Step 1: Pending\nStep 2: Done")
+
+    result = await update_note_pure.execute(
+        ctx=mock_ctx,
+        key="plan",
+        target="Step 1: Pending",
+        replacement="Step 1: Completed",
+    )
+    assert result == "Successfully updated note 'plan'."
+
+    note_path = Path(tmp_path) / "notes" / "plan.md"
+    assert note_path.read_text(encoding="utf-8") == "Step 1: Completed\nStep 2: Done"
+
+
+@pytest.mark.asyncio
+async def test_update_note_pure_with_warning(mock_ctx, tmp_path):
+    """Verify update note pure handles warning from fuzzy matching."""
+    save_note_content(tmp_path, "fuzzy_note", "Target String")
+
+    with patch(
+        "artemis.tools.scratchpad.update_note_content",
+        return_value="Fuzzy match applied",
+    ):
+        result = await update_note_pure.execute(
+            ctx=mock_ctx,
+            key="fuzzy_note",
+            target="target string",
+            replacement="New String",
+        )
+        assert "Successfully updated note 'fuzzy_note'." in result
+        assert "WARNING: Fuzzy match applied" in result
+
+
+@pytest.mark.asyncio
+async def test_update_note_pure_callable_execution(mock_ctx, tmp_path):
+    """Verify invoking update_note_pure directly as a callable."""
+    save_note_content(tmp_path, "callable_plan", "alpha beta")
+
+    result = await update_note_pure(
+        ctx=mock_ctx,
+        key="callable_plan",
+        target="beta",
+        replacement="gamma",
+    )
+    assert result == "Successfully updated note 'callable_plan'."
+
+    note_path = Path(tmp_path) / "notes" / "callable_plan.md"
+    assert note_path.read_text(encoding="utf-8") == "alpha gamma"
+
+
+@pytest.mark.asyncio
+async def test_update_note_pure_execution_failure(mock_ctx):
+    """Verify error handling when note update fails."""
+    result = await update_note_pure.execute(
+        ctx=mock_ctx,
+        key="missing_note",
+        target="old",
+        replacement="new",
+    )
+    assert "Failed to update note 'missing_note':" in result
+
+
+@pytest.mark.asyncio
+async def test_get_update_note_tool_pure_langchain_ainvoke(mock_ctx, tmp_path):
+    """Verify get_update_note_tool_pure exports a LangChain tool named 'update_note'."""
+    save_note_content(tmp_path, "export_plan", "initial value")
+
+    pure_tool = get_update_note_tool_pure(mock_ctx)
+    assert pure_tool.name == "update_note"
+
+    result = await pure_tool.ainvoke(
+        {
+            "key": "export_plan",
+            "target": "initial",
+            "replacement": "updated",
+        }
+    )
+    assert result == "Successfully updated note 'export_plan'."
+
+    note_path = Path(tmp_path) / "notes" / "export_plan.md"
+    assert note_path.read_text(encoding="utf-8") == "updated value"
diff --git a/tests/unit/tools/test_update_note_tool.py b/tests/unit/tools/test_update_note_tool.py
new file mode 100644
index 0000000..b16dcbe
--- /dev/null
+++ b/tests/unit/tools/test_update_note_tool.py
@@ -0,0 +1,208 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.scratchpad import (
+    UpdateNote,
+    UpdateNoteArgs,
+    UpdateNoteTool,
+    get_update_note_tool,
+    get_update_note_tool_pure,
+    update_note,
+    update_note_wrapper,
+)
+from artemis.utils.notes import save_note_content
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx(tmp_path):
+    ctx = MagicMock(spec=ArtemisContext)
+    ctx.data_engine = MagicMock()
+    ctx.data_engine.base_dir = str(tmp_path)
+    return ctx
+
+
+def test_update_note_tool_subclass_and_registry():
+    """Verify UpdateNoteTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(UpdateNoteTool, ArtemisTool)
+    assert issubclass(UpdateNote, ArtemisTool)
+    assert isinstance(update_note, ArtemisTool)
+    assert isinstance(update_note, UpdateNoteTool)
+
+    assert update_note.name == "update_note"
+    assert update_note.category == "memory"
+    assert update_note.args_schema == UpdateNoteArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("update_note")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, UpdateNoteTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = update_note.to_genai_declaration()
+    assert declaration.name == "update_note"
+    assert "key" in declaration.parameters.properties
+    assert "target" in declaration.parameters.properties
+    assert "replacement" in declaration.parameters.properties
+
+    # Wrapper check
+    assert update_note_wrapper is not None
+    assert update_note_wrapper.tool_fn_getter == get_update_note_tool
+
+
+@pytest.mark.asyncio
+async def test_update_note_direct_execution_success(mock_ctx, tmp_path):
+    """Verify direct execution of UpdateNoteTool.execute updates existing note."""
+    save_note_content(tmp_path, "plan", "- [ ] Step 1\n- [ ] Step 2")
+
+    result = await update_note.execute(
+        ctx=mock_ctx,
+        key="plan",
+        target="- [ ] Step 1",
+        replacement="- [x] Step 1",
+    )
+    assert result == "Successfully updated note 'plan'."
+
+    note_path = Path(tmp_path) / "notes" / "plan.md"
+    assert note_path.read_text(encoding="utf-8") == "- [x] Step 1\n- [ ] Step 2"
+
+
+@pytest.mark.asyncio
+async def test_update_note_with_warning(mock_ctx, tmp_path):
+    """Verify update note handles warning from fuzzy/relaxed matching."""
+    save_note_content(tmp_path, "fuzzy_plan", "- [ ] Step 1")
+
+    with patch(
+        "artemis.tools.scratchpad.update_note_content",
+        return_value="Fuzzy match applied",
+    ):
+        result = await update_note.execute(
+            ctx=mock_ctx,
+            key="fuzzy_plan",
+            target="Step 1",
+            replacement="Step 1 Done",
+        )
+        assert "Successfully updated note 'fuzzy_plan'." in result
+        assert "WARNING: Fuzzy match applied" in result
+
+
+@pytest.mark.asyncio
+async def test_update_note_callable_execution(mock_ctx, tmp_path):
+    """Verify invoking update_note directly as a callable."""
+    save_note_content(tmp_path, "callable_plan", "- [ ] Task 1\n- [ ] Task 2")
+
+    result = await update_note(
+        ctx=mock_ctx,
+        key="callable_plan",
+        target="- [ ] Task 2",
+        replacement="- [x] Task 2",
+    )
+    assert result == "Successfully updated note 'callable_plan'."
+
+    note_path = Path(tmp_path) / "notes" / "callable_plan.md"
+    assert note_path.read_text(encoding="utf-8") == "- [ ] Task 1\n- [x] Task 2"
+
+
+@pytest.mark.asyncio
+async def test_update_note_with_state_command(mock_ctx, tmp_path):
+    """Verify UpdateNoteTool.execute with state returns Command updating VALIDATOR_MESSAGES_KEY."""
+    save_note_content(tmp_path, "state_plan", "- [ ] Step 1")
+
+    mock_state = MagicMock(spec=State)
+    mock_state.current_agent = "operator"
+    mock_state.asanitize_update = AsyncMock(side_effect=lambda ctx, update, agent: update)
+
+    result = await update_note.execute(
+        ctx=mock_ctx,
+        key="state_plan",
+        target="- [ ] Step 1",
+        replacement="- [x] Step 1",
+        state=mock_state,
+        tool_call_id="call_update_999",
+    )
+
+    assert isinstance(result, Command)
+    assert VALIDATOR_MESSAGES_KEY in result.update
+    tool_messages = result.update[VALIDATOR_MESSAGES_KEY]
+    assert len(tool_messages) == 1
+    assert tool_messages[0].tool_call_id == "call_update_999"
+    assert tool_messages[0].content == "Successfully updated note 'state_plan'."
+    assert tool_messages[0].status == "success"
+
+    mock_state.asanitize_update.assert_called_once()
+
+    note_path = Path(tmp_path) / "notes" / "state_plan.md"
+    assert note_path.read_text(encoding="utf-8") == "- [x] Step 1"
+
+
+@pytest.mark.asyncio
+async def test_update_note_execution_failure(mock_ctx):
+    """Verify error handling when updating a note fails."""
+    result = await update_note.execute(
+        ctx=mock_ctx,
+        key="non_existent_note",
+        target="old",
+        replacement="new",
+    )
+    assert "Failed to update note 'non_existent_note':" in result
+
+
+@pytest.mark.asyncio
+async def test_get_update_note_tool_langchain_ainvoke(mock_ctx, tmp_path):
+    """Verify get_update_note_tool exports a LangChain tool that works with ainvoke."""
+    save_note_content(tmp_path, "lc_plan", "alpha beta gamma")
+
+    lc_tool = get_update_note_tool(mock_ctx)
+    assert lc_tool.name == "update_note"
+
+    result = await lc_tool.ainvoke(
+        {
+            "key": "lc_plan",
+            "target": "beta",
+            "replacement": "delta",
+        }
+    )
+    assert result == "Successfully updated note 'lc_plan'."
+
+    note_path = Path(tmp_path) / "notes" / "lc_plan.md"
+    assert note_path.read_text(encoding="utf-8") == "alpha delta gamma"
+
+
+@pytest.mark.asyncio
+async def test_get_update_note_tool_pure(mock_ctx, tmp_path):
+    """Verify get_update_note_tool_pure returns a pure LangChain tool."""
+    save_note_content(tmp_path, "pure_plan", "hello world")
+
+    pure_tool = get_update_note_tool_pure(mock_ctx)
+    assert pure_tool.name == "update_note"
+
+    result = await pure_tool.ainvoke(
+        {
+            "key": "pure_plan",
+            "target": "world",
+            "replacement": "Artemis",
+        }
+    )
+    assert result == "Successfully updated note 'pure_plan'."
+
+    note_path = Path(tmp_path) / "notes" / "pure_plan.md"
+    assert note_path.read_text(encoding="utf-8") == "hello Artemis"
diff --git a/tests/unit/tools/test_utils.py b/tests/unit/tools/test_utils.py
new file mode 100644
index 0000000..63b9fd9
--- /dev/null
+++ b/tests/unit/tools/test_utils.py
@@ -0,0 +1,457 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import sys
+from unittest.mock import Mock, patch
+
+import pytest
+
+# Mock the problematic langgraph import at module level
+_orig_chat_agent_executor = sys.modules.get("langgraph.prebuilt.chat_agent_executor")
+_orig_state = sys.modules.get("artemis.graph.state")
+
+sys.modules["langgraph.prebuilt.chat_agent_executor"] = Mock()
+sys.modules["artemis.graph.state"] = Mock()
+
+from artemis.context import DeviceContext, DevicePlatform, ArtemisContext  # noqa: E402
+from artemis.tools.types import Target  # noqa: E402
+from artemis.tools.utils import (  # noqa: E402
+    IdSelectorRequest,
+    SelectorRequestWithCoordinates,
+    focus_element_if_needed,
+    move_cursor_to_end_if_bounds,
+)
+from artemis.utils.ui_hierarchy import ElementBounds  # noqa: E402
+
+# Restore original modules to prevent contaminating other tests
+if _orig_chat_agent_executor is not None:
+    sys.modules["langgraph.prebuilt.chat_agent_executor"] = _orig_chat_agent_executor
+else:
+    del sys.modules["langgraph.prebuilt.chat_agent_executor"]
+
+if _orig_state is not None:
+    sys.modules["artemis.graph.state"] = _orig_state
+else:
+    del sys.modules["artemis.graph.state"]
+
+
+@pytest.fixture
+def mock_context():
+    """Create a mock ArtemisContext for testing."""
+    ctx = Mock(spec=ArtemisContext)
+
+    # Create device context with necessary attributes
+    ctx.device = Mock(spec=DeviceContext)
+    ctx.device.mobile_platform = DevicePlatform.ANDROID
+    ctx.device.device_id = "test_device_123"
+    ctx.device.device_width = 1080
+    ctx.device.device_height = 2340
+    ctx.device.host_platform = "LINUX"
+
+    ctx.ui_adb_client = Mock()
+
+    # Mock the ADB client for Android
+    ctx.adb_client = Mock()
+    mock_device = Mock()
+    mock_device.shell = Mock(return_value="")
+    ctx.adb_client.device = Mock(return_value=mock_device)
+
+    # Mock the ADB client for Android
+    mock_response = Mock()
+    mock_response.json.return_value = {"elements": []}
+    ctx.ui_adb_client.get_screen_data = Mock(return_value=mock_response)
+    ctx.ui_adb_client.get_hierarchy = Mock(
+        return_value=(
+            b'<hierarchy><node bounds="[0,0][1000,1000]"><node'
+            b' bounds="[0,0][100,100]"/></node></hierarchy>'
+        )
+    )
+
+    return ctx
+
+
+@pytest.fixture
+def mock_state():
+    """Create a mock State for testing."""
+    state = Mock()
+    state.latest_ui_hierarchy = []
+    return state
+
+
+@pytest.fixture
+def sample_element():
+    """Create a sample UI element for testing."""
+    return {
+        "resourceId": "com.example:id/text_input",
+        "text": "Sample text",
+        "bounds": {"x": 100, "y": 200, "width": 300, "height": 50},
+        "focused": "false",
+    }
+
+
+@pytest.fixture
+def sample_rich_element():
+    """Create a sample rich UI element for testing."""
+    return {
+        "attributes": {
+            "resource-id": "com.example:id/text_input",
+            "focused": "false",
+            "text": "Sample text",
+            "bounds": {"x": 100, "y": 200, "width": 300, "height": 50},
+        },
+        "children": [],
+    }
+
+
+class TestMoveCursorToEndIfBounds:
+    """Test cases for move_cursor_to_end_if_bounds function."""
+
+    @patch("artemis.tools.utils.tap")
+    @patch("artemis.tools.utils.find_element_by_resource_id")
+    def test_move_cursor_with_resource_id(
+        self,
+        mock_find_element,
+        mock_tap,
+        mock_context,
+        mock_state,
+        sample_element,
+    ):
+        """Test moving cursor using resource_id (highest priority)."""
+        mock_state.latest_ui_hierarchy = [sample_element]
+        mock_find_element.return_value = sample_element
+
+        target = Target(
+            resource_id="com.example:id/text_input",
+            resource_id_index=None,
+            text=None,
+            text_index=None,
+            bounds=None,
+        )
+        result = asyncio.run(
+            move_cursor_to_end_if_bounds(ctx=mock_context, state=mock_state, target=target)
+        )
+
+        mock_find_element.assert_called_once_with(
+            ui_hierarchy=[sample_element],
+            resource_id="com.example:id/text_input",
+            index=0,
+        )
+        mock_tap.assert_called_once()
+        call_args = mock_tap.call_args[1]
+        selector_request = call_args["selector_request"]
+        assert isinstance(selector_request, SelectorRequestWithCoordinates)
+        coords = selector_request.coordinates
+        assert coords.x == 397  # 100 + 300 * 0.99
+        assert coords.y == 249  # 200 + 50 * 0.99
+        assert result == sample_element
+
+    @patch("artemis.tools.utils.tap")
+    @patch("artemis.tools.utils.find_element_by_resource_id")
+    def test_move_cursor_with_coordinates_only(
+        self, mock_find_element, mock_tap, mock_context, mock_state
+    ):
+        """Test moving cursor when only coordinates are provided."""
+        bounds = ElementBounds(x=50, y=150, width=200, height=40)
+        target = Target(
+            resource_id=None,
+            resource_id_index=None,
+            text=None,
+            text_index=None,
+            bounds=bounds,
+        )
+
+        result = asyncio.run(
+            move_cursor_to_end_if_bounds(ctx=mock_context, state=mock_state, target=target)
+        )
+
+        mock_find_element.assert_not_called()
+        mock_tap.assert_called_once()
+        call_args = mock_tap.call_args[1]
+        selector_request = call_args["selector_request"]
+        coords = selector_request.coordinates
+        assert coords.x == 248  # 50 + 200 * 0.99
+        assert coords.y == 189  # 150 + 40 * 0.99
+        assert result is None  # No element is returned when using coords directly
+
+    @patch("artemis.tools.utils.tap")
+    @patch("artemis.tools.utils.find_element_by_text")
+    def test_move_cursor_with_text_only_success(
+        self, mock_find_text, mock_tap, mock_context, mock_state, sample_element
+    ):
+        """Test moving cursor when only text is provided and succeeds."""
+        mock_state.latest_ui_hierarchy = [sample_element]
+        mock_find_text.return_value = sample_element
+
+        target = Target(
+            resource_id=None,
+            resource_id_index=None,
+            text="Sample text",
+            text_index=0,
+            bounds=None,
+        )
+        result = asyncio.run(
+            move_cursor_to_end_if_bounds(ctx=mock_context, state=mock_state, target=target)
+        )
+
+        mock_find_text.assert_called_once_with([sample_element], "Sample text", index=0)
+        mock_tap.assert_called_once()
+        assert result == sample_element
+
+    @patch("artemis.tools.utils.tap")
+    @patch("artemis.tools.utils.find_element_by_text")
+    def test_move_cursor_with_text_only_element_not_found(
+        self, mock_find_text, mock_tap, mock_context, mock_state
+    ):
+        """Test when searching by text finds no element."""
+        mock_state.latest_ui_hierarchy = []
+        mock_find_text.return_value = None
+
+        target = Target(
+            resource_id=None,
+            resource_id_index=None,
+            text="Nonexistent text",
+            text_index=None,
+            bounds=None,
+        )
+        result = asyncio.run(
+            move_cursor_to_end_if_bounds(ctx=mock_context, state=mock_state, target=target)
+        )
+
+        mock_tap.assert_not_called()
+        assert result is None
+
+    @patch("artemis.tools.utils.tap")
+    @patch("artemis.tools.utils.find_element_by_text")
+    def test_move_cursor_with_text_only_no_bounds(
+        self, mock_find_text, mock_tap, mock_context, mock_state
+    ):
+        """Test when element is found by text but has no bounds."""
+        element_no_bounds = {"text": "Text without bounds"}
+        mock_state.latest_ui_hierarchy = [element_no_bounds]
+        mock_find_text.return_value = element_no_bounds
+
+        target = Target(
+            resource_id=None,
+            resource_id_index=None,
+            text="Text without bounds",
+            text_index=None,
+            bounds=None,
+        )
+        result = asyncio.run(
+            move_cursor_to_end_if_bounds(ctx=mock_context, state=mock_state, target=target)
+        )
+
+        mock_tap.assert_not_called()
+        assert result is None  # Should return None as no action was taken
+
+    @patch("artemis.tools.utils.find_element_by_resource_id")
+    def test_move_cursor_element_not_found_by_id(self, mock_find_element, mock_context, mock_state):
+        """Test when element is not found by resource_id."""
+        mock_find_element.return_value = None
+
+        target = Target(
+            resource_id="com.example:id/nonexistent",
+            resource_id_index=None,
+            text=None,
+            text_index=None,
+            bounds=None,
+        )
+        result = asyncio.run(
+            move_cursor_to_end_if_bounds(ctx=mock_context, state=mock_state, target=target)
+        )
+
+        assert result is None
+
+
+class TestFocusElementIfNeeded:
+    """Test cases for focus_element_if_needed function."""
+
+    @patch("artemis.tools.utils.tap")
+    @patch("artemis.tools.utils.find_element_by_resource_id")
+    def test_focus_element_already_focused(
+        self, mock_find_element, mock_tap, mock_context, sample_rich_element
+    ):
+        """Test when element is already focused."""
+        focused_element = sample_rich_element.copy()
+        focused_element["attributes"]["focused"] = "true"
+
+        mock_response = Mock()
+        mock_response.json.return_value = {"elements": [focused_element]}
+        mock_context.ui_adb_client.get_screen_data = Mock(return_value=mock_response)
+        mock_find_element.return_value = focused_element["attributes"]
+
+        target = Target(
+            resource_id="com.example:id/text_input",
+            resource_id_index=None,
+            text=None,
+            text_index=None,
+            bounds=None,
+        )
+        result = asyncio.run(focus_element_if_needed(ctx=mock_context, target=target))
+
+        mock_tap.assert_not_called()
+        assert result == "resource_id"
+        mock_context.ui_adb_client.get_hierarchy.assert_called_once()
+
+    @patch("artemis.tools.utils.tap")
+    @patch("artemis.tools.utils.find_element_by_resource_id")
+    def test_focus_element_needs_focus_success(
+        self, mock_find_element, mock_tap, mock_context, sample_rich_element
+    ):
+        """Test when element needs focus and focusing succeeds."""
+        unfocused_element = sample_rich_element
+        focused_element = {
+            "attributes": {
+                "resource-id": "com.example:id/text_input",
+                "focused": "true",
+            },
+            "children": [],
+        }
+
+        mock_find_element.side_effect = [
+            unfocused_element["attributes"],
+            focused_element["attributes"],
+        ]
+
+        target = Target(
+            resource_id="com.example:id/text_input",
+            resource_id_index=None,
+            text=None,
+            text_index=None,
+            bounds=None,
+        )
+        result = asyncio.run(focus_element_if_needed(ctx=mock_context, target=target))
+
+        mock_tap.assert_called_once_with(
+            ctx=mock_context,
+            selector_request=IdSelectorRequest(id="com.example:id/text_input"),
+            index=0,
+        )
+        assert mock_context.ui_adb_client.get_hierarchy.call_count == 2
+        assert result == "resource_id"
+
+    @patch("artemis.tools.utils.tap")
+    @patch("artemis.tools.utils.logger")
+    @patch("artemis.tools.utils.find_element_by_resource_id")
+    def test_focus_id_and_text_mismatch_fallback_to_text(
+        self,
+        mock_find_id,
+        mock_logger,
+        mock_tap,
+        mock_context,
+        sample_rich_element,
+    ):
+        """Test fallback when resource_id and text point to different elements."""
+        element_from_id = sample_rich_element["attributes"].copy()
+        element_from_id["text"] = "Different text"
+
+        element_from_text = sample_rich_element.copy()
+        element_from_text["attributes"]["bounds"] = {
+            "x": 10,
+            "y": 20,
+            "width": 100,
+            "height": 30,
+        }
+
+        mock_response = Mock()
+        mock_response.json.return_value = {"elements": [element_from_text]}
+        mock_context.ui_adb_client.get_screen_data = Mock(return_value=mock_response)
+        mock_find_id.return_value = element_from_id
+
+        with patch("artemis.tools.utils.find_element_by_text") as mock_find_text:
+            mock_find_text.return_value = element_from_text["attributes"]
+
+            target = Target(
+                resource_id="com.example:id/text_input",
+                resource_id_index=None,
+                text="Sample text",
+                text_index=None,
+                bounds=None,
+            )
+            result = asyncio.run(focus_element_if_needed(ctx=mock_context, target=target))
+
+            mock_logger.warning.assert_called_once()
+            mock_tap.assert_called_once()
+            assert result == "text"
+
+    @patch("artemis.tools.utils.tap")
+    @patch("artemis.tools.utils.find_element_by_text")
+    def test_focus_fallback_to_text(
+        self, mock_find_text, mock_tap, mock_context, sample_rich_element
+    ):
+        """Test fallback to focusing using text."""
+        element_with_bounds = sample_rich_element.copy()
+        element_with_bounds["attributes"]["bounds"] = {
+            "x": 10,
+            "y": 20,
+            "width": 100,
+            "height": 30,
+        }
+
+        mock_response = Mock()
+        mock_response.json.return_value = {"elements": [element_with_bounds]}
+        mock_context.ui_adb_client.get_screen_data = Mock(return_value=mock_response)
+        mock_find_text.return_value = element_with_bounds["attributes"]
+
+        target = Target(
+            resource_id=None,
+            resource_id_index=None,
+            text="Sample text",
+            text_index=None,
+            bounds=None,
+        )
+        result = asyncio.run(focus_element_if_needed(ctx=mock_context, target=target))
+
+        mock_find_text.assert_called_once()
+        mock_tap.assert_called_once()
+        call_args = mock_tap.call_args[1]
+        selector = call_args["selector_request"]
+        assert isinstance(selector, SelectorRequestWithCoordinates)
+        assert selector.coordinates.x == 60  # 10 + 100/2
+        assert selector.coordinates.y == 35  # 20 + 30/2
+        assert result == "text"
+
+    @patch("artemis.tools.utils.logger")
+    def test_focus_all_locators_fail(self, mock_logger, mock_context):
+        """Test failure when no locator can find an element."""
+
+        mock_response = Mock()
+        mock_response.json.return_value = {"elements": []}
+        mock_context.ui_adb_client.get_screen_data = Mock(return_value=mock_response)
+        with (
+            patch("artemis.tools.utils.find_element_by_resource_id") as mock_find_id,
+            patch("artemis.tools.utils.find_element_by_text") as mock_find_text,
+        ):
+            mock_find_id.return_value = None
+            mock_find_text.return_value = None
+
+            target = Target(
+                resource_id="nonexistent",
+                resource_id_index=None,
+                text="nonexistent",
+                text_index=None,
+                bounds=None,
+            )
+            result = asyncio.run(focus_element_if_needed(ctx=mock_context, target=target))
+
+        mock_logger.error.assert_called_once_with(
+            "Failed to focus element."
+            + " No valid locator (resource_id, coordinates, or text) succeeded."
+        )
+        assert result is None
+
+
+if __name__ == "__main__":
+    pytest.main([__file__])
diff --git a/tests/unit/tools/test_video_analyzer_pure_tool.py b/tests/unit/tools/test_video_analyzer_pure_tool.py
new file mode 100644
index 0000000..cb1e349
--- /dev/null
+++ b/tests/unit/tools/test_video_analyzer_pure_tool.py
@@ -0,0 +1,139 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.context import ArtemisContext
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.video_tool import (
+    VideoAnalyzerArgs,
+    VideoAnalyzerPure,
+    VideoAnalyzerPureTool,
+    get_video_analyzer_tool_pure,
+    video_analyzer_pure,
+)
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    return ctx
+
+
+def test_video_analyzer_pure_tool_subclass_and_registry():
+    """Verify VideoAnalyzerPureTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(VideoAnalyzerPureTool, ArtemisTool)
+    assert issubclass(VideoAnalyzerPure, ArtemisTool)
+    assert isinstance(video_analyzer_pure, ArtemisTool)
+    assert isinstance(video_analyzer_pure, VideoAnalyzerPureTool)
+
+    assert video_analyzer_pure.name == "video_analyzer_pure"
+    assert video_analyzer_pure.category == "perception"
+    assert video_analyzer_pure.args_schema == VideoAnalyzerArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("video_analyzer_pure")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, VideoAnalyzerPureTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = video_analyzer_pure.to_genai_declaration()
+    assert declaration.name == "video_analyzer_pure"
+    assert "time_description" in declaration.parameters.properties
+    assert "purpose" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_pure_direct_execution_success(mock_ctx):
+    """Verify direct execution of VideoAnalyzerPureTool.execute returns outcome directly."""
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        return_value=("Pure video analysis success", "success"),
+    ):
+        result = await video_analyzer_pure.execute(
+            ctx=mock_ctx,
+            time_description="from 0s to 5s",
+            purpose="Verify video playback",
+        )
+        assert result == "Pure video analysis success"
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_pure_direct_execution_failed(mock_ctx):
+    """Verify direct execution handles failed status properly."""
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        return_value=("Pure could not find element", "failed"),
+    ):
+        result = await video_analyzer_pure.execute(
+            ctx=mock_ctx,
+            time_description="from 10s to 15s",
+            purpose="Check button click",
+        )
+        assert result == "Video analysis failed: Pure could not find element"
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_pure_callable_execution(mock_ctx):
+    """Verify invoking video_analyzer_pure directly as a callable."""
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        return_value=("Pure callable output", "success"),
+    ):
+        result = await video_analyzer_pure(
+            ctx=mock_ctx,
+            time_description="from 1s to 2s",
+            purpose="Callable check",
+        )
+        assert result == "Pure callable output"
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_pure_exception_handling(mock_ctx):
+    """Verify VideoAnalyzerPureTool gracefully handles exceptions."""
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        side_effect=RuntimeError("Video processing error"),
+    ):
+        result = await video_analyzer_pure.execute(
+            ctx=mock_ctx,
+            time_description="from 0s to 5s",
+            purpose="Test error",
+        )
+        assert "Error running video analyzer: Video processing error" in result
+
+
+@pytest.mark.asyncio
+async def test_get_video_analyzer_tool_pure_ainvoke(mock_ctx):
+    """Verify get_video_analyzer_tool_pure exports a LangChain tool named 'video_analyzer'."""
+    pure_tool = get_video_analyzer_tool_pure(mock_ctx)
+    assert pure_tool.name == "video_analyzer"
+
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        return_value=("Exported pure tool output", "success"),
+    ):
+        result = await pure_tool.ainvoke(
+            {
+                "time_description": "from 2s to 4s",
+                "purpose": "Pure invoke check",
+            }
+        )
+        assert result == "Exported pure tool output"
diff --git a/tests/unit/tools/test_video_analyzer_tool.py b/tests/unit/tools/test_video_analyzer_tool.py
new file mode 100644
index 0000000..df280d6
--- /dev/null
+++ b/tests/unit/tools/test_video_analyzer_tool.py
@@ -0,0 +1,204 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from artemis.constants import VALIDATOR_MESSAGES_KEY
+from artemis.context import ArtemisContext
+from artemis.graph.state import State
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.video_tool import (
+    DIAGNOSER_VIDEO_ANALYZER_DOCSTRING,
+    OPERATOR_VIDEO_ANALYZER_DOCSTRING,
+    VideoAnalyzerArgs,
+    VideoAnalyzerTool,
+    get_video_analyzer_tool,
+    get_video_analyzer_tool_pure,
+    video_analyzer,
+)
+from langgraph.types import Command
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    return ctx
+
+
+@pytest.fixture
+def mock_state(mock_ctx):
+    state = MagicMock(spec=State)
+
+    async def _mock_asanitize_update(ctx, update, agent):
+        return update
+
+    state.asanitize_update = AsyncMock(side_effect=_mock_asanitize_update)
+    return state
+
+
+def test_video_analyzer_tool_subclass_and_registry():
+    """Verify VideoAnalyzerTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(VideoAnalyzerTool, ArtemisTool)
+    assert isinstance(video_analyzer, ArtemisTool)
+    assert isinstance(video_analyzer, VideoAnalyzerTool)
+
+    assert video_analyzer.name == "video_analyzer"
+    assert video_analyzer.category == "perception"
+    assert video_analyzer.args_schema == VideoAnalyzerArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("video_analyzer")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, VideoAnalyzerTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = video_analyzer.to_genai_declaration()
+    assert declaration.name == "video_analyzer"
+    assert "time_description" in declaration.parameters.properties
+    assert "purpose" in declaration.parameters.properties
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_direct_execution_success(mock_ctx):
+    """Verify direct execution of VideoAnalyzerTool.execute returns outcome directly."""
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        return_value=("Video analysis success details", "success"),
+    ):
+        result = await video_analyzer.execute(
+            ctx=mock_ctx,
+            time_description="from 0s to 5s",
+            purpose="Verify video playback",
+        )
+        assert result == "Video analysis success details"
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_direct_execution_failed(mock_ctx):
+    """Verify direct execution handles failed status properly."""
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        return_value=("Could not find target element", "failed"),
+    ):
+        result = await video_analyzer.execute(
+            ctx=mock_ctx,
+            time_description="from 10s to 15s",
+            purpose="Check button click",
+        )
+        assert result == "Video analysis failed: Could not find target element"
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_with_state_command(mock_ctx, mock_state):
+    """Verify execute returns a Command with ToolMessage when state is provided."""
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        return_value=("Action verified in video", "success"),
+    ):
+        cmd = await video_analyzer.execute(
+            ctx=mock_ctx,
+            time_description="from 5s to 10s",
+            purpose="Verify action",
+            tool_call_id="call_video_123",
+            state=mock_state,
+        )
+        assert isinstance(cmd, Command)
+        assert VALIDATOR_MESSAGES_KEY in cmd.update
+        messages = cmd.update[VALIDATOR_MESSAGES_KEY]
+        assert len(messages) == 1
+        assert messages[0].tool_call_id == "call_video_123"
+        assert messages[0].content == "Action verified in video"
+        assert messages[0].status == "success"
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_exception_handling(mock_ctx, mock_state):
+    """Verify execute gracefully handles exceptions."""
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        side_effect=RuntimeError("Video processing error"),
+    ):
+        # Without state
+        res = await video_analyzer.execute(
+            ctx=mock_ctx,
+            time_description="from 0s to 5s",
+            purpose="Test error",
+        )
+        assert "Error running video analyzer: Video processing error" in res
+
+        # With state
+        cmd = await video_analyzer.execute(
+            ctx=mock_ctx,
+            time_description="from 0s to 5s",
+            purpose="Test error",
+            tool_call_id="call_err",
+            state=mock_state,
+        )
+        assert isinstance(cmd, Command)
+        assert VALIDATOR_MESSAGES_KEY in cmd.update
+        messages = cmd.update[VALIDATOR_MESSAGES_KEY]
+        assert messages[0].status == "error"
+        assert "Error running video analyzer" in messages[0].content
+
+
+@pytest.mark.asyncio
+async def test_video_analyzer_callable_execution(mock_ctx):
+    """Verify invoking video_analyzer directly as a callable."""
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        return_value=("Callable output", "success"),
+    ):
+        result = await video_analyzer(
+            ctx=mock_ctx,
+            time_description="from 1s to 2s",
+            purpose="Callable check",
+        )
+        assert result == "Callable output"
+
+
+def test_get_video_analyzer_tool_roles(mock_ctx):
+    """Verify get_video_analyzer_tool returns tool with role-specific description."""
+    op_tool = get_video_analyzer_tool(mock_ctx, role="operator")
+    assert op_tool.name == "video_analyzer"
+    assert op_tool.description.strip() == OPERATOR_VIDEO_ANALYZER_DOCSTRING.strip()
+
+    diag_tool = get_video_analyzer_tool(mock_ctx, role="diagnoser")
+    assert diag_tool.name == "video_analyzer"
+    assert diag_tool.description.strip() == DIAGNOSER_VIDEO_ANALYZER_DOCSTRING.strip()
+
+
+@pytest.mark.asyncio
+async def test_get_video_analyzer_tool_pure_ainvoke(mock_ctx):
+    """Verify get_video_analyzer_tool_pure exports a LangChain tool."""
+    pure_tool = get_video_analyzer_tool_pure(mock_ctx)
+    assert pure_tool.name == "video_analyzer"
+
+    with patch(
+        "artemis.tools.video_tool.VideoAnalyzer.run",
+        new_callable=AsyncMock,
+        return_value=("Pure tool output", "success"),
+    ):
+        result = await pure_tool.ainvoke(
+            {
+                "time_description": "from 2s to 4s",
+                "purpose": "Pure invoke check",
+            }
+        )
+        assert result == "Pure tool output"
diff --git a/tests/unit/tools/test_wait_tool.py b/tests/unit/tools/test_wait_tool.py
new file mode 100644
index 0000000..92a006e
--- /dev/null
+++ b/tests/unit/tools/test_wait_tool.py
@@ -0,0 +1,114 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import time
+from unittest.mock import AsyncMock, MagicMock
+
+from artemis.context import ArtemisContext
+from artemis.tools.base import ArtemisTool, ToolRegistry
+from artemis.tools.wait_tool import (
+    Wait,
+    WaitArgs,
+    WaitTool,
+    get_wait_tool,
+    wait,
+    wait_wrapper,
+)
+import pytest
+
+
+@pytest.fixture
+def mock_ctx():
+    ctx = MagicMock(spec=ArtemisContext)
+    return ctx
+
+
+def test_wait_tool_subclass_and_registry():
+    """Verify WaitTool is a subclass of ArtemisTool and properly registered."""
+    assert issubclass(WaitTool, ArtemisTool)
+    assert issubclass(Wait, ArtemisTool)
+    assert isinstance(wait, ArtemisTool)
+    assert isinstance(wait, WaitTool)
+
+    assert wait.name == "wait"
+    assert wait.category == "system"
+    assert wait.args_schema == WaitArgs
+
+    # Registry lookup
+    reg_tool = ToolRegistry.get("wait")
+    assert reg_tool is not None
+    assert isinstance(reg_tool, WaitTool)
+
+    # GenAI FunctionDeclaration export
+    declaration = wait.to_genai_declaration()
+    assert declaration.name == "wait"
+    assert "seconds" in declaration.parameters.properties
+
+    # Wrapper check
+    assert wait_wrapper is not None
+    assert wait_wrapper.tool_fn_getter == get_wait_tool
+
+
+@pytest.mark.asyncio
+async def test_wait_direct_execution(mock_ctx):
+    """Verify direct execution of WaitTool.execute."""
+    with pytest.MonkeyPatch.context() as mp:
+        mock_sleep = AsyncMock()
+        mp.setattr(asyncio, "sleep", mock_sleep)
+
+        result = await wait.execute(ctx=mock_ctx, seconds=5)
+        mock_sleep.assert_called_once_with(5)
+        assert result == "Successfully waited for 5 seconds."
+
+
+@pytest.mark.asyncio
+async def test_wait_callable_execution(mock_ctx):
+    """Verify invoking wait directly as a callable."""
+    with pytest.MonkeyPatch.context() as mp:
+        mock_sleep = AsyncMock()
+        mp.setattr(asyncio, "sleep", mock_sleep)
+
+        result = await wait(ctx=mock_ctx, seconds=3)
+        mock_sleep.assert_called_once_with(3)
+        assert result == "Successfully waited for 3 seconds."
+
+
+@pytest.mark.asyncio
+async def test_wait_tool(mock_ctx):
+    wait_tool = get_wait_tool(mock_ctx)
+
+    start_time = time.time()
+    result = await wait_tool.ainvoke({"seconds": 2})
+    end_time = time.time()
+
+    duration = end_time - start_time
+    assert duration >= 1.9  # Allow slight timing variations
+    assert "Successfully waited for 2 seconds" in result
+
+
+@pytest.mark.asyncio
+async def test_wait_tool_bounds(mock_ctx):
+    wait_tool = get_wait_tool(mock_ctx)
+
+    with pytest.MonkeyPatch.context() as mp:
+        mock_sleep = AsyncMock()
+        mp.setattr(asyncio, "sleep", mock_sleep)
+
+        await wait_tool.ainvoke({"seconds": 120})
+        mock_sleep.assert_called_once_with(60)
+
+        mock_sleep.reset_mock()
+        await wait_tool.ainvoke({"seconds": -5})
+        mock_sleep.assert_called_once_with(1)
diff --git a/tests/unit/utils/test_app_launch_utils.py b/tests/unit/utils/test_app_launch_utils.py
new file mode 100644
index 0000000..84af94f
--- /dev/null
+++ b/tests/unit/utils/test_app_launch_utils.py
@@ -0,0 +1,148 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import AsyncMock, Mock, patch
+
+from artemis.context import ArtemisContext
+from artemis.utils.app_launch_utils import launch_app_with_retries
+import pytest
+
+
+@pytest.fixture
+def mock_context():
+    ctx = Mock(spec=ArtemisContext)
+    ctx.device = Mock()
+    ctx.device.mobile_platform = "android"
+    ctx.device.device_id = "emulator-5554"
+    ctx.data_engine = None
+    return ctx
+
+
+@pytest.mark.asyncio
+@patch("artemis.utils.app_launch_utils.UnifiedMobileController")
+@patch("artemis.utils.app_launch_utils.get_current_foreground_package_async")
+async def test_launch_app_success_immediate(mock_get_foreground, mock_controller_cls, mock_context):
+    """Test successful immediate app launch."""
+    mock_controller = Mock()
+    mock_controller.launch_app = AsyncMock(return_value=True)
+    mock_controller_cls.return_value = mock_controller
+
+    # App immediately in foreground
+    mock_get_foreground.return_value = "com.google.android.youtube"
+
+    success, error_msg = await launch_app_with_retries(
+        mock_context,
+        "com.google.android.youtube",
+        max_retries=1,
+        max_poll_seconds=2,
+    )
+
+    assert success is True
+    assert error_msg is None
+    mock_controller.launch_app.assert_called_once_with("com.google.android.youtube")
+
+
+@pytest.mark.asyncio
+@patch("artemis.utils.app_launch_utils.get_focused_task_package")
+@patch("artemis.utils.app_launch_utils.UnifiedMobileController")
+@patch("artemis.utils.app_launch_utils.get_current_foreground_package_async")
+async def test_launch_app_success_permission_overlay(
+    mock_get_foreground,
+    mock_controller_cls,
+    mock_get_focused_task,
+    mock_context,
+):
+    """Test successful launch if overlayed by system permission controller and task is matching."""
+    mock_controller = Mock()
+    mock_controller.launch_app = AsyncMock(return_value=True)
+    mock_controller_cls.return_value = mock_controller
+
+    # System permission controller is focused foreground
+    mock_get_foreground.return_value = "com.google.android.permissioncontroller"
+    # Second layer check: Task stack shows com.google.android.youtube is focused
+    mock_get_focused_task.return_value = "com.google.android.youtube"
+
+    success, error_msg = await launch_app_with_retries(
+        mock_context,
+        "com.google.android.youtube",
+        max_retries=1,
+        max_poll_seconds=2,
+    )
+
+    assert success is True
+    assert error_msg is None
+    mock_controller.launch_app.assert_called_once_with("com.google.android.youtube")
+    mock_get_focused_task.assert_called_once_with(mock_context)
+
+
+@pytest.mark.asyncio
+@patch("artemis.utils.app_launch_utils.get_focused_task_package")
+@patch("artemis.utils.app_launch_utils.UnifiedMobileController")
+@patch("artemis.utils.app_launch_utils.get_current_foreground_package_async")
+async def test_launch_app_failure_permission_overlay_wrong_task(
+    mock_get_foreground,
+    mock_controller_cls,
+    mock_get_focused_task,
+    mock_context,
+):
+    """Test launch failure if overlayed by system permission controller but task does not match."""
+    mock_controller = Mock()
+    mock_controller.launch_app = AsyncMock(return_value=True)
+    mock_controller.terminate_app = AsyncMock()
+    mock_controller_cls.return_value = mock_controller
+
+    # System permission controller is focused foreground
+    mock_get_foreground.return_value = "com.google.android.permissioncontroller"
+    # Second layer check: Task stack is some other app (e.g. com.android.settings)
+    mock_get_focused_task.return_value = "com.android.settings"
+
+    success, error_msg = await launch_app_with_retries(
+        mock_context,
+        "com.google.android.youtube",
+        max_retries=1,
+        max_poll_seconds=1,
+    )
+
+    assert success is False
+    assert "Failed to launch com.google.android.youtube" in error_msg
+    mock_get_focused_task.assert_called_once_with(mock_context)
+
+
+@pytest.mark.asyncio
+@patch("artemis.utils.app_launch_utils.UnifiedMobileController")
+@patch("artemis.utils.app_launch_utils.get_current_foreground_package_async")
+async def test_launch_app_failure_wrong_app(mock_get_foreground, mock_controller_cls, mock_context):
+    """Test launch failure and retry when wrong app remains in foreground."""
+    mock_controller = Mock()
+    mock_controller.launch_app = AsyncMock(return_value=True)
+    mock_controller.terminate_app = AsyncMock()
+    mock_controller_cls.return_value = mock_controller
+
+    # A different app (e.g., settings or home screen) is in foreground
+    mock_get_foreground.return_value = "com.android.settings"
+
+    success, error_msg = await launch_app_with_retries(
+        mock_context,
+        "com.google.android.youtube",
+        max_retries=2,
+        max_poll_seconds=1,
+    )
+
+    assert success is False
+    assert "Failed to launch com.google.android.youtube" in error_msg
+
+    # Should have attempted launching twice
+    assert mock_controller.launch_app.call_count == 2
+    # Should have attempted force-stopping once before retry
+    assert mock_controller.terminate_app.call_count == 1
diff --git a/tests/unit/utils/test_image_diff.py b/tests/unit/utils/test_image_diff.py
new file mode 100644
index 0000000..72d76ba
--- /dev/null
+++ b/tests/unit/utils/test_image_diff.py
@@ -0,0 +1,178 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import asyncio
+import base64
+import cv2
+from artemis.utils.image_diff import check_ui_change
+import numpy as np
+
+
+def test_no_change():
+    img = np.zeros((1000, 1000), dtype=np.uint8)
+    _, img_bytes = cv2.imencode(".jpg", img)
+
+    action = {"action": "tap", "coordinates": [500, 500]}
+    assert not check_ui_change(img_bytes.tobytes(), img_bytes.tobytes(), action)
+    print("test_no_change passed")
+
+
+def test_global_change():
+    img1 = np.zeros((1000, 1000), dtype=np.uint8)
+    img2 = np.ones((1000, 1000), dtype=np.uint8) * 255
+
+    _, img1_bytes = cv2.imencode(".jpg", img1)
+    _, img2_bytes = cv2.imencode(".jpg", img2)
+
+    action = {"action": "swipe", "coordinates": [500, 500, 500, 200]}
+    assert check_ui_change(img1_bytes.tobytes(), img2_bytes.tobytes(), action)
+    print("test_global_change passed")
+
+
+def test_roi_change():
+    img1 = np.zeros((1000, 1000), dtype=np.uint8)
+    img2 = img1.copy()
+    img2[480:520, 480:520] = 255
+
+    _, img1_bytes = cv2.imencode(".jpg", img1)
+    _, img2_bytes = cv2.imencode(".jpg", img2)
+
+    action = {"action": "tap", "coordinates": [500, 500]}
+    assert check_ui_change(img1_bytes.tobytes(), img2_bytes.tobytes(), action)
+    print("test_roi_change passed")
+
+
+def test_status_bar_ignore():
+    img1 = np.zeros((1000, 1000), dtype=np.uint8)
+    img2 = img1.copy()
+    img2[0:50, 0:1000] = 255
+
+    _, img1_bytes = cv2.imencode(".jpg", img1)
+    _, img2_bytes = cv2.imencode(".jpg", img2)
+
+    action = {"action": "tap", "coordinates": [500, 500]}
+    assert not check_ui_change(img1_bytes.tobytes(), img2_bytes.tobytes(), action)
+    print("test_status_bar_ignore passed")
+
+
+def test_roi_threshold():
+    # Use standard 1080x2400 resolution to keep scale_factor = 1.0 (roi_size = 50)
+    img1 = np.zeros((2400, 1080), dtype=np.uint8)
+    img2 = img1.copy()
+    # Center of 1080x2400 is (540, 1200). Draw 10x10 square at center.
+    img2[1195:1205, 535:545] = 255
+
+    _, img1_bytes = cv2.imencode(".jpg", img1)
+    _, img2_bytes = cv2.imencode(".jpg", img2)
+
+    action = {"action": "tap", "coordinates": [540, 1200]}
+    assert not check_ui_change(
+        img1_bytes.tobytes(),
+        img2_bytes.tobytes(),
+        action,
+        full_screen_threshold=0.001,
+        roi_threshold=0.05,
+    )
+    print("test_roi_threshold passed")
+
+
+def test_wait_for_screen_stability():
+    from artemis.utils.image_diff import wait_for_screen_stability
+
+    img_static = np.zeros((1000, 1000), dtype=np.uint8)
+    _, static_bytes = cv2.imencode(".jpg", img_static)
+    static_b64 = base64.b64encode(static_bytes).decode("utf-8")
+
+    # 1. Test immediate stability (already static)
+    calls_immediate = 0
+
+    async def mock_screenshot_immediate():
+        nonlocal calls_immediate
+        calls_immediate += 1
+        return static_b64
+
+    res_immediate = asyncio.run(
+        wait_for_screen_stability(mock_screenshot_immediate, max_timeout=1.0, interval=0.05)
+    )
+    assert res_immediate == static_b64
+    assert calls_immediate == 2
+    print("test_wait_for_screen_stability: immediate stability subtest passed")
+
+    # 2. Test gradual stability (settles after 3 moving frames)
+    calls_gradual = 0
+
+    async def mock_screenshot_gradual():
+        nonlocal calls_gradual
+        calls_gradual += 1
+        if calls_gradual <= 3:
+            img = np.zeros((1000, 1000), dtype=np.uint8)
+            img[500:, :] = calls_gradual * 50
+            _, bytes_data = cv2.imencode(".jpg", img)
+            return base64.b64encode(bytes_data).decode("utf-8")
+        return static_b64
+
+    res_gradual = asyncio.run(
+        wait_for_screen_stability(mock_screenshot_gradual, max_timeout=1.0, interval=0.05)
+    )
+    assert res_gradual == static_b64
+    assert calls_gradual > 3
+    print("test_wait_for_screen_stability: gradual stability subtest passed")
+    print("test_wait_for_screen_stability passed")
+
+
+def test_wait_for_screen_data_stability():
+    from artemis.utils.image_diff import wait_for_screen_data_stability
+    from artemis.controllers.device_controller import ScreenDataResponse
+
+    img_static = np.zeros((1000, 1000), dtype=np.uint8)
+    _, static_bytes = cv2.imencode(".jpg", img_static)
+    static_b64 = base64.b64encode(static_bytes).decode("utf-8")
+
+    # Test stability returning ScreenDataResponse
+    calls = 0
+
+    async def mock_get_screen_data():
+        nonlocal calls
+        calls += 1
+        return ScreenDataResponse(
+            base64=static_b64,
+            elements=[],
+            width=1000,
+            height=1000,
+            platform="android",
+        )
+
+    res = asyncio.run(
+        wait_for_screen_data_stability(mock_get_screen_data, max_timeout=1.0, interval=0.05)
+    )
+    assert res.base64 == static_b64
+    assert res.width == 1000
+    assert calls == 2
+    print("test_wait_for_screen_data_stability passed")
+
+
+if __name__ == "__main__":
+    try:
+        test_no_change()
+        test_global_change()
+        test_roi_change()
+        test_status_bar_ignore()
+        test_roi_threshold()
+        test_wait_for_screen_stability()
+        test_wait_for_screen_data_stability()
+        print("All tests passed successfully!")
+    except AssertionError as e:
+        print(f"Test failed: {e}")
+    except Exception as e:
+        print(f"Error running tests: {e}")
diff --git a/tests/unit/utils/test_notes.py b/tests/unit/utils/test_notes.py
new file mode 100644
index 0000000..6671c6d
--- /dev/null
+++ b/tests/unit/utils/test_notes.py
@@ -0,0 +1,165 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from artemis.utils.notes import (
+    append_note_content,
+    list_notes_info,
+    read_note_content,
+    save_note_content,
+    update_note_content,
+)
+import pytest
+
+
+def test_list_notes_info(tmp_path):
+    base_dir = tmp_path
+
+    # Create some notes
+    save_note_content(base_dir, "note1", "line1\nline2\nline3")
+    save_note_content(base_dir, "note2", "line1\nline2")
+
+    info = list_notes_info(base_dir)
+    assert info == {"note1": 3, "note2": 2}
+
+
+def test_read_note_content_range(tmp_path):
+    base_dir = tmp_path
+    save_note_content(base_dir, "note1", "line1\nline2\nline3\nline4")
+
+    # Read full
+    assert read_note_content(base_dir, "note1") == "line1\nline2\nline3\nline4"
+
+    # Read range
+    assert read_note_content(base_dir, "note1", start_line=2, end_line=3) == "line2\nline3"
+
+    # Read from start to line
+    assert read_note_content(base_dir, "note1", end_line=2) == "line1\nline2"
+
+    # Read from line to end
+    assert read_note_content(base_dir, "note1", start_line=3) == "line3\nline4"
+
+
+def test_update_note_exact_match(tmp_path):
+    base_dir = tmp_path
+    original_content = 'def demo():\n    print("Hello, World!")\n    return True\n'
+    save_note_content(base_dir, "task_plan", original_content)
+
+    # Exact match
+    warning = update_note_content(
+        base_dir,
+        "task_plan",
+        '    print("Hello, World!")',
+        '    print("Hello, Jetski!")',
+    )
+    assert warning is None
+
+    updated_content = read_note_content(base_dir, "task_plan")
+    assert 'print("Hello, Jetski!")' in updated_content
+    assert 'print("Hello, World!")' not in updated_content
+
+
+def test_update_note_relaxed_match(tmp_path):
+    base_dir = tmp_path
+    # Multi-line content with checkboxes and indentation
+    original_content = (
+        "- [ ] Step 1: Research the issue\n  - [ ] Step 2: Write code\n  - [ ] Step 3: Run tests\n"
+    )
+    save_note_content(base_dir, "task_plan", original_content)
+
+    # Relaxed match: case difference, quote difference, checkbox bullet difference, trailing whitespace
+    target = "  * [ ] step 2: write code  "
+    replacement = "  - [/] Step 2: In progress"
+
+    warning = update_note_content(base_dir, "task_plan", target, replacement)
+
+    # Warning should be returned
+    assert warning is not None
+    assert "We did our best to apply changes despite some inaccuracies" in warning
+
+    updated_content = read_note_content(base_dir, "task_plan")
+    assert "Step 2: In progress" in updated_content
+    assert "Step 2: Write code" not in updated_content
+    # Check indentation is preserved from replacement
+    assert "  - [/] Step 2: In progress\n" in updated_content
+
+
+def test_update_note_fuzzy_match(tmp_path):
+    base_dir = tmp_path
+    original_content = 'print("Alpha message")\nprint("Gamma message")\nprint("Delta message")\n'
+    save_note_content(base_dir, "task_plan", original_content)
+
+    # Fuzzy match: typo (Gemma vs Gamma)
+    target = 'print("Gemma message")'
+    replacement = 'print("Gamma updated!")'
+
+    warning = update_note_content(base_dir, "task_plan", target, replacement)
+    assert warning is not None
+    assert "We did our best to apply changes despite some inaccuracies" in warning
+
+    updated_content = read_note_content(base_dir, "task_plan")
+    assert 'print("Gamma updated!")' in updated_content
+    assert 'print("Gamma message")' not in updated_content
+
+
+def test_update_note_ambiguous_match(tmp_path):
+    base_dir = tmp_path
+    # Multiple lines that could match target
+    original_content = 'print("Beta message")\nprint("Zeta message")\nprint("Eta message")\n'
+    save_note_content(base_dir, "task_plan", original_content)
+
+    # Target is highly ambiguous (Xeta is almost equally close to Beta and Zeta)
+    target = 'print("Xeta message")'
+    replacement = 'print("Ambiguous match!")'
+
+    # Should raise ValueError due to ambiguity or inability to find unique match
+    with pytest.raises(ValueError) as exc_info:
+        update_note_content(base_dir, "task_plan", target, replacement)
+
+    assert "Target string 'print(\"Xeta message\")' not found" in str(
+        exc_info.value
+    ) or "not unique" in str(exc_info.value)
+
+
+def test_update_note_not_found(tmp_path):
+    base_dir = tmp_path
+    original_content = 'print("Alpha message")\n'
+    save_note_content(base_dir, "task_plan", original_content)
+
+    # Totally different target
+    target = 'print("Something totally different")'
+    replacement = 'print("Hello")'
+
+    with pytest.raises(ValueError) as exc_info:
+        update_note_content(base_dir, "task_plan", target, replacement)
+    assert "not found" in str(exc_info.value)
+
+
+def test_append_note_content(tmp_path):
+    base_dir = tmp_path
+
+    # Case 1: File does not exist
+    append_note_content(base_dir, "new_note", "hello")
+    assert read_note_content(base_dir, "new_note") == "hello\n"
+
+    # Case 2: File exists and ends with a newline
+    append_note_content(base_dir, "new_note", "world")
+    assert read_note_content(base_dir, "new_note") == "hello\nworld\n"
+
+    # Case 3: File exists and does not end with a newline
+    file_path = base_dir / "notes" / "no_newline.md"
+    file_path.parent.mkdir(parents=True, exist_ok=True)
+    file_path.write_text("no newline", encoding="utf-8")
+
+    append_note_content(base_dir, "no_newline", "added text")
+    assert read_note_content(base_dir, "no_newline") == "no newline\nadded text\n"
diff --git a/tests/unit/utils/test_ocr_xml_fusion.py b/tests/unit/utils/test_ocr_xml_fusion.py
new file mode 100644
index 0000000..e99e60f
--- /dev/null
+++ b/tests/unit/utils/test_ocr_xml_fusion.py
@@ -0,0 +1,248 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import base64
+from io import BytesIO
+import unittest
+from artemis.utils.ocr_xml_fusion import (
+    _calculate_overlap_ratio,
+    _crop_image_remove_status_bar,
+    _detect_status_bar_height,
+    _is_low_value_text,
+    _map_coordinates_back,
+    _parse_ocr_position,
+    fuse_ocr_with_xml,
+)
+from PIL import Image
+
+
+class TestOCRFusion(unittest.TestCase):
+    def test_is_low_value_text(self):
+        # Test length 1
+        self.assertTrue(_is_low_value_text("a"))
+        self.assertFalse(_is_low_value_text("Yes"))
+        self.assertFalse(_is_low_value_text("1"))
+
+        # Test placeholders
+        self.assertTrue(_is_low_value_text("search"))
+
+        # Test default markers
+        self.assertTrue(_is_low_value_text("[Icon]"))
+
+        # Test valid text
+        self.assertFalse(_is_low_value_text("Click Me"))
+
+    def test_parse_ocr_position(self):
+        position = [
+            {"x": 10, "y": 20},
+            {"x": 50, "y": 20},
+            {"x": 50, "y": 60},
+            {"x": 10, "y": 60},
+        ]
+        bounds = _parse_ocr_position(position)
+        self.assertEqual(bounds, {"left": 10, "top": 20, "right": 50, "bottom": 60})
+
+    def test_calculate_overlap_ratio(self):
+        ocr_bounds = {"left": 10, "top": 10, "right": 30, "bottom": 30}
+        xml_bounds = {"left": 0, "top": 0, "right": 40, "bottom": 40}
+        # OCR is fully inside XML
+        self.assertEqual(_calculate_overlap_ratio(ocr_bounds, xml_bounds), 1.0)
+
+        xml_bounds = {"left": 20, "top": 20, "right": 40, "bottom": 40}
+        # Intersection is 10x10 = 100. OCR area is 20x20 = 400. Ratio = 0.25
+        self.assertEqual(_calculate_overlap_ratio(ocr_bounds, xml_bounds), 0.25)
+
+    def test_detect_status_bar_height(self):
+        xml = [
+            {"package": "com.android.systemui", "bounds": "[0,0][1080,120]"},
+            {"package": "com.example.app", "bounds": "[0,120][1080,2400]"},
+        ]
+        # Pass screen_height=2400, should find 120 from XML
+        self.assertEqual(_detect_status_bar_height(xml, screen_height=2400), 120)
+
+        # Fallback: should be 4% of 2400 = 96
+        xml = [{"package": "com.example.app", "bounds": "[0,0][1080,2400]"}]
+        self.assertEqual(_detect_status_bar_height(xml, screen_height=2400), 96)
+
+    def test_crop_image_remove_status_bar(self):
+        # Create a dummy image
+        img = Image.new("RGB", (100, 100), color="red")
+        buffered = BytesIO()
+        img.save(buffered, format="PNG")
+        img_b64 = base64.b64encode(buffered.getvalue()).decode("utf-8")
+
+        cropped_b64, w, h = _crop_image_remove_status_bar(img_b64, crop_height=20)
+        self.assertEqual(w, 100)
+        self.assertEqual(h, 100)
+
+        # Verify cropped size
+        cropped_img = Image.open(BytesIO(base64.b64decode(cropped_b64)))
+        self.assertEqual(cropped_img.size, (100, 80))
+
+    def test_map_coordinates_back(self):
+        ocr_results = [
+            {
+                "text": "test",
+                "position": [{"x": 10, "y": 10}, {"x": 20, "y": 20}],
+            }
+        ]
+        mapped = _map_coordinates_back(ocr_results, status_bar_height=100)
+        self.assertEqual(mapped[0]["position"][0]["y"], 110)
+        self.assertEqual(mapped[0]["position"][1]["y"], 120)
+
+    def test_fuse_ocr_with_xml(self):
+        xml = [
+            {
+                "class": "android.widget.Button",
+                "bounds": "[10,100][200,150]",
+                "text": "Submit",
+            },
+            {
+                "class": "android.widget.TextView",
+                "bounds": "[10,200][200,250]",
+                "text": "",
+            },
+        ]
+        ocr = [
+            # Should be discarded (similar to Submit)
+            {
+                "text": "Submit",
+                "position": [{"x": 15, "y": 105}, {"x": 95, "y": 145}],
+            },
+            # Multiple OCRs matching the same node (TextView at [10,200])
+            # They are on the same line, should be merged in order
+            {
+                "text": "Result",
+                "position": [{"x": 15, "y": 205}, {"x": 95, "y": 245}],
+            },
+            {
+                "text": "Found",
+                "position": [{"x": 105, "y": 205}, {"x": 185, "y": 245}],
+            },
+            # Unmatched OCRs that are close to each other (should be merged into one virtual node)
+            {
+                "text": "Floating",
+                "position": [{"x": 15, "y": 305}, {"x": 95, "y": 345}],
+            },
+            {
+                "text": "Text",
+                "position": [{"x": 105, "y": 305}, {"x": 185, "y": 345}],
+            },
+            # Unmatched OCR far away (should be separate virtual node)
+            {
+                "text": "Far",
+                "position": [{"x": 15, "y": 405}, {"x": 95, "y": 445}],
+            },
+        ]
+
+        fused = fuse_ocr_with_xml(xml, ocr)
+
+        # Check first node (Submit) - should NOT have ocr_text
+        self.assertNotIn("ocr_text", fused[0])
+
+        # Check second node (Result Found) - should have aggregated ocr_elements
+        self.assertEqual(fused[1]["ocr_elements"][0]["text"], "Result Found")
+        self.assertIn("[OCR]", fused[1]["class"])
+
+        # We expect 0 virtual nodes now as per new strategy.
+        # Total nodes should be just the original 2 XML nodes.
+        self.assertEqual(len(fused), 2)
+
+    def test_banded_overlap_matching(self):
+        # Screen is 1080x2400
+        # XML has a giant container and a small correct button.
+        xml = [
+            # Giant container (FrameLayout, covers a lot of screen)
+            {
+                "class": "android.widget.FrameLayout",
+                "bounds": "[0,80][1080,1000]",
+                "text": "",
+            },
+            # Small correct button
+            {
+                "class": "android.widget.Button",
+                "bounds": "[185,84][512,114]",
+                "text": "",
+            },
+        ]
+
+        # OCR Search is slightly shifted to the left of the Button.
+        # Button: [185,84][512,114] -> area 327 * 30 = 9810
+        # OCR: [174,89][326,109] -> area 152 * 20 = 3040
+        # Overlap with Button:
+        #   Intersection: [185,89][326,109] -> area 141 * 20 = 2820
+        #   Ratio: 2820 / 3040 = 0.927 (Band 1)
+        # Overlap with FrameLayout:
+        #   OCR is fully inside FrameLayout [0,80][1080,1000]
+        #   Ratio: 1.0 (Band 1)
+        # Both are in Band 1 (>=0.9).
+        # The Button has MUCH smaller area than FrameLayout (9810 < 993600).
+        # So Button should win despite having lower overlap (0.927 < 1.0).
+        ocr = [
+            {
+                "text": "Search",
+                "position": [
+                    {"x": 174, "y": 89},
+                    {"x": 326, "y": 89},
+                    {"x": 326, "y": 109},
+                    {"x": 174, "y": 109},
+                ],
+            }
+        ]
+
+        fused = fuse_ocr_with_xml(xml, ocr)
+
+        # Check that OCR text "Search" is mounted on the Button node (index 1)
+        self.assertIn("ocr_elements", fused[1])
+        self.assertEqual(fused[1]["ocr_elements"][0]["text"], "Search")
+
+        # And NOT on the FrameLayout node (index 0)
+        self.assertNotIn("ocr_elements", fused[0])
+
+    def test_giant_node_exclusion(self):
+        # Screen is 1080x2400. Area = 2,592,000.
+        # 10% area = 259,200.
+        # FrameLayout is 1080x1000 -> area 1,080,000 (>10%).
+        # It should be excluded from matching entirely.
+        # Since there is no other node, the OCR should be discarded.
+        xml = [
+            {
+                "class": "android.widget.FrameLayout",
+                "bounds": "[0,0][1080,1000]",
+                "text": "",
+            },
+        ]
+        ocr = [
+            # Some floating developer text "dX : 0.0"
+            {
+                "text": "dX : 0.0",
+                "position": [
+                    {"x": 144, "y": 55},
+                    {"x": 215, "y": 55},
+                    {"x": 215, "y": 63},
+                    {"x": 144, "y": 63},
+                ],
+            }
+        ]
+
+        fused = fuse_ocr_with_xml(xml, ocr)
+
+        # The giant FrameLayout should NOT have ocr_elements
+        self.assertNotIn("ocr_elements", fused[0])
+        # The class should NOT be updated with [OCR]
+        self.assertNotIn("[OCR]", fused[0].get("class", ""))
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/unit/utils/test_task_tree.py b/tests/unit/utils/test_task_tree.py
new file mode 100644
index 0000000..2d6c941
--- /dev/null
+++ b/tests/unit/utils/test_task_tree.py
@@ -0,0 +1,650 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import hashlib
+from artemis.utils.task_tree import (
+    build_plan_and_history,
+    get_active_subgoal_hashes,
+    get_recent_subgoal_hashes,
+)
+
+
+def test_build_plan_and_history_separated_layout():
+    plan = """- [ ] Open Settings app
+- [ ] Navigate to System settings"""
+
+    # No steps executed
+    output = build_plan_and_history(plan, [], "default")
+    assert plan in output
+    assert "--- Execution History ---" in output
+    assert "No steps executed yet." in output
+
+    # With steps
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "2.5s",
+            "summary": "Launched settings app",
+            "operator_raw_thinking": "Thought 1",
+            "action_taken": [{"action": "launch_app"}],
+            "last_execution_result": {"status": "success"},
+        }
+    ]
+    output = build_plan_and_history(plan, steps, "default", last_n_detailed=1)
+    assert plan in output
+    assert "--- Execution History ---" in output
+    assert "- **Step 1 (Most Recent Step, Start: 2.5s)**" in output
+    assert "    - Thought 1" in output
+    assert "  * [Planned Action]: Launched app 'None'" in output
+
+
+def test_build_plan_and_history_granularities():
+    plan = """- [x] Open Settings app
+- [/] Navigate to System settings
+- [ ] Navigate to Languages & input"""
+
+    subgoal_hash_1 = hashlib.md5(b"Open Settings app").hexdigest()
+    subgoal_hash_2 = hashlib.md5(b"Navigate to System settings").hexdigest()
+
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "2.5s",
+            "summary": "Launched settings",
+            "operator_raw_thinking": "Thought 1",
+            "action_taken": [{"action": "launch_app"}],
+            "last_execution_result": {"status": "success"},
+            "extra_metadata": {"subgoal_hash": subgoal_hash_1},
+        },
+        {
+            "step_id": "step_2",
+            "step_number": 2,
+            "relative_time": "8.0s",
+            "summary": "Swiped down",
+            "operator_raw_thinking": "Thought 2",
+            "action_taken": [{"action": "swipe"}],
+            "last_execution_result": {"status": "success"},
+            "extra_metadata": {"subgoal_hash": subgoal_hash_2},
+        },
+        {
+            "step_id": "step_3",
+            "step_number": 3,
+            "relative_time": "15.0s",
+            "summary": "Clicked System settings",
+            "operator_raw_thinking": "Thought 3",
+            "action_taken": [{"action": "click"}],
+            "last_execution_result": {"status": "success"},
+            "extra_metadata": {"subgoal_hash": subgoal_hash_2},
+        },
+    ]
+
+    # Test last_n_detailed = 0 (high-level analysis context, all summarized)
+    output_0 = build_plan_and_history(plan, steps, subgoal_hash_2, last_n_detailed=0)
+    assert "- *Step 1 (Start: 2.5s): Launched settings*" in output_0
+    assert "- *Step 2 (Start: 8.0s): Swiped down*" in output_0
+    assert "- *Step 3 (Start: 15.0s): Clicked System settings*" in output_0
+    assert "*Thought*: Thought 3" not in output_0
+
+    # Test last_n_detailed = 1 (normal execution context, only last detailed)
+    output_1 = build_plan_and_history(plan, steps, subgoal_hash_2, last_n_detailed=1)
+    assert "- *Step 1 (Start: 2.5s): Launched settings*" in output_1
+    assert "- *Step 2 (Start: 8.0s): Swiped down*" in output_1
+    assert "- **Step 3 (Most Recent Step, Start: 15.0s)**" in output_1
+    assert "    - Thought 3" in output_1
+
+    # Test last_n_detailed = 3 (committee context, last 3 detailed)
+    output_3 = build_plan_and_history(plan, steps, subgoal_hash_2, last_n_detailed=3)
+    assert "- **Step 1 (Start: 2.5s)**" in output_3
+    assert "    - Thought 1" in output_3
+    assert "- **Step 2 (Start: 8.0s)**" in output_3
+    assert "    - Thought 2" in output_3
+    assert "- **Step 3 (Most Recent Step, Start: 15.0s)**" in output_3
+    assert "    - Thought 3" in output_3
+
+    # Test keep_subgoal_hashes (milestone filtering for checker/diagnoser)
+    # Only keep steps for subgoal_hash_2
+    output_filter = build_plan_and_history(
+        plan, steps, subgoal_hash_2, keep_subgoal_hashes={subgoal_hash_2}
+    )
+    assert "Launched settings" not in output_filter  # Step 1 is filtered out!
+    assert "Swiped down" in output_filter  # Step 2 belongs to subgoal_hash_2, kept!
+    assert "    - Thought 3" in output_filter  # Step 3 is the last step, kept detailed!
+
+
+def test_get_active_subgoal_hashes_fallback():
+    # Scenario 1: Normal Active Subgoal (Level 1 [/] active)
+    plan_normal = """- [x] Open Settings app
+- [/] Navigate to System settings
+- [ ] Navigate to Languages & input"""
+
+    h_settings = hashlib.md5(b"Open Settings app").hexdigest()
+    h_system = hashlib.md5(b"Navigate to System settings").hexdigest()
+
+    parent, sub = get_active_subgoal_hashes(plan_normal)
+    assert parent == h_system
+    assert sub is None
+
+    # Scenario 2: Indented Sub-subgoal Active (Level 2 [/] active, consolidated to parent)
+    plan_indented = """- [x] Open Settings app
+- [/] Navigate to System settings
+    - [/] Scroll down to find System settings
+- [ ] Navigate to Languages & input"""
+
+    parent, sub = get_active_subgoal_hashes(plan_indented)
+    assert parent == h_system
+    assert sub is None
+
+    # Scenario 3: Safe Fallback (All pending "[ ]", no active subgoal)
+    plan_fallback = """- [ ] Open Settings app
+- [ ] Navigate to System settings
+- [ ] Navigate to Languages & input"""
+
+    parent, sub = get_active_subgoal_hashes(plan_fallback)
+    assert parent == h_settings  # Successfully fell back to the first subgoal's hash!
+    assert sub is None
+
+    # Scenario 4: All Completed (All "[x]", no active subgoal)
+    plan_all_done = """- [x] Open Settings app
+- [x] Navigate to System settings
+- [x] Navigate to Languages & input"""
+
+    parent, sub = get_active_subgoal_hashes(plan_all_done)
+    assert parent == "default"
+    assert sub is None
+
+
+def test_build_plan_and_history_sliding_window():
+    plan = """- [x] Subgoal 1
+- [x] Subgoal 2
+- [/] Subgoal 3"""
+
+    subgoal_hash_1 = hashlib.md5(b"Subgoal 1").hexdigest()
+    subgoal_hash_2 = hashlib.md5(b"Subgoal 2").hexdigest()
+    subgoal_hash_3 = hashlib.md5(b"Subgoal 3").hexdigest()
+
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "summary": "Step 1 summary",
+            "extra_metadata": {"subgoal_hash": subgoal_hash_1},
+        },
+        {
+            "step_id": "step_2",
+            "step_number": 2,
+            "summary": "Step 2 summary",
+            "extra_metadata": {"subgoal_hash": subgoal_hash_1},
+        },
+        {
+            "step_id": "step_3",
+            "step_number": 3,
+            "summary": "Step 3 summary",
+            "extra_metadata": {"subgoal_hash": subgoal_hash_2},
+        },
+        {
+            "step_id": "step_4",
+            "step_number": 4,
+            "summary": "Step 4 summary",
+            "extra_metadata": {"subgoal_hash": subgoal_hash_3},
+        },
+        {
+            "step_id": "step_5",
+            "step_number": 5,
+            "summary": "Step 5 summary",
+            "extra_metadata": {"subgoal_hash": subgoal_hash_3},
+        },
+        {
+            "step_id": "step_6",
+            "step_number": 6,
+            "summary": "Step 6 summary",
+            "extra_metadata": {"subgoal_hash": subgoal_hash_3},
+        },
+        {
+            "step_id": "step_7",
+            "step_number": 7,
+            "summary": "Step 7 summary",
+            "extra_metadata": {"subgoal_hash": subgoal_hash_3},
+        },
+    ]
+
+    # Case 1: min_summaries = 2
+    # subgoal 3 has 4 steps (4, 5, 6, 7). This already exceeds min_summaries=2.
+    # So older steps (1, 2, 3) from completed subgoals should be compressed/hidden!
+    output_c1 = build_plan_and_history(
+        plan, steps, subgoal_hash_3, min_summaries=2, last_n_detailed=0
+    )
+    assert "Step 1 summary" not in output_c1
+    assert "Step 2 summary" not in output_c1
+    assert "Step 3 summary" not in output_c1
+    assert "Step 4 summary" in output_c1
+    assert "Step 5 summary" in output_c1
+    assert "Step 6 summary" in output_c1
+    assert "Step 7 summary" in output_c1
+
+    # Case 2: min_summaries = 5
+    # subgoal 3 has 4 steps (4, 5, 6, 7), which translates to 3 non-last steps.
+    # To reach min_summaries=5 non-last steps, the sliding window slides back to keep Step 3 and Step 2 visible!
+    # But Step 1 should still be compressed/hidden.
+    output_c2 = build_plan_and_history(
+        plan, steps, subgoal_hash_3, min_summaries=5, last_n_detailed=0
+    )
+    assert "Step 1 summary" not in output_c2
+    assert "Step 2 summary" in output_c2  # Kept visible by sliding window!
+    assert "Step 3 summary" in output_c2  # Kept visible by sliding window!
+    assert "Step 4 summary" in output_c2
+    assert "Step 5 summary" in output_c2
+    assert "Step 6 summary" in output_c2
+    assert "Step 7 summary" in output_c2
+
+
+def test_build_plan_and_history_clean_success_result():
+    plan = "- [ ] Subgoal 1"
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "2.5s",
+            "summary": "Swiped screen",
+            "action_taken": [{"action": "swipe"}],
+            "last_execution_result": {
+                "executed_actions": [{"action": "swipe"}],
+                "status": "success",
+            },
+        }
+    ]
+    output = build_plan_and_history(plan, steps, "default", last_n_detailed=1)
+
+    # The output should contain "status": "success" but NOT the redundant "executed_actions"
+    # Success results are stripped under Factual Realism
+    assert "* [Validator Execution Result]" not in output
+    assert "executed_actions" not in output
+
+
+def test_build_plan_and_history_with_tool_calls():
+    plan = "- [ ] Subgoal 1"
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "2.5s",
+            "summary": "Read note and swiped",
+            "action_taken": [{"action": "swipe"}],
+            "last_execution_result": {"status": "success"},
+            "tool_calls": [
+                {
+                    "name": "read_note",
+                    "payload": {
+                        "args": {"key": "other_note"},
+                        "result": "- [ ] Milestone",
+                    },
+                    "status": "success",
+                }
+            ],
+        }
+    ]
+    output = build_plan_and_history(plan, steps, "default", last_n_detailed=1)
+
+    assert "* [Operator Decision Loop]:" in output
+    assert '`read_note({"key": "other_note"})` -> - [ ] Milestone' in output
+
+
+def test_build_plan_and_history_with_interleaved_events():
+    plan = "- [ ] Subgoal 1"
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "2.5s",
+            "summary": "Read note and thought",
+            "action_taken": [{"action": "swipe"}],
+            "last_execution_result": {"status": "success"},
+            "interleaved_events": [
+                {"type": "thought", "content": "I want to search for files."},
+                {
+                    "type": "tool_call",
+                    "name": "list_notes",
+                    "args": {"dir": "/notes"},
+                    "result": ["notes.txt"],
+                },
+                {"type": "thought", "content": "I see notes.txt, let's read it."},
+                {
+                    "type": "tool_call",
+                    "name": "read_note",
+                    "args": {"file": "notes.txt"},
+                    "result": "Milestone plan",
+                },
+            ],
+        }
+    ]
+    output = build_plan_and_history(plan, steps, "default", last_n_detailed=1)
+
+    # It should render interleaved thoughts and tool calls in natural order
+    assert "    - I want to search for files." in output
+    assert '    - [Tool Call]: `list_notes({"dir": "/notes"})` -> [\'notes.txt\']' in output
+    assert "    - I see notes.txt, let's read it." in output
+    assert '    - [Tool Call]: `read_note({"file": "notes.txt"})` -> Milestone plan' in output
+
+    # It should use the new section header
+    assert "* [Operator Decision Loop]:" in output
+
+
+def test_build_plan_and_history_concatenates_thoughts():
+    plan = "- [ ] Subgoal 1"
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "2.5s",
+            "summary": "Step with multiple thoughts",
+            "action_taken": [{"action": "click", "thought": "Action thought"}],
+            "operator_raw_thinking": "Raw thought",
+            "last_execution_result": {"status": "success"},
+            "interleaved_events": [
+                {"type": "thought", "content": "Event thought"},
+            ],
+        }
+    ]
+    output = build_plan_and_history(plan, steps, "default", last_n_detailed=1)
+
+    # Check that all thoughts are concatenated and visible in the output
+    assert "    - Action thought" in output
+    assert "    - Event thought" in output
+    assert "    - Raw thought" in output
+
+
+def test_build_plan_and_history_chronological_last_step():
+    plan = "- [ ] Subgoal 1"
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "2.5s",
+            "summary": "Completed search",
+            "action_taken": [{"action": "click", "target_text": "Search"}],
+            "last_execution_result": {"status": "success"},
+            "interleaved_events": [
+                {"type": "thought", "content": "I should find search icon."},
+                {
+                    "type": "tool_call",
+                    "name": "ask_explorer",
+                    "args": {"query": "search icon"},
+                    "result": {"center": [500, 600]},
+                },
+                {
+                    "type": "native_thought",
+                    "content": "Clicking coordinates [500, 600] now.",
+                },
+            ],
+        }
+    ]
+    output = build_plan_and_history(
+        plan, steps, "default", last_n_detailed=1, chronological_last_step=True
+    )
+
+    assert plan in output
+    assert "--- Execution History ---" in output
+    assert "- **Step 1 (Most Recent Step, Start: 2.5s)**" in output
+    assert "* [Operator Decision Loop]:" in output
+    assert "    - I should find search icon." in output
+    assert (
+        '- [Tool Call]: `ask_explorer({"query": "search icon"})` -> {"center":'
+        " [500, 600]}" in output
+    )
+    assert "    - Clicking coordinates [500, 600] now." in output
+    assert "* [Planned Action]: Tapped 'Search' at None" in output
+    assert "* [Validator Execution Result]" not in output
+
+
+def test_build_plan_and_history_safety_net_and_failure_analyzer():
+    plan = "- [ ] Subgoal 1"
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "5.0s",
+            "summary": "Repaired click search",
+            "action_taken": [{"action": "click", "target_text": "Search"}],
+            "last_execution_result": {"status": "success"},
+            "interleaved_events": [
+                {"type": "thought", "content": "Let's click search."},
+                # Safety net failure
+                {
+                    "type": "tool_call",
+                    "name": "safety_net_validation",
+                    "args": {"target": "Search"},
+                    "result": [
+                        False,
+                        "TARGET_DISAPPEARED",
+                        "Target button is not visible",
+                    ],
+                },
+                # Failure Analyzer intervention
+                {
+                    "type": "failure_analyzer_thought",
+                    "content": ("The search button is covered by keyboard, need to go BACK first."),
+                },
+                {
+                    "type": "tool_call",
+                    "name": "_exec_press_key",
+                    "args": {"key": "BACK", "state": "<State>"},
+                    "result": ["Pressed key BACK", "<Bytes>", "/path/to/shot.jpg"],
+                },
+                {
+                    "type": "failure_analyzer_thought",
+                    "content": "Keyboard is closed, now re-executing search tap.",
+                },
+                {
+                    "type": "tool_call",
+                    "name": "_exec_click",
+                    "args": {"target": [500, 600]},
+                    "result": ["Tapped search button successfully", "<Bytes>"],
+                },
+                {
+                    "type": "tool_call",
+                    "name": "report_failure_analysis",
+                    "args": {
+                        "status": "fixed",
+                        "analysis": "Closed keyboard and tapped search.",
+                    },
+                    "result": "Success",
+                },
+            ],
+        }
+    ]
+    output = build_plan_and_history(
+        plan, steps, "default", last_n_detailed=1, chronological_last_step=True
+    )
+
+    assert "- **Step 1 (Most Recent Step, Start: 5.0s)**" in output
+    assert "* [Operator Decision Loop]:" in output
+    assert "    - Let's click search." in output
+    assert (
+        "* [Planned Action]: Tapped 'Search' at None (Intercepted by"
+        " Pre-Execution Safety Net)" in output
+    )
+    assert "* [Pre-Execution Safety Net]:" in output
+    assert "- [Safety Net Check]: (Action not executed: Target button is not visible)" in output
+    assert "* [Failure Analyzer Recovery Loop]:" in output
+    assert "    - [Tool Call]: Pressed key 'BACK'" in output
+    assert "    - [Tool Call]: Tapped element at [500, 600]" in output
+
+
+def test_build_plan_and_history_repaired_result():
+    plan = "- [ ] Subgoal 1"
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "2.5s",
+            "summary": "Tapped button with repair",
+            "action_taken": [{"action": "click"}],
+            "last_execution_result": {
+                "execution": [
+                    {
+                        "action": "click",
+                        "attempts": ["pre-validation failed"],
+                        "repair": ("Tapped center to wake controls and then tapped target"),
+                    }
+                ],
+                "status": "success",
+                "repair_status": "fixed",
+            },
+        }
+    ]
+    output = build_plan_and_history(plan, steps, "default", last_n_detailed=1)
+    assert "  * [Validator Execution Result]: Action executed." not in output
+    assert "  * [Result]: Repaired: Tapped center to wake controls and then tapped target" in output
+
+
+def test_get_recent_subgoal_hashes_robust_milestone_exclusion(tmp_path):
+    # Scenario:
+    # 1. Milestone 1 is completed (hash_completed_1).
+    # 2. We had a failed attempt 'hash_failed_old' during Milestone 1.
+    # 3. Milestone 2 is completed (hash_completed_2).
+    # 4. We are now working on Milestone C (hash_active_c).
+    # 5. Milestone C had two previous failed renamed versions: Failed Attempt A and Failed Attempt B.
+    # 6. subgoal_hash_chain.json maps: A -> B -> C.
+
+    base_dir = tmp_path
+    notes_dir = base_dir / "notes"
+    notes_dir.mkdir(parents=True, exist_ok=True)
+    chain_path = notes_dir / "subgoal_hash_chain.json"
+
+    hash_completed_1 = hashlib.md5(b"Completed Milestone 1").hexdigest()
+    hash_completed_2 = hashlib.md5(b"Completed Milestone 2").hexdigest()
+    hash_active_c = hashlib.md5(b"Active Milestone C").hexdigest()
+
+    hash_failed_old = hashlib.md5(b"Failed Attempt Old").hexdigest()
+    hash_failed_a = hashlib.md5(b"Failed Attempt A").hexdigest()
+    hash_failed_b = hashlib.md5(b"Failed Attempt B").hexdigest()
+
+    # Write the hash chain representing: A -> B -> C
+    import json
+
+    chain_data = {hash_failed_a: hash_failed_b, hash_failed_b: hash_active_c}
+    chain_path.write_text(json.dumps(chain_data), encoding="utf-8")
+
+    steps = [
+        # Steps from Completed Milestone 1
+        {"step_id": "s1", "extra_metadata": {"subgoal_hash": hash_completed_1}},
+        # Old failed attempt during Milestone 1
+        {"step_id": "s2", "extra_metadata": {"subgoal_hash": hash_failed_old}},
+        # Steps from Completed Milestone 2 (Most recent completed milestone)
+        {"step_id": "s3", "extra_metadata": {"subgoal_hash": hash_completed_2}},
+        {"step_id": "s4", "extra_metadata": {"subgoal_hash": hash_completed_2}},
+        # Steps from Failed Attempt A (Part of the active task slot's past renames)
+        {"step_id": "s5", "extra_metadata": {"subgoal_hash": hash_failed_a}},
+        {"step_id": "s6", "extra_metadata": {"subgoal_hash": hash_failed_a}},
+        # Steps from Failed Attempt B (Part of the active task slot's past renames)
+        {"step_id": "s7", "extra_metadata": {"subgoal_hash": hash_failed_b}},
+        {"step_id": "s8", "extra_metadata": {"subgoal_hash": hash_failed_b}},
+        # Steps from Active Milestone C
+        {"step_id": "s9", "extra_metadata": {"subgoal_hash": hash_active_c}},
+    ]
+
+    # Test raw transitive alias resolver
+    from artemis.utils.task_tree import get_all_subgoal_aliases
+
+    aliases = get_all_subgoal_aliases(hash_active_c, base_dir)
+    assert aliases == {hash_active_c, hash_failed_b, hash_failed_a}
+
+    keep_hashes = get_recent_subgoal_hashes(steps, hash_active_c, base_dir)
+
+    # Should keep:
+    # 1. The current active subgoal (hash_active_c)
+    assert hash_active_c in keep_hashes
+
+    # 2. The failed/renamed subgoals during active slot (hash_failed_b, hash_failed_a) - resolved transitively via chain
+    assert hash_failed_b in keep_hashes
+    assert hash_failed_a in keep_hashes
+
+    # 3. The single most recent completed subgoal (hash_completed_2) for continuity context
+    assert hash_completed_2 in keep_hashes
+
+    # Should prune:
+    # 4. Older completed subgoals (hash_completed_1)
+    assert hash_completed_1 not in keep_hashes
+
+    # 5. Older failed subgoals from previously completed milestones (hash_failed_old)
+    assert hash_failed_old not in keep_hashes
+
+
+def test_build_plan_and_history_for_failure_analyzer():
+    plan_with_subgoals = """- [/] Goal 1
+    - [x] Subtask 1.1
+    - [/] Subtask 1.2"""
+
+    steps = [
+        {
+            "step_id": "step_1",
+            "step_number": 1,
+            "relative_time": "12.3s",
+            "summary": "Tapped full screen",
+            "action_taken": [{"action": "click", "target_text": "Fullscreen"}],
+            "operator_raw_thinking": "Let's tap it",
+            "operator_native_thinking": "Thinking to tap",
+            "last_execution_result": {"status": "failed"},
+            "interleaved_events": [
+                {"type": "thought", "content": "I should find fullscreen icon."},
+                {
+                    "type": "tool_call",
+                    "name": "safety_net_validation",
+                    "args": {"target": "Fullscreen"},
+                    "result": [
+                        False,
+                        "TARGET_DISAPPEARED",
+                        "Target button is not visible",
+                    ],
+                },
+            ],
+        }
+    ]
+
+    # Test with subgoals and for_failure_analyzer=True
+    output_analyzer_with_plan = build_plan_and_history(
+        plan_with_subgoals,
+        steps,
+        "default",
+        last_n_detailed=1,
+        for_failure_analyzer=True,
+    )
+    assert "--- Task Plan ---" in output_analyzer_with_plan
+    assert (
+        "*(Note: Provided for context only. Do not execute the remaining"
+        " plan.)*" in output_analyzer_with_plan
+    )
+    assert "--- Execution History ---" in output_analyzer_with_plan
+    assert (
+        "- **Step 1 (Most Recent Step (Failed to execute, this is the step you"
+        " need to focus on and repair), Start: 12.3s)**" in output_analyzer_with_plan
+    )
+    assert "[Operator Decision Loop]" in output_analyzer_with_plan
+    assert "I should find fullscreen icon." in output_analyzer_with_plan
+    assert (
+        "* [Planned Action]: Tapped 'Fullscreen' at None (Intercepted by"
+        " Pre-Execution Safety Net)" in output_analyzer_with_plan
+    )
+
+    # Test with empty plan and for_failure_analyzer=True (should completely omit plan block)
+    output_analyzer_empty_plan = build_plan_and_history(
+        "", steps, "default", last_n_detailed=1, for_failure_analyzer=True
+    )
+    assert "--- Task Plan ---" not in output_analyzer_empty_plan
+    assert (
+        "*(Note: Provided for context only. Do not execute the remaining"
+        " plan.)*" not in output_analyzer_empty_plan
+    )
+    assert "--- Execution History ---" in output_analyzer_empty_plan
diff --git a/tests/unit/utils/test_ui_filter.py b/tests/unit/utils/test_ui_filter.py
new file mode 100644
index 0000000..f762838
--- /dev/null
+++ b/tests/unit/utils/test_ui_filter.py
@@ -0,0 +1,349 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from artemis.utils.ui_filter import (
+    _clip_bounds,
+    _is_semantic_empty,
+    filter_node,
+    filter_ui_hierarchy,
+)
+
+
+def test_is_semantic_empty():
+    # Interactive or textual nodes are NOT empty
+    assert not _is_semantic_empty({"text": "Hello"})
+    assert not _is_semantic_empty({"content-desc": "Button"})
+    assert not _is_semantic_empty({"clickable": True})
+    assert not _is_semantic_empty({"clickable": "true"})
+    assert not _is_semantic_empty({"focusable": True})
+    assert not _is_semantic_empty({"className": "android.widget.ImageView"})
+
+    # Empty containers ARE semantic empty
+    assert _is_semantic_empty(
+        {
+            "text": "",
+            "clickable": False,
+            "className": "android.widget.FrameLayout",
+        }
+    )
+    assert _is_semantic_empty({})
+
+
+def test_clip_bounds():
+    node = {"bounds": "[10,-10][1200,100]"}
+    bounds = {"left": 10, "top": -10, "right": 1200, "bottom": 100}
+    ancestor_bounds = {"left": 0, "top": 0, "right": 1080, "bottom": 2400}
+    clipped = _clip_bounds(node, bounds, ancestor_bounds)
+
+    assert clipped["left"] == 10
+    assert clipped["top"] == 0
+    assert clipped["right"] == 1080
+    assert clipped["bottom"] == 100
+    assert node["bounds"] == "[10,0][1080,100]"
+    assert "is_clipped" not in node
+
+
+def test_clip_bounds_fully_clipped():
+    node = {"bounds": "[1200,2500][1300,2600]"}
+    bounds = {"left": 1200, "top": 2500, "right": 1300, "bottom": 2600}
+    ancestor_bounds = {"left": 0, "top": 0, "right": 1080, "bottom": 2400}
+    clipped = _clip_bounds(node, bounds, ancestor_bounds)
+
+    assert clipped["left"] == 1080
+    assert clipped["top"] == 2400
+    assert clipped["right"] == 1080
+    assert clipped["bottom"] == 2400
+    assert node["is_clipped"] is True
+    assert node["bounds"] == "[1080,2400][1080,2400]"
+
+
+def test_semantic_hoisting():
+    hierarchy = [
+        {
+            "bounds": "[0,0][100,100]",
+            "text": "",
+            "clickable": False,
+            "children": [
+                {
+                    "bounds": "[10,10][90,90]",
+                    "text": "Child Button",
+                    "clickable": True,
+                }
+            ],
+        }
+    ]
+
+    # Mode: hoist
+    res_hoist = filter_ui_hierarchy(hierarchy, semantic_pruning="hoist")
+    assert len(res_hoist) == 1
+    assert res_hoist[0]["text"] == "Child Button"
+
+    # Mode: safe
+    res_safe = filter_ui_hierarchy(hierarchy, semantic_pruning="safe")
+    assert len(res_safe) == 1
+    assert res_safe[0]["text"] == ""
+    assert len(res_safe[0]["children"]) == 1
+
+
+def test_dynamic_min_size():
+    # Short side is 1000. 0.5% of 1000 is 5px.
+    # Element size is 4x4 -> filtered out.
+    node = {"bounds": "[0,0][4,4]", "text": "Tiny", "clickable": True}
+    res = filter_node(node, 1000, 2000, min_element_size=2, use_dynamic_min_size=True)
+    assert res is None
+
+    # Element size is 6x6 -> kept.
+    node = {"bounds": "[0,0][6,6]", "text": "Good", "clickable": True}
+    res = filter_node(node, 1000, 2000, min_element_size=2, use_dynamic_min_size=True)
+    assert res is not None
+
+
+def test_ancestor_bounds_propagation():
+    hierarchy = {
+        "bounds": "[0,0][100,100]",
+        "text": "Parent",
+        "clickable": True,
+        "children": [{"bounds": "[50,50][150,150]", "text": "Child", "clickable": True}],
+    }
+
+    # The child is at [50,50][150,150], but parent is [0,0][100,100].
+    # So child should be clipped to [50,50][100,100].
+    res = filter_node(hierarchy, 1000, 1000, clip_bounds=True)
+    assert res is not None
+    assert res["children"][0]["bounds"] == "[50,50][100,100]"
+
+
+def test_sibling_merging():
+    hierarchy = {
+        "clickable": True,
+        "bounds": "[0,0][200,200]",
+        "children": [
+            {
+                "className": "android.widget.ImageView",
+                "bounds": "[10,10][50,50]",
+                "clickable": False,
+                "focusable": False,
+            },
+            {
+                "className": "android.widget.TextView",
+                "text": "Settings",
+                "bounds": "[60,10][150,50]",
+                "clickable": False,
+                "focusable": False,
+            },
+        ],
+    }
+
+    # The parent is clickable, has 1 text child and 1 image child without text.
+    # They should be merged!
+    res = filter_node(hierarchy, 1000, 1000)
+    assert res is not None
+    assert "children" in res
+    assert len(res["children"]) == 1
+    assert res["children"][0]["text"] == "Settings"
+    assert res["children"][0]["content-desc"] == "[Icon]"
+    assert res["children"][0]["bounds"] == "[10,10][150,50]"
+
+
+def test_sibling_merging_not_triggered_if_child_clickable():
+    hierarchy = {
+        "clickable": True,
+        "bounds": "[0,0][200,200]",
+        "children": [
+            {
+                "className": "android.widget.ImageView",
+                "bounds": "[10,10][50,50]",
+                "clickable": True,  # Child is clickable
+                "focusable": False,
+            },
+            {
+                "className": "android.widget.TextView",
+                "text": "Settings",
+                "bounds": "[60,10][150,50]",
+                "clickable": False,
+                "focusable": False,
+            },
+        ],
+    }
+
+    res = filter_node(hierarchy, 1000, 1000)
+    assert res is not None
+    assert "children" in res
+    assert len(res["children"]) == 2  # No merge
+
+
+def test_sibling_merging_not_triggered_if_form_control():
+    hierarchy = {
+        "clickable": True,
+        "bounds": "[0,0][200,200]",
+        "children": [
+            {
+                "className": "android.widget.CheckBox",  # Form control
+                "bounds": "[10,10][50,50]",
+                "clickable": True,  # Make it clickable so it's not pruned
+                "focusable": False,
+            },
+            {
+                "className": "android.widget.TextView",
+                "text": "Enable",
+                "bounds": "[60,10][150,50]",
+                "clickable": False,
+                "focusable": False,
+            },
+        ],
+    }
+
+    res = filter_node(hierarchy, 1000, 1000)
+    assert res is not None
+    assert "children" in res
+    assert len(res["children"]) == 2  # No merge
+
+
+def test_parent_child_redundancy():
+    # Case 1: Redundant TextView removed
+    hierarchy = {
+        "text": "Confirm",
+        "clickable": True,
+        "bounds": "[0,0][200,200]",
+        "children": [
+            {
+                "className": "android.widget.TextView",
+                "text": "Confirm",
+                "bounds": "[10,10][190,190]",
+                "clickable": False,
+                "focusable": False,
+            }
+        ],
+    }
+    res = filter_node(hierarchy, 1000, 1000)
+    assert res is not None
+    assert "children" in res
+    assert len(res["children"]) == 0  # Child removed
+
+    # Case 2: Redundant CheckBox text cleared
+    hierarchy2 = {
+        "text": "Confirm",
+        "clickable": True,
+        "bounds": "[0,0][200,200]",
+        "children": [
+            {
+                "className": "android.widget.CheckBox",
+                "text": "Confirm",
+                "bounds": "[10,10][190,190]",
+                "clickable": False,
+                "focusable": False,
+            }
+        ],
+    }
+    res2 = filter_node(hierarchy2, 1000, 1000)
+    assert res2 is not None
+    assert "children" in res2
+    assert len(res2["children"]) == 1
+    assert res2["children"][0]["text"] == ""
+
+    # Case 3: Redundant interactive node text cleared
+    hierarchy3 = {
+        "text": "Confirm",
+        "clickable": True,
+        "bounds": "[0,0][200,200]",
+        "children": [
+            {
+                "className": "android.widget.TextView",
+                "text": "Confirm",
+                "bounds": "[10,10][190,190]",
+                "clickable": True,
+                "focusable": False,
+            }
+        ],
+    }
+    res3 = filter_node(hierarchy3, 1000, 1000)
+    assert res3 is not None
+    assert "children" in res3
+    assert len(res3["children"]) == 1
+    assert res3["children"][0]["text"] == ""
+
+    # Case 4: No match
+    hierarchy4 = {
+        "text": "Confirm",
+        "clickable": True,
+        "bounds": "[0,0][200,200]",
+        "children": [
+            {
+                "className": "android.widget.TextView",
+                "text": "Cancel",
+                "bounds": "[10,10][190,190]",
+                "clickable": False,
+                "focusable": False,
+            }
+        ],
+    }
+    res4 = filter_node(hierarchy4, 1000, 1000)
+    assert res4 is not None
+    assert "children" in res4
+    assert len(res4["children"]) == 1
+    assert res4["children"][0]["text"] == "Cancel"
+
+
+def test_fixed_system_bars_clamping_and_discarding():
+    # Simulate a full-width fixed bottom navigation bar at [0, 2250][1080, 2400]
+    # and two candidates: one slightly occluded (should be safely clamped) and one mostly covered (should be discarded).
+    hierarchy = [
+        {
+            "resource-id": "com.google.android.youtube:id/bottom_navigation",
+            "bounds": "[0,2250][1080,2400]",
+            "scrollable": False,
+            "clickable": False,
+        },
+        {
+            "text": "Partially occluded video item",
+            "bounds": "[0,2100][1080,2300]",
+            "scrollable": False,
+            "clickable": True,
+        },
+        {
+            "text": "Almost entirely covered sliver item",
+            "bounds": "[0,2245][1080,2300]",
+            "scrollable": False,
+            "clickable": True,
+        },
+    ]
+
+    filtered = filter_ui_hierarchy(
+        hierarchy, screen_width=1080, screen_height=2400, min_element_size=20
+    )
+    # The bottom_navigation bar itself is kept (or filtered depending on semantics, here kept if not empty / checked).
+    # Specifically check the clamped item and discarded item:
+    texts = [el.get("text") for el in filtered]
+    assert "Partially occluded video item" in texts
+    assert "Almost entirely covered sliver item" not in texts
+
+    clamped_item = next(el for el in filtered if el.get("text") == "Partially occluded video item")
+    # Its original bottom was 2300, clamped safely to the bar's top at 2250
+    assert clamped_item["bounds"] == "[0,2100][1080,2250]"
+
+
+def test_mutual_occlusion_warning_injection():
+    from artemis.utils.visualization import format_minimal_list_with_elements
+
+    # Simulate two overlapping non-ancestor interactive items with >= 50% overlap
+    fused_xml = [
+        {"text": "Search Video Result", "bounds": "[50,1800][1000,2000]"},
+        {"text": "Create Floating Button", "bounds": "[750,1850][1000,2000]"},
+    ]
+
+    minimal_list, elements, labels = format_minimal_list_with_elements(
+        fused_xml, width=1080, height=2400
+    )
+    assert "WARNING: may overlap with [2], possible occlusion" in minimal_list
+    assert "WARNING: may overlap with [1], possible occlusion" in minimal_list
diff --git a/tests/unit/utils/test_ui_hierarchy.py b/tests/unit/utils/test_ui_hierarchy.py
new file mode 100644
index 0000000..9a8642a
--- /dev/null
+++ b/tests/unit/utils/test_ui_hierarchy.py
@@ -0,0 +1,243 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from unittest.mock import patch
+
+from artemis.utils.ui_hierarchy import (
+    ElementBounds,
+    Point,
+    find_element_by_resource_id,
+    get_bounds_for_element,
+    get_element_text,
+    is_element_focused,
+    text_input_is_empty,
+)
+
+
+def test_text_input_is_empty():
+    assert text_input_is_empty(text=None, hint_text=None)
+    assert text_input_is_empty(text="", hint_text=None)
+    assert text_input_is_empty(text="", hint_text="")
+    assert text_input_is_empty(text="text", hint_text="text")
+
+    assert not text_input_is_empty(text="text", hint_text=None)
+    assert not text_input_is_empty(text="text", hint_text="")
+
+
+def test_find_element_by_resource_id():
+    ui_hierarchy = [
+        {
+            "resourceId": "com.example:id/button1",
+            "text": "Button 1",
+            "children": [],
+        },
+        {
+            "resourceId": "com.example:id/container",
+            "children": [
+                {
+                    "resourceId": "com.example:id/nested_button",
+                    "text": "Nested Button",
+                    "children": [],
+                }
+            ],
+        },
+    ]
+
+    result = find_element_by_resource_id(ui_hierarchy, "com.example:id/button1")
+    assert result is not None
+    assert result["resourceId"] == "com.example:id/button1"
+    assert result["text"] == "Button 1"
+
+    result = find_element_by_resource_id(ui_hierarchy, "com.example:id/nested_button")
+    assert result is not None
+    assert result["resourceId"] == "com.example:id/nested_button"
+    assert result["text"] == "Nested Button"
+
+    result = find_element_by_resource_id(ui_hierarchy, "com.example:id/nonexistent")
+    assert result is None
+
+    result = find_element_by_resource_id([], "com.example:id/button1")
+    assert result is None
+
+
+def test_find_element_by_resource_id_with_index():
+    ui_hierarchy = [
+        {
+            "resourceId": "com.example:id/button",
+            "text": "Button 1",
+            "children": [],
+        },
+        {
+            "resourceId": "com.example:id/button",
+            "text": "Button 2",
+            "children": [],
+        },
+        {
+            "resourceId": "com.example:id/container",
+            "children": [
+                {
+                    "resourceId": "com.example:id/button",
+                    "text": "Button 3",
+                    "children": [],
+                }
+            ],
+        },
+    ]
+
+    result = find_element_by_resource_id(ui_hierarchy, "com.example:id/button", index=0)
+    assert result is not None
+    assert result["text"] == "Button 1"
+
+    result = find_element_by_resource_id(ui_hierarchy, "com.example:id/button", index=1)
+    assert result is not None
+    assert result["text"] == "Button 2"
+
+    result = find_element_by_resource_id(ui_hierarchy, "com.example:id/button", index=2)
+    assert result is not None
+    assert result["text"] == "Button 3"
+
+    result = find_element_by_resource_id(ui_hierarchy, "com.example:id/button", index=3)
+    assert result is None
+
+
+def test_find_element_by_resource_id_rich_hierarchy():
+    rich_hierarchy = [
+        {
+            "attributes": {"resource-id": "com.example:id/button1"},
+            "children": [],
+        },
+        {
+            "attributes": {"resource-id": "com.example:id/container"},
+            "children": [
+                {
+                    "attributes": {"resource-id": "com.example:id/nested_button"},
+                    "children": [],
+                }
+            ],
+        },
+    ]
+
+    result = find_element_by_resource_id(
+        rich_hierarchy, "com.example:id/button1", is_rich_hierarchy=True
+    )
+    assert result is not None
+    assert result["resource-id"] == "com.example:id/button1"
+
+    result = find_element_by_resource_id(
+        rich_hierarchy, "com.example:id/nested_button", is_rich_hierarchy=True
+    )
+    assert result is not None
+    assert result["resource-id"] == "com.example:id/nested_button"
+
+    result = find_element_by_resource_id(
+        rich_hierarchy, "com.example:id/nonexistent", is_rich_hierarchy=True
+    )
+    assert result is None
+
+
+def test_is_element_focused():
+    focused_element = {"focused": "true"}
+    assert is_element_focused(focused_element)
+
+    non_focused_element = {"focused": "false"}
+    assert not is_element_focused(non_focused_element)
+
+    no_focused_element = {"text": "some text"}
+    assert not is_element_focused(no_focused_element)
+
+    none_focused_element = {"focused": None}
+    assert not is_element_focused(none_focused_element)
+
+
+def test_get_element_text():
+    element = {"text": "Button Text", "hintText": "Hint Text"}
+    assert get_element_text(element) == "Button Text"
+    assert get_element_text(element, hint_text=False) == "Button Text"
+    assert get_element_text(element, hint_text=True) == "Hint Text"
+
+    element_no_text = {"hintText": "Hint Text"}
+    assert get_element_text(element_no_text) is None
+    assert get_element_text(element_no_text, hint_text=True) == "Hint Text"
+    element_no_hint = {"text": "Button Text"}
+    assert get_element_text(element_no_hint) == "Button Text"
+    assert get_element_text(element_no_hint, hint_text=True) is None
+
+    empty_element = {}
+    assert get_element_text(empty_element) is None
+    assert get_element_text(empty_element, hint_text=True) is None
+
+
+def test_get_bounds_for_element():
+    element_with_bounds = {"bounds": {"x": 10, "y": 20, "width": 100, "height": 50}}
+    bounds = get_bounds_for_element(element_with_bounds)
+    assert bounds is not None
+    assert isinstance(bounds, ElementBounds)
+    assert bounds.x == 10
+    assert bounds.y == 20
+    assert bounds.width == 100
+    assert bounds.height == 50
+
+    element_no_bounds = {"text": "Button"}
+    bounds = get_bounds_for_element(element_no_bounds)
+    assert bounds is None
+
+    # Suppress logger output for the invalid bounds test case
+    with patch("artemis.utils.ui_hierarchy.logger.error"):
+        element_invalid_bounds = {
+            "bounds": {
+                "x": "invalid",  # Should be int
+                "y": 20,
+                "width": 100,
+                "height": 50,
+            }
+        }
+        bounds = get_bounds_for_element(element_invalid_bounds)
+        assert bounds is None
+
+
+def test_element_bounds():
+    bounds = ElementBounds(x=10, y=20, width=100, height=50)
+
+    center = bounds.get_center()
+    assert isinstance(center, Point)
+    assert center.x == 60
+    assert center.y == 45
+
+    center_point = bounds.get_relative_point(0.5, 0.5)
+    assert isinstance(center_point, Point)
+    assert center_point.x == 60
+    assert center_point.y == 45
+
+    top_left = bounds.get_relative_point(0.0, 0.0)
+    assert top_left.x == 10
+    assert top_left.y == 20
+
+    bottom_right = bounds.get_relative_point(1.0, 1.0)
+    assert bottom_right.x == 110
+    assert bottom_right.y == 70
+    custom_point = bounds.get_relative_point(0.95, 0.95)
+    assert custom_point.x == 105
+    assert custom_point.y == 67
+
+
+if __name__ == "__main__":
+    test_text_input_is_empty()
+    test_find_element_by_resource_id()
+    test_find_element_by_resource_id_with_index()
+    test_find_element_by_resource_id_rich_hierarchy()
+    test_is_element_focused()
+    test_get_element_text()
+    test_get_bounds_for_element()
+    test_element_bounds()
+    print("All tests passed")
diff --git a/tests/unit/utils/test_verification.py b/tests/unit/utils/test_verification.py
new file mode 100644
index 0000000..7a5b1cf
--- /dev/null
+++ b/tests/unit/utils/test_verification.py
@@ -0,0 +1,77 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+from artemis.utils.verification import (
+    append_verification_chat,
+    get_verification_chat_path,
+    get_verification_chat_rounds,
+    read_verification_chat,
+)
+
+
+def test_get_verification_chat_path(tmp_path):
+    subgoal_hash = "test_hash"
+    expected_path = tmp_path / "notes" / f"verification_chat_{subgoal_hash}.json"
+    path = get_verification_chat_path(tmp_path, subgoal_hash)
+    assert path == expected_path
+
+
+def test_read_verification_chat_not_exists(tmp_path):
+    path = tmp_path / "non_existent.json"
+    turns = read_verification_chat(path)
+    assert turns == []
+
+
+def test_read_verification_chat_exists(tmp_path):
+    path = tmp_path / "chat.json"
+    expected_turns = [{"role": "operator", "round": 1, "content": "hello"}]
+    path.write_text(json.dumps(expected_turns), encoding="utf-8")
+    turns = read_verification_chat(path)
+    assert turns == expected_turns
+
+
+def test_get_verification_chat_rounds():
+    turns = [
+        {"role": "operator", "round": 1, "content": "op1"},
+        {"role": "checker", "round": 1, "content": "chk1"},
+        {"role": "operator", "round": 2, "content": "op2"},
+    ]
+    max_op, max_chk = get_verification_chat_rounds(turns)
+    assert max_op == 2
+    assert max_chk == 1
+
+
+def test_get_verification_chat_rounds_empty():
+    max_op, max_chk = get_verification_chat_rounds([])
+    assert max_op == 0
+    assert max_chk == 0
+
+
+def test_append_verification_chat(tmp_path):
+    path = tmp_path / "chat.json"
+
+    # Append to empty/non-existent
+    success = append_verification_chat(path, "operator", "hello", 1)
+    assert success
+    assert path.exists()
+    turns = json.loads(path.read_text(encoding="utf-8"))
+    assert turns == [{"role": "operator", "round": 1, "content": "hello"}]
+
+    # Append again
+    success = append_verification_chat(path, "checker", "hi", 2)
+    assert success
+    turns = json.loads(path.read_text(encoding="utf-8"))
+    assert len(turns) == 2
+    assert turns[1] == {"role": "checker", "round": 2, "content": "hi"}