feat: enable full AI automation and safe startup updates

tests/unit/admin_console/test_model_settings.py

@@ -22,6 +22,8 @@ def isolated_settings(monkeypatch, tmp_path):
         "OPENAI_BASE_URL",
         "OPENAI_TIMEOUT_SECONDS",
         "OPENAI_MAX_RETRIES",
+        "OPENAI_RETRY_INTERVAL_SECONDS",
+        "OPENAI_REASONING_EFFORT",
         "ARTEMIS_VIDEO_ENABLED",
         "ARTEMIS_OUTPUTTER_ENABLED",
         "ARTEMIS_STEP_SUMMARIZER_ENABLED",
@@ -85,7 +87,7 @@ def test_capabilities_persist_and_apply_to_new_tasks(isolated_settings):
     assert config.pro.video_analyzer.enabled is False
     assert config.outputter.enabled is False
     assert config.flash.step_summarizer.enabled is False
-    service.save_capability_settings(service.CapabilitySettings())
+    service.save_capability_settings(service.CapabilitySettings(video_enabled=True))
     assert load_agent_config().video_analyzer.enabled is True
 
 
@@ -106,3 +108,34 @@ def test_key_not_in_validation_errors(isolated_settings):
             service.ModelSettingsUpdate(model="test", api_key="secret\nvalue")
         )
     assert "secret" not in str(exc.value)
+
+
+def test_reasoning_retry_settings_roundtrip(isolated_settings):
+    result = service.save_model_settings(service.ModelSettingsUpdate(model="gpt-5.6-luna"))
+    assert result["timeout_seconds"] == 300
+    assert result["max_retries"] == 5
+    assert result["retry_interval_seconds"] == 10
+    assert result["reasoning_effort"] == "high"
+    saved = Settings(_env_file=isolated_settings)
+    assert saved.OPENAI_REASONING_EFFORT == "high"
+    assert parse_llm_config().operator.reasoning_effort == "high"
+    service.save_model_settings(
+        service.ModelSettingsUpdate(model="custom", reasoning_effort="default")
+    )
+    assert parse_llm_config().operator.reasoning_effort == "default"
+
+
+def test_responses_payload_has_reasoning_and_no_sdk_retry(monkeypatch):
+    from artemis.llm.router import ModelEndpoint, ModelFactory
+    from unittest.mock import Mock
+
+    factory = Mock()
+    monkeypatch.setattr("langchain_openai.ChatOpenAI", factory)
+    ModelFactory.create_model(
+        ModelEndpoint(api_key="test-only", reasoning_effort="high", max_retries=5)
+    )
+    assert factory.call_args.kwargs["reasoning_effort"] == "high"
+    assert factory.call_args.kwargs["max_retries"] == 0
+    assert factory.call_args.kwargs["use_responses_api"] is True
+    ModelFactory.create_model(ModelEndpoint(api_key="test-only", reasoning_effort="default"))
+    assert "reasoning_effort" not in factory.call_args.kwargs