Refs #8932: harden design chat extraction#9074
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Summary\n- add a 30-phrase design-chat extraction corpus with a >=95% reliability gate across core sidebar fields\n- handle common owner/visibility phrasings like owned by, under org, open source, and internal\n- update one-turn revision handling for UI/database choices and keep ambiguous UI requests as clarifying questions\n- refresh generated architecture docs expected by the quality gate\n\n## Tests\n- uv run pytest tests/test_onboarding_design_ai.py -q\n- uv run pytest tests/test_onboarding_api.py tests/test_onboarding_design_ai.py -q\n- uv run ruff format src/onboarding/design_ai.py tests/test_onboarding_design_ai.py\n- uv run ruff check src/onboarding/design_ai.py tests/test_onboarding_design_ai.py\n- make quality