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Add app_settings migration, settings UI, and OpenAI-compatible httpx LLM client with mocked tests. Preserve API keys on blank form submissions, require a fresh key when base_url changes, and keep AI search settings untouched for step 3. Update docs/design LLM integration and step 3 AI search notes, including prompt contract and extra-hints planning.