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docs: add README, requirements, and engineering problems log
README covers architecture, real benchmark results table, project structure, setup instructions, and metric definitions. PROBLEMS_FACED.md documents 15 real engineering problems encountered during development (Groq rate limits, LangGraph state serialization, Streamlit session resets, stream_mode format, etc.) with root causes and fixes.4f22cb2