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02Deployment checklists and environment variable management for Google Cloud Run and Vercel.
03Integrated structured output patterns for Claude AI tool calling and Pydantic models.
04Comprehensive testing requirements for both pytest (backend) and React Testing Library (frontend).
05Pre-defined API response formats and frontend fetch patterns for type-safe communication.
06Standardized architecture mapping for Next.js 15, FastAPI, and Supabase stacks.