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This skill serves as a comprehensive blueprint for modern full-stack development, offering a structured approach to architecture, file organization, and implementation patterns. It provides specific guidance for Next.js 15, FastAPI backend services, and Supabase integration, while including production-ready patterns for structured AI tool calling and deployment to Google Cloud Run. By establishing clear testing requirements and coding standards, it ensures consistency and high code quality across the entire development lifecycle.