Built an AI development system for SaaS and mobile products that transforms user requirements into structured, reusable development context. A six-stage workflow analyzes the idea, matches requirements against a segmented RAG scaffold library, selects relevant components and architecture, then routes the build through n8n and AI coding APIs. The system improves consistency and reduces wasted development context by giving coding agents the right implementation knowledge at each stage.