Multi-agent AI development system architecture diagram showing orchestrator managing specialized agents with MCP server providing centralized engineering standards

The 2,000-Line Prompt Problem: Building an AI Development Operating System

How a monolithic prompt file evolved into a production AI Development Operating System. Real architecture for multi-agent software development: MCP standards, orchestration patterns, and the phases that actually matter.

February 15, 2026 ยท Uttam Jaiswal