Beyond Copilot: Shipping Real Code with Autonomous Claude Code Loops

This implementation demonstrates a shift from AI as a chat assistant to an autonomous developer using the MAPE-K framework to maintain context and guardrails. By persisting shared knowledge through repo-based files, the loop overcomes the statelessness of AI sessions, providing a scalable model for automated product maintenance.