Building an AI Coding Agent That Remembers Your Codebase Across Sessions

This article addresses the fundamental limitation that AI coding agents forget codebase context between sessions. The author introduces "Shadow Engineer," a learning layer designed to retain state and enable AI agents to learn and improve continuously over time.