Experience Engine: AI Memory That Shrinks As Your Agent Learns

Every AI coding session, my agent made the same mistakes. DbContext as singleton - state corruption, 15 minutes debugging. Again. ILogger instead of IMLog - lost tenant context. Wrong project reference path - build fails. I had 500 memory notes. My agent was still a junior with a bigger notebook. So I built something different. The Problem With AI Memory Every AI memory tool - Mem0, Letta, Zep - s facts. sessions = entries = tokens = cost. They're giving your agent a bigger notebook. But here's the thing: a notebook doesn't make you experienced.