CogniCore is an open-source runtime that helps AI agents learn from experience without changing the model. It adds persistent memory, replay, reflection, and failure-aware retrieval so agents can avoid repeating mistakes and improve over time. Benchmarks showed performance improving from 38% to 95% with memory enabled. Now includes MCP support for Claude Desktop, Cursor, and other AI tools. Our mission is simple: help agents stop making the same mistake twice.