Self-Evolving Agentic Memory: Compiling Knowledge Instead of Retrieving It
Most agents forget everything between sessions. This is the opposite: a self-evolving memory built with Claude Code and a Karpathy-style architecture — why standard RAG fails agents, how a compile-time knowledge graph beats query-time retrieval, and the loop that makes knowledge compound.