A developer built a knowledge graph extension for Pi, a coding-agent harness, to help LLMs remember project facts across sessions when working on a wedding invitation website. Rather than repeatedly exploring the codebase or asking clarifying questions, the system stores entities, claims, and evidence so the AI can efficiently answer questions about project architecture and decisions without consuming excessive tokens.