The Homelab that just kept growing(part 2 of 2 ) :: The Team Grew. So Did the Architecture.

The Team Grew. So Did the Architecture. Three layers, five agents, and the strange experience of watching the industry ship what I built in my spare time. Where Part One Left Off In Part One I talked about Deborah — the hardware, the 16GB GPU constraint, and why the memory problem drove me to build ai_memory , a MySQL + Neo4j brain that lets multiple AI agents share context across sessions. That post ended with a working system: Kimi CLI and Claude Code pulling shared rationale out of a database