Most agents are "state blind". I built an orchestration layer with a synthetic visual tree to give agents actual Episodic Memory (LanceDB + Postgres). (opens in new tab)

I’ve been building Atom ( a self-hosted orchestration platform in Python/FastAPI. (Full disclosure upfront: I designed the state machines and memory architecture, but I heavily used Cursor, Aider, and Claude Code to accelerate the boilerplate and test coverage. I use API providers for the LLM reasoning, but the memory, embeddings, and orchestration are entirely local.) I love lightweight runtimes (like OpenClaw) for simple scripts, but they break on real business workflows (like processing in...