I spent 5 weeks building an open-source multi-agent orchestrator. The hard part wasn't the agents — it was the memory.
How I built Praxia, an Apache-2.0 multi-agent orchestrator with a 5-layer memory stack that auto-promotes individual know-how into organizational knowledge.