I spent 5 weeks building an open-source multi-agent orchestrator. The hard part wasn't the agents — it was the memory.
A new open-source multi-agent orchestrator called Praxia has been released, developed over five weeks by a single engineer. Praxia's key innovation is its automated system for promoting individual user knowledge into organizational memory, addressing a gap in existing frameworks like LangChain and CrewAI. It features a five-layer memory stack and a three-path promotion engine that uses frequency, outcome correlation, and LLM self-evaluation to identify and transfer valuable information. AI
IMPACT Accelerates knowledge sharing within organizations by automating the promotion of individual expertise to shared memory.