Human-Agent-Society

Reef's commit stage decides whether a learned candidate ever replaces the version serving traffic

Ao Qu and collaborators open-sourced Reef on September 15th, an OpenAI-format inference server that stamps each response with a record ID, matches later feedback to that ID, and publishes a retrained artifact only if its evaluation stage accepts it.