Human-Agent-Society has published Reef, open-source infrastructure that links agent inference, interaction feedback, learning and versioned delivery. For developers, the immediate consequence is that one system can manage updates to model weights or to an agent harness—including its prompts, rules and skills—rather than leaving learning and deployment as separate pipelines ( Reef repository ). One loop, two update surfaces Reef divides a learning cycle into four stages. Serve h...