Clowder AI provides infrastructure for composing multiple AI agents into collaborative teams rather than operating single agents in isolation. It emphasizes structured coordination mechanisms called ‘hard rails’ to bound agent behavior, alongside ‘soft power’ approaches for influence and alignment. The framework appears designed for developers who want to deploy agentic systems with explicit team dynamics and mission-level coherence.