Why Claude Managed Agents Fail in Production - And How to Fix It

Straight Answer Claude Managed Agents execute multi-step tasks - tool calls, data retrieval, synthesis - but without external controls, they fail silently. No checkpoint, no validation, no recovery. The value is not in the agent's reasoning. It is in the system you build around it: input validation, persistent state, output verification, structured error handling. These constraints make it production-grade. The agent alone does not. What's Actually Going On Claude Managed Agents are orchestrated