Breaking the Loop: 5-Step Agent Iteration Guardrails
Guardrails to prevent autonomous agents from repeating the same actions indefinitely.
Steps
- Set a strict max_iterations limit (default: 5).
- Compare the current planned tool call against the previous three actions and trigger a path-change step if identical.
- If a loop is detected, require a fundamentally different approach instead of retrying the same tool.
- Define a hard-fail threshold that forces a stop and requests human feedback.
- Reset short-term tool reasoning cache while preserving the core objective.