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It closes one loop: observe every run end to end, identify where agents fail, write a policy that stops it, and enforce it live in realtime, so the bad action never runs and the agent gets steered to what to do instead.
Observe every run: See every prompt, tool call, and result from every agent, traced live and replayable step by step.
Identify where agents fail: Failures cluster into named modes like loops, hallucinated calls, and drift, surfacing patterns without manual digging.
Ship a policy that stops it: Use drop-in, one-line, local-only policies. Choose from 39 built-in policies or write your own. Example: on loop_detected → deny, break + summarize, restart
Enforced live, across every harness: The policy fires in realtime, preventing bad actions and steering the agent.
Works with all your agents, including Claude Code, OpenAI Codex, Cursor, Copilot, Gemini CLI, picode, opencode, and more. A drop-in, local-only CLI with 39 built-in policies.
Key Features:
Monitoring of every prompt, tool call, and result.
Automated failure clustering into modes like loops, hallucinations, and drift.
Real-time policy enforcement to prevent undesirable actions.
Compatibility with a wide range of AI agent frameworks and tools.
Free to use with the command: npm i -g failproofai
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