Agent Infinite Loop: Agentic Panic Trying to Bypass Approvals
Agent gets stuck in an infinite loop (Agentic Panic) trying to bypass execution approvals for basic API / Env Var tasksWhat this error means
When running a local agent in heartbeat mode, the agent needs to read injected environment variables (like PAPERCLIP_API_URL, PAPERCLIP_API_KEY) and make basic HTTP requests to the Paperclip API. However, the local sandbox/security system blocks these actions by default, requiring interactive user approval. Because the agent is running autonomously (and the user isn't there to press y for every step), the agent interprets the 'requires approval' prompt as a hard technical failure. It then panics and starts hallucinating increasingly bizarre workarounds to bypass the sandbox, eventually failing the heartbeat entirely.
Why this happens
The agent needs basic environment access to function (reading API keys, making HTTP calls), but the sandbox treats these as dangerous operations requiring user approval. In autonomous mode, there's no user to approve, so the agent fails, retries with different approaches, fails again, and enters a panic spiral.
Common causes
- •Running agent in heartbeat mode without interactive approval
- •Agent tries to read PAPERCLIP_API_URL or PAPERCLIP_API_KEY env vars
- •Sandbox blocks basic bash commands like printenv, echo, curl
- •Agent misinterprets approval prompts as technical failures
You'll see these symptoms
- →Agent stuck in infinite loop trying different approaches
- →Errors: 'This command requires approval' repeatedly
- →Agent tries Python scripts as workaround for blocked bash
- →Heartbeat fails entirely after panic spiral
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