How AI Agent Loop Detection Works: Preventing Infinite Executions

Discover how PromptImageLab detects and breaks infinite tool call loops in autonomous AI agents using execution graphs, state signature hashing, and call frequency thresholds.

Autonomous agents frequently get stuck in infinite execution loops — repeatedly invoking the exact same tool with minor parameter variations when encountering an unhandled error or ambiguous environment state.