Unverified50% confidenceFactExact time
Without re-planning capability, an agent easily retries repeatedly at the same point of failure, forming an ineffective loop.
1
Sources
50%
Confidence
Long-term
Relevance
10/29/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedVague task descriptions, lack of clear acceptance criteria, undefined scope of modifications, and failure to decompose sub-steps can cause agents to fall into repeated exploratory loops.77% similarUnverifiedBlind retries can cause real business incidents such as duplicate charges and duplicate orders, making idempotency and state persistence difficult problems for production-environment agent workflows.77% similarUnverifiedWhen sub-agent output quality degrades and the orchestrator lacks effective anomaly detection logic, the system falls into a repeated review-failure loop and consumes API quota.76% similarUnverifiedOverly persistent constraints not only cause infinite loops but also deprive the agent of the ability to adjust its strategy based on intermediate results, leaving it unable to escape when it encounters an abnormal return, a tool error, or a need to clarify with the user.75% similarUnverifiedLong-running agents do not fail at the starting point but instead undergo chronic degradation over time in the form of latency drift, memory growth, and retrieval decay.75% similar
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