Unverified50% confidenceFactExact time
A single user action in an LLM application can fan out into multiple calls, including validation-failure retries, timeout retries, and re-attempts after an Agent tool call, totaling eight or even more.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe industry calls the pattern of having the Agent itself run checks, read the output, and retry on failure the self-verification loop.69% similarUnverifiedThe developer uses a retry loop of at most 3 attempts, feeding error information back to the model for regeneration upon validation failure.69% similarUnverifiedProduction-grade Agents require format validation of LLM outputs (such as enforcing JSON Schema), as well as timeouts and exponential backoff retries for external tool calls.68% similarUnverifiedAgent可靠性验证方法论包括：每个任务重复运行10次以上、以程序化方式检查最终状态、对每次工具调用按schema校验、统计高负载下被截断的调用数量66% similarUnverifiedWhen testing user experience, streaming output is typically preferred to be enabled to avoid users mistakenly thinking the program has frozen; when testing functional completeness, it may be necessary to wait for the full output before performing validation.66% similar
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