Unverified50% confidenceFactExact time
A Verification Signal is the feedback source for measuring the correctness of an agent's output; in coding scenarios, compilers, unit tests, and type checkers provide machine-readable deterministic signals, whereas open-ended tasks such as document writing and requirements organization lack automated criteria, so the agent cannot close the loop and optimize without human intervention.
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10/14/2026
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Related Claims
UnverifiedA verifier is a standalone judgment program that accepts model-generated code and test results, and outputs a deterministic reward score.75% similarUnverifiedMissions的验证器不仅验证代码的lint、类型检查和测试，还验证端到端的行为73% similarUnverifiedThe deterministic verifier is responsible for evaluating attributes that can be parsed from code and rendering, such as element alignment, size matching, and correct content presentation; such rewards are verifiable and reproducible.72% similarUnverifiedDetectors can determine the source of comments by analyzing the semantic consistency between comments and code.72% similarUnverifiedThe feedback loop requires the agent to automatically validate its own output at the end of each phase (such as running unit tests, checking for type errors, and verifying build success), and these automated validation mechanisms constitute the safety net of AFK mode.72% similar
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