Unverified50% confidenceFactExact time
Multica 的 ReviewGate 要求 Agent 产出先进评审状态，经人类确认后才算完成，不会直接改进主干分支。
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/20/2026
First Seen
Valid until: 1/18/2027
Sources
Related Entities
Related Claims
UnverifiedThe independent review Agent sets admission thresholds through source verification or targeted execution trials to control the quality of the skill library and prevent self-confirmation bias.71% similarUnverifiedMainstream agent testing focuses only on three things: answer accuracy, format compliance, and whether tools were called, missing verification of side effects (changes to world state).71% similarUnverifiedWhat determines the credibility of a public Agent score is whether the experimental protocol was frozen before the first scoring run, not model capability.70% similarUnverifiedDo not let the judge simultaneously take on the two responsibilities of "derivation" and "verification"; assigning the derivation step to a dedicated model and letting the judge focus on comparison can significantly improve the reliability of the entire evaluation pipeline.69% similar
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