Unverified50% confidenceOpinionExact time
The goal of Agent evaluation is not 100% accuracy, but to bring conclusions and operation results close to 100%, and quantifiable approach targets should be set, such as a key-fact accuracy rate reaching a certain threshold.
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50%
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Long-term
Relevance
10/15/2026
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Related Claims
UnverifiedThe primary goal of evaluation is accuracy, not performance.73% similarUnverifiedWhen evaluating a metric, ask: if a number is optimized to an extreme value, does the real goal improve in tandem? If the answer is no, then it is at best a vanity metric, and using it to drive an agent will inevitably lead to goal drift.72% similarUnverifiedAgentic benchmarks use end-to-end task completion rate rather than single-step accuracy as the core metric.72% similarUnverifiedWhen an Agent determines that tools are no longer needed, it is essentially judging that the existing information is sufficient to complete the task; if the output at this point is unsatisfactory, it can be resolved by switching to a more capable model.72% similarUnverifiedWhat truly tests an agent is often not single-point operational precision, but strategic judgment under conditions of incomplete information and time pressure.71% similar
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