Unverified50% confidenceSolutionExact time
The output contract mechanism validates whether outputs meet minimum deliverable standards through programmatic checkpoints, transforming the definition of completion from a vague semantic judgment into an executable boolean check.
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Long-term
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9/9/2026
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Unverified在可验证计算框架中，计算执行方完成运算后生成简洁的证明，验证方可用远低于重新计算的成本确认结果正确性78% similarUnverifiedPerforming deterministic validation on tool-call payloads (precisely checking parameters such as date, timezone, account, and duration) is preferable to having another LLM judge whether the result is reasonable, because deterministic validation has a zero false-positive rate.74% similarUnverifiedThe validator focuses on whether the result satisfies mechanically verifiable constraints and makes a binary, objective judgment; the evaluator focuses on whether the output quality meets the goal and makes a subjective judgment at the semantic level.73% similarUnverified基于规则/启发式的检查是最轻量的评估方式，快速低成本可实时运行，但只能捕捉表层问题71% similar
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