Unverified50% confidenceDecision RuleExact time
Comparing the merits of different interventions based on pass@1 alone may be misleading; a comprehensive judgment should combine performance under multiple attempt budgets.
1
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50%
Confidence
Long-term
Relevance
10/21/2026
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Related Claims
UnverifiedUncertain changes should be tested on a small portion of budget or traffic before full rollout; gradual deployment can protect cash flow if assumptions prove wrong.68% similarVerifiedIn multi-step agent scenarios, a parameter error in an early step may only manifest as an erroneous outcome many steps later, and the cost of remediation is often far greater than the cost of prevention.67% similarUnverifiedWhen the attempt budget increases (e.g., pass@10, pass@100), the pass@k curves of stronger interventions such as model scaling or increased inference compute may overtake framework optimization.67% similarUnverified在并行代理场景下，单个代理的失误会产生级联影响，因此要求模型具备更强的指令遵循能力和更低的错误率67% similar
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