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Operator ยท reliability lab

One question. Every model. A DEB judges.

Same prompt to each. We time them and check whether any cited link actually resolves (a 404 = a fabricated source). Then a DEB ranks them โ€” told to stay fair, not home-favoring.

Yes, we often use more tokens โ€” because we reason it through and get it right the first time. A cheap wrong answer costs you far more: you act on bad info, or re-ask and re-check it a dozen times before you catch it. Right-once is the real savings.

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IAMRI โ€” Reasoning Intelligence for Everyone