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Everyone wants their agent to "know when it's unsure." Most ship a vibe — a model asked to grade its own confidence, which is exactly the judgment you couldn't trust in the first place. Here's the honest version we run instead. Two tiers, no
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Give a model full discretion over when to escalate, and cost pressure quietly teaches it to escalate less. Not maliciously — the same way a rushed human talks themselves out of the extra check. The safety behavior you designed slowly stops running, and nothing
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Most "autonomous" agents have a hidden bug in their safety story: the decision about whether to ask a stronger model for review is made by a stronger model. The necessity check costs as much as the thing it gates. So under any cost or
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There is a quiet contradiction inside most "autonomous" agents. We tell them to act on their own judgment, and in the same breath we tell them to ask for review when something is risky. But asking for review is itself a judgment call —
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