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AI IntelligenceAug 19, 2026AI Intelligence
Article

An eval harness found what qualitative review couldn't

AI models are most confident when wrong: There is a step in the development process for large language model (LLM)-assisted tooling that most teams skip because it's tedious, time-consuming, and doesn't produce results visible to end users: Verifying that what the model is saying is actually correct. Not fluent, not coherent, not topically relevant — correct in the sense of accurately identifyin...

Frontier EditorialSource: VentureBeat
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Source Brief

An eval harness found what qualitative review couldn't: AI models are most confident when wrong: There is a step in the development process for large language model (LLM)-assisted tooling that most teams skip because it's tedious, time-consuming, and doesn't produce results visible to end users: Verifying that what the model is saying is actually correct. Not fluent, not coherent, not topically relevant — correct in the sense of accurately identifyin...

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