Imagine a junior associate who delivers every memo with identical confidence.
“The controlling case is Smith v. Jones,” she says, whether she has spent three hours confirming the citation or is half-remembering something from law school.
The Confidence Dashboard: Why AI Humility Beats AI Accuracy
You would not tolerate an associate with uniform confidence for very long. It makes them less useful, not more, because you cannot triage your review. Every assertion demands the same level of scrutiny. Yet this is precisely how every major large language model operates today. And the artificial intelligence industry’s proposed solution — spending billions to marginally reduce hallucinations — fundamentally misunderstands what lawyers actually need.
By
Michael William Ott
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