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Follow the Heads, Not the Hype: How LLMs Route Deductive Reasoning

A compliance bot does not fail only when it gives the wrong final answer. It can fail earlier, in a quieter and more expensive place: it selects the wrong premise, stops collecting evidence too soon, matches the wrong rule, and then writes a perfectly fluent explanation of a decision that was already broken three steps ago. Very elegant. Very useless. ...

May 31, 2026 · 16 min · Zelina