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When AI Learns the Trick First: Why Insight Beats Brute Force in Theorem Proving

The trick usually comes before the proof. That is not how most AI demos are staged, of course. The demo asks a model a difficult question, the model produces a long answer, and everyone pretends length is evidence of thought. Mathematics is less polite. A proof can be long, fluent, and wrong. It can also be short because the solver noticed the one move that makes the rest almost mechanical. ...

April 22, 2026 · 16 min · Zelina
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Strings Attached: When AI Starts Solving Physics

Mistakes are cheap now. That is both the promise and the problem of modern AI research. A large language model can produce a plausible derivation, a plausible proof, a plausible business plan, and a plausible explanation of why the previous three are brilliant. This is useful, until one remembers that “plausible” is the favorite costume of “wrong.” ...

March 8, 2026 · 14 min · Zelina