Many Minds Make Light Work: Boosting LLM Physics Reasoning via Agentic Verification
TL;DR for operators A familiar enterprise AI failure looks like this: the model gives a confident answer, the formatting is exquisite, the explanation sounds like a gifted teaching assistant, and one equation quietly takes the project into a ditch. Physics is an unusually good place to study that failure because being clear is not enough. The system must interpret the situation, select the right principle, keep the units straight, calculate correctly, and not hallucinate a helpful-but-illegal assumption because the prompt looked lonely. ...