Is AI Reasoning Right for the Wrong Reasons? Quanta Magazine Explores

rao2z · x · 2026-08-03

Quanta Magazine published an in-depth article exploring what Large Reasoning Models (LRMs) are actually doing when we say they are "reasoning." Although an OpenAI model recently solved a famous open mathematical research problem in one shot, the scientific interpretation of AI's internal mechanisms remains highly unsettled.

Previously, a team of researchers from Apple prominently critiqued AI's chain of thought as an "Illusion of Thinking" subject to "complete accuracy collapse" under surprisingly simple conditions. However, as models continue to bag gold medals at top-tier competitions like the International Mathematical Olympiad, this skepticism is being challenged. The article examines this "intellectual whiplash" and questions whether our intuitions have led us to misjudge AI's true reasoning capabilities.

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