Chess has simple transitions, math doesn't: why CoT beats AlphaProof-style search

akbirthko · x · 2026-10-16

Comparing search regimes, akbirthko notes chess has a simple transition function where you can run alpha-beta pruning. Math is the opposite: highly semantic transitions in a far larger, more complex state space — which is why CoT does better than AlphaProof-style search, and these systems are now solving grand conjectures.

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