Reasoning Needs Verification: Math Has Lean, Coding Has CI — What About Biology?

nlarusstone · x · 2026-10-08

Holden Karnofsky frames models as "reasoning technology" that needs complementary "verification technology": math has Lean, coding has compilers/tests/CI, but biology's verification loops are intrinsically slow and expensive. nlarusstone notes heavy investment is flowing into verification despite fundamental speed limits.

Related event: AI Still Falls Short in Biology, and Verification Tech May Be the Missing Piece(3 posts)→

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