Interpretability debate: Nick Cammarata says most neurons are legible, Liv Gorton pushes back

sethlazar · x · 2026-10-16

Former OpenAI mechanistic interpretability researcher Nick Cammarata argues interpretability may be the most important scientific problem today. Once pessimistic after early work found only 2% of neurons legible, he now reports that with modern agentic tools the vast majority of neurons — up to trillion-parameter models — are legible.

Liv Gorton, while respectful, argues the argument mischaracterizes what superposition predicts and details the issues; Seth Lazar amplified the rebuttal. A substantive debate on the state of interpretability and its implications for alignment.

Related event: Anthropic's liv Gorton rebuts "neurons are underrated" paper, defends superposition hypothesis(10 posts)→

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