Anthropic internal models may beat human record on nanogpt, researcher says

eliebakouch · x · 2026-11-15

Anthropic-affiliated researcher eliebakouch says his nanogpt experiment results depend heavily on environment definition: most gains come from hyperparameter tuning that actually incentivizes the model in the right direction. He notes newer models like Opus 5.5 already beat the human record in his setup, with a blog post planned.

He guesses current internal Anthropic models (or non-nerfed versions) would do even better, but doubts labs will release proper benchmarks for this soon.

Related event: Researcher says nanoGPT speedrun gains largely come from environment definition(2 posts)→

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