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NanoGPT-Bench — leaderboard

Autonomous coding and ML-research benchmark based on the NanoGPT speedrun, measuring how much historical human optimization progress an agent can recover.

Metric: % of Human Progress Recovered. Source: www.intology.ai. 2 models tracked.

Top models

#ModelScore
1Claude Opus 4.69.3
2GPT-5.4 (xHigh)8.6

Interactive version: theaggregate.ai/benchmark?slug=nanogpt-bench · How the rankings work · Data refreshed daily, snapshot 2026-07-22.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.