« the era of (auto) research »

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the nanogpt speedrun is a great setup to test autonomous research: fixed model, one number to beat,

and a human record that keeps moving. we pointed coding agents at it on idle compute and let them

iterate for days, thousands of runs with minimal human intervention, until they beat the human

baseline. in this talk we go through how they did it, how codex and claude code behave very

differently as researchers, and why speedrun are one of the best environments we've found for

studying autonomous research agents

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