Each result took just 3 hours of ChatGPT Pro thinking compute, researcher says

Dr_Atoosa · x · 2026-10-07

Researcher ConstantinKogl highlights the key sentence from a GitHub repo: on average, each result used three hours of ChatGPT Pro thinking compute.

He reveals that an important result he'll publish on arXiv tomorrow with a collaborator was found in a session where the model ('Astra') thought for 6 hours total, with the main problem-solving step done in 2.5 hours. If results at this level are possible with one-shot solutions in three hours, he calls it "insanely impressive" — a striking data point on how far long-horizon reasoning compute can go in real research.

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