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gpt-6POST

Researcher says Astra solved hard problem in a single 6-hour thinking run

The author says a paper result to be published with a collaborator came from Astra thinking continuously for 6 hours, with the core breakthrough step taking 2.5 hours, and notes that one-shot results at this level in three hours would already be impressive.

Constantin Kogler
@ConstantinKoglArchived 26 days agoOriginally posted 2026.10.07
Constantin Kogler @ConstantinKoglOriginally posted 2026.10.07
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The most important sentence of the GitHub repository: "On average, each result used three hours of ChatGPT Pro thinking compute with that model." The important result on that list I will publish with my collaborator on arxiv tomorrow was found in a session where Astra thought 6 hours in total and probably used my local context. The main problem solving step was done in 2.5 hours. If results on this level are possible with one-shot solutions in three hours, that is insanely impressive.

x.com/constantinkogl/status/2107627001859203256Archived 2026.10.08 10:03