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GPT-6 Astra and Opus 5.5 produce a paper on MHD equilibrium counterexamples

A researcher had Opus 5.5 make figures and calculations and GPT-6 Astra write the final paper, yielding more counterexamples that strengthen Landreman's results, checked only by adversarial LLM review and not Lean.

Przemek Chojecki | PC
@prz_chojeckiArchived 2026.10.01Originally posted 2026.09.30
GPT-6 Astra and Opus 5.5 produce a paper on MHD equilibrium counterexamples
Przemek Chojecki | PC @prz_chojeckiOriginally posted 2026.09.30
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I've run these new results through GPT-6 Astra + Opus 5.5 and got even more counterexamples in families that strengthen Landreman’s results. The automated paper is here: https://www.ulam.ai/archive/explicit_C2_mhd_equilibria.pdf Figure by Opus 5.5 (+some calculations), final write-up by GPT-6 Astra. No Lean verification, just adversial LLM check-up.

This post quotes another post: x.com/0x_impai/status/2103161612677107942

x.com/prz_chojecki/status/2105190957436096718Archived 2026.10.01 10:12