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DeepMind finds new counterexamples to Grad's conjecture in plasma physics

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Google DeepMind says researchers found new 3D magnetic field designs that disprove Grad's conjecture, a roughly 60-year-old assumption in plasma physics. The work used Gemini 4 Argon and is described in a new paper with researchers at the University of Maryland.

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Researchers discovered novel 3D magnetic field designs with Argon that further disprove a 60-year-old assumption in plasma physics known as Grad's conjecture. ↓
https://x.com/opalissan/status/2110044463276097963

Opal Issan@opalissan
We’ve found 2 new families of counterexamples to the long-standing (nearly 60-year-old) Grad’s conjecture in plasma physics using Gemini 4 Argon in our new paper, with Jonathan Citrin, Brendan Tracey, Matt Landreman at the University of Maryland: https://arxiv.org/abs/2610.07304!
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