An LLM-controlled outer loop around the DESC solver improved finite-beta stellarator designs, boosting gate-valid configurations from 5 of 23 to 19 of 23, with median quasisymmetry error cut roughly in half.
Exponential spectral scaling: robust and efficient stellarator boundary optimisa- tion via mode-dependent scaling.Journal of Plasma Physics, 92 (1):E15, 2026
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Agentic Stage-One Stellarator Optimization: Autonomous Multi-Objective Search for Finite-Beta Equilibria
An LLM-controlled outer loop around the DESC solver improved finite-beta stellarator designs, boosting gate-valid configurations from 5 of 23 to 19 of 23, with median quasisymmetry error cut roughly in half.