permanent-magnets

Discovery pipeline for magnetic materials: unified dataset, multitask crystal GNN screening, GNoME candidate ranking, and DFT validation of rare-earth-free permanent-magnet candidates.

Physics-grounded screen of DeepMind GNoME (554,054 structures) for permanent- and soft-magnet candidates, with noncollinear spin-orbit DFT anisotropy validation

Computational screen of 139,894 ML-discovered DFT-relaxed crystals for rare-earth-free permanent magnets. Independently rediscovers a-Fe16N2 as the top-ranked candidate.

Reproduces every figure of the paper 'Beyond Stoner-Wohlfarth: machine-learning models and symbolic regression of hard-magnet properties' from committed data — one script per figure

Build it. Break it. Beat it. Public evidence for the ARLO-S1 AI-assisted engineering challenge.