Eight one-line laws that judge whether an inorganic crystal structure is physicochemically plausible and name the mechanism that fails when it is not. Discovered by autonomous agents that proposed, tested and refuted two million candidates, and cheap enough to screen a generator's output before any DFT.
python dft crystal-structure materials-science autonomous-agents generative-models interpretable-machine-learning pymatgen scientific-discovery materials-discovery synthesizability crystal-structure-prediction ai-for-science bond-valence structure-validation crystal-chemistry paulings-rules
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Updated
Sep 2, 2026 - Python