Machine-learning potential for silver sulfide: From CHGNet pretraining to DFT-refined phase stability

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The simultaneous constraints of code quality requirements via AGENTS.md, speed requirements with a quantifiable target objective, and an output accuracy/quality requirement, all do succeed at finding meaningful speedups consistently (atleast 2x-3x)