A diagnosis system trained on zero real fault recordings — only on a physics simulator calibrated to a motor's nameplate — is evaluated blind on real fault data from independent public datasets, reports calibrated uncertainty, catches its own errors by simulation-based verification, and runs its heavy workload (massively parallel simulation + LLM serving) on a single AMD MI300X.
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