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RLVR trains models to design power transformers with physics-based verifiers

Original titleRLVR isn't just for math and code. Engineers spent decades building physics-based verifiers for electromagnetic systems. @gentrajectory i...

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Tinker says engineers are using physics-based verifiers and Tinker to train models that design power transformers meeting specifications at low cost. Background from @gentrajectory says an RL-trained Kimi base model met 93% of unseen transformer specs, compressing multi-week engineering work into minutes of inference.

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