RLVR isn't just for math and code. Engineers spent decades building physics-based verifiers for electromagnetic systems. @gentrajectory is using these and Tinker to train models that design power transformers to meet specs at low cost in the real world.
RLVR trains models to design power transformers with physics-based verifiers
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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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@tinkerapi
AI is now improving its own model architectures and chips. The power infrastructure it runs on deserves the same attention. We used RL to teach a Kimi base model to design medium-power transformers. It met 93% of unseen specs, helping to compress multi-week engineering efforts into a few minutes of inference. 1/5
Source: Tinker · x.comPublished · added here