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VERA demonstrates that co-evolving both model weights and testing
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Banger paper from NVIDIA. One exciting trend I am seeing is building verifiable environments for your agents and training the harness alongside the model. Co-evolving the harness and the model is a big part of owning the intelligence stack. And many frontier AI companies have started doing that. This paper shows how this works: VERA turns benchmark trajectories into more than 9,000 restartable sandboxes with rubric scoring, and keeps only environments that run and can be scored from…
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