Research Notes

Sep 22, 2026·9 min read

Jev and System One Models: Calibration Beats Accuracy

An ML engineer's read on TypeSafe AI's Jev: what a non-autoregressive System One model changes for production classifiers, where it fits, and how I plan to test it.

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