LLMs

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.

• LLMs
• Production ML
• AI for SE
• Research Notes