Model Calibration

Seth Kimmel introduces jev-align, an open-source CLI that uses GEPA to align Jev with a user’s decision criteria. The useful distinction is between a general model’s capabilities and the specific examples that define acceptable decisions for a particular application.

This bookmark points to Laya, an open-weight classifier presented as a locally runnable alternative to Jev. It is a useful candidate to evaluate when classification needs to stay inside your own infrastructure; the post is an introduction, not a comparative benchmark.