Jev Debate: Engineers Forget Encoder-Only Classifiers Have Existed for Years
brandon_galang · x · 2026-09-17
Reacting to the new tool Jev, @alexisgallagher notes the most interesting part is the reaction: many people don't realize encoder-only classifiers have long existed—fine-tuning ModernBERT already gave fast, cheap structured output; Jev may be better and training-free, but the category isn't new. Brandon Galang counters that what matters is time-to-value: gathering thousands of labeled examples is slow and costly, so dropping a classifier onto any decision fork in a workflow speeds delivery and derisks whole projects.
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