Building a Codebase Classifier with Jev
A developer shares building a codebase classifier with Jev, suggesting it may solve overengineered code from agents, and asks what to test next.
Local 421M Model Laya Beats Cloud Jev on Speed
Laya is an open-source System 1 decision model that runs locally with 421M params, ~1GB inference memory, 86.5 decisions/sec, P50 ~9ms, score 46; compared to Jev's 3.2 decisions/sec, 317ms API round-trip, score 1.
🚨 A LOCAL 421M MODEL JUST ATE CLOUD JEV ON SPEED Laya is an open-source System 1 decision model that runs on your machine. Laya: 86.5 decisions/sec, P50 ~9ms, score 46 Jev: 3.2 decisions/sec, 317ms API round-trip, score 1 Ships with: — 421M params — ~1GB inference memory
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