A developer shares that their voice agent waited seconds per turn running Qwen3 on a 4090; using Jev for choice/true-false/score decisions routes each turn in ~100ms and only fires the GPU when reasoning is truly needed.
Our voice agent runs Qwen3 on a 4090. Every turn waits seconds. Jev can't talk. It only decides: choice, true/false, score. Now Jev routes each turn in ~100ms. The GPU only fires when reasoning is truly needed. We spent months making inference faster. The fix: infer less.
LLM holds memory/context, uses agent-desktop to take snapshots and sends them to Jev, which selects the right element to act on for faster Computer Use, with Cursor enabled and headless support.
Riley Brown shares that TypeSafe AI's Jev classified 500 emails in seconds for just 3.5 cents, highlighting its fast and low-cost email classification.
A comprehensive explainer video introducing Jev, an AI that doesn't write text but determines which department to route inquiries to and how urgent they are.
