devwithjev
reading now views
Submit a build

Categorizes Articles on Bredbox

Nicholas C. Zakas used Jev to categorize articles on Bredbox, comparing it with Gemma 4. He reported the same results, 127x faster and at 1/10th the cost.

View on X cost1/10th the costtime127x faster
Nicholas C. ZakasNicholas C. Zakas@slicknet𝕏
I was using Gemma 4 to categorize articles on Bredbox. Just tested using Jev: same results, 127x faster, 1/10th the cost. 🤯
Sep 21, 2026X postsView on X

Also filed under Triage & routing

  • How to Build Things with Jev & OpenJevs

    How to Build Things with Jev & OpenJevs In this video, we build a model router using both the API-based original Jev and also using Semif. ‍ Github: code will be up in ...

  • Jev is HERE. How to use it

    Jev is HERE. How to use it In this episode, I talk with Ryan Vogel about Jev, a new type of AI built for classification. Ryan shows how Jev takes an input plus ...

  • Jev-Shaped Classification Wrapper

    jevper is a Jev-shaped classification wrapper over OpenAI-compatible clients that returns probabilities and confidence.

  • Local Jev Protocol Multi-Upstream Router

    jev-switch is a local multi-upstream router for the Jev protocol with a Rust backend and React interface.