devwithjev
— reading now— views
Submit a build

Classifies Issues with Jev

Mike Hostetler demonstrates using Jev with ReqLLM and makes a real API call to classify an issue.

Open source
Mike Hostetler // Actors & Agents on the BEAMMike Hostetler // Actors & Agents on the BEAM@mikehostetler𝕏
Put together a quick video of using Jev with ReqLLM I cover the new `evaluate/4` method, why I went that route, and make a real API call to Jev to classify an issue https://t.co/wvSoeI07AD
Sep 17, 2026X postsView on X
The video covers the new `evaluate/4` method and why he chose that approach.

Also filed under Triage & routing

  • 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-Powered Agent Runtime for JarvisCore

    Muyukani Kizito says JarvisCore uses Jev in its agent runtime for RAG classification and ranking, model routing, subagent routing, and agent decisions.

  • Jev Benchmarks for Review Pipelines

    Niels Bantilan benchmarked Jev against a “System 2” approach for customer support, code review, and legal contract review. He reports Jev was up to x2.6 faster and at least x10 cheaper, with no loss in quality.

  • Jev-Powered O*NET Job Classifier

    Mark Jaquith uses Jev for IRS O*NET job classification across 1,016 possibilities. The query “I scoop scoops and sprinkle sprinkles” returned 35-3023.00 Fast Food and Counter Workers.