The latest articles on DEV Community by Pavel Ravvich (@pravvich). https://dev.to/pravvich https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4145248%2Fb60b247d-a5a1-4e0b-982f-adcdaf613578.png https://dev.to/pravvich en Pavel Ravvich Sun, 27 Sep 2026 08:34:27 +0000 https://dev.to/pravvich/typesafes-jev-independent-benchmark-against-llms-with-code-3deh https://dev.to/pravvich/typesafes-jev-independent-benchmark-against-llms-with-code-3deh <p>I built an independent benchmark to test TypeSafe's Jev model against GPT-4, Claude, and Gemini on classification tasks.</p> <p>Jev is a different kind of model — instead of generating text, it outputs probabilities for given answer choices. This makes it particularly interesting for:</p> <ul> <li>Intent routing in AI agents</li> <li>Guardrails and safety checks</li> <li>Low-latency classification pipelines</li> </ul> <p>The benchmark covers spam detection, sentiment analysis, and topic classification tasks with full reproducible code.</p> <p>Read the full article + code on Medium:<br> <a href="https://medium.com/@pravvich/typesafes-jev-beyond-the-hype-an-independent-benchmark-8bdc1c99d000GitHub" rel="noopener noreferrer">https://medium.com/@pravvich/typesafes-jev-beyond-the-hype-an-independent-benchmark-8bdc1c99d000GitHub</a> repo:<br> <a href="https://github.com/PavelRavvich/jev-bench" rel="noopener noreferrer">https://github.com/PavelRavvich/jev-bench</a></p> <p>Connect with me on LinkedIn:<br> <a href="https://www.linkedin.com/in/pavel-ravvich/" rel="noopener noreferrer">https://www.linkedin.com/in/pavel-ravvich/</a></p> machinelearning ai llm jev