devwithjevJev-Style Choice Scoring Classifier
yukke fine-tuned Qwen3.5-0.8B with LoRA into a Jev-style decision model that scores choices. Using customized vLLM on DGX Spark, it computes candidate logits without generating text and returns multi-item classifications with probabilities.
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.