SelfJev

What it does

SelfJev is an open 4B decisions model you host yourself. Ask typed questions about any text (yes/no, pick one, pick any, score) and get calibrated probabilities. Jev-compatible: point TypeSafe's SDK at your server with two env vars. Fine-tune it on your data.

A self-hosted 4B decision model. Typed answers, shared-prefix inference, and an open record of every experiment.

Turn context into decisions. A small AI model that reads once, answers many, and runs on infrastructure you control. “I was charged twice for my subscription. Please refund the duplicate payment.” Accuracy on our project’s test questions, not a guarantee for every use case. What did we test? ↗ A real run on one NVIDIA L40S: deploy, six answers from one read of the text, Jev’s API, clear errors, and two fine-tuning jobs over HTTP. 14 of 14 checks passed. Route a request. Check an agent’s work. Apply a policy. SelfJev turns your text, images, and questions into structured decisions with probabilities—without waiting for a generated response. Yes/no, pick one, rate a result, or select all that…from selfjev.dev

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