jev-lite

vagmiDecision modelOpen weights

jev-lite by vagmi is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text.

Pricing

No hosted price is listed. The weights are open: the cost is your own compute.

Specifications

Provider: vagmi
Parameters: —
Released: Sep 2026
Open weights: Yes
Question types: Choice (one of N options), Score (ordered rubric), Yes / no
Mechanism: Decoder LM with a decision readout
Backbone: google/gemma-4-E4B-it
Jev-compatible request: Yes
Runs on CPU: —
License: gemma
Hugging Face: vagmi/jev-lite

Compare jev-lite with…

jev-lite vs amos-1-large—/1M in jev-lite vs amos-1-medium—/1M in jev-lite vs Celeris-1 Decision$0.04/1M in jev-lite vs ScaleDown Classify-1$0.04/1M in jev-lite vs Cloudflare clef—/1M in jev-lite vs Cloudflare clef-flash—/1M in

FAQ

How much does jev-lite cost?

jev-lite has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can jev-lite answer?

jev-lite answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is jev-lite well calibrated?

No calibration measurement for jev-lite is recorded yet.

Is jev-lite open weight, and can it run on a CPU?

Yes, jev-lite has open weights.

Data as of 2026-10-14. Source: Metatext decision-model catalogue, 2026-10-14 (Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.