Open-weights decision model

jqv

Ask for private hosting, call it as an API, run it locally, or get it pre-installed.

JevBench open weights #55 Text Licence: Apache-2.0 (Qwen3-32B weights); serving… Source ↗

Dedicated hosting · on request

Hosting jqv needs the author’s OK

Best for steady traffic and privacy.

Weights are not on Hugging Face as a ready checkpoint — request it and we package it. Tell us what you want to do and we look into it for you. We reply within one business day.

Not self-serve yet

We’ll email you once. Nothing else.

Hosted API

Best for trying it or low volume.

On request

Want jqv as pay-per-token? Tell us. We add models based on demand.

We’ll email you once when it’s live. Nothing else.

Run locally

Best for testing offline.

One installer checks your machine (or a cloud/SSH GPU node), downloads jqv and starts a local Jev-compatible (typed answers with probabilities) endpoint. Plan for about 77 GB of GPU memory.

Get the installer The installer is free for individuals and small companies. The model’s licence still applies (Apache-2.0 (Qwen3-32B weights); serving…).

Pre-installed hardware

Best for data that must stay on site.

Ship jqv on a box you own. Tell us your setup and we quote within one business day.

Ask for a quote We reply within one business day.

Model facts

Model
jqv
Author
hjmurmur (Octalab)
Size
32B parameters · about 77 GB GPU memory to serve (BF16)
Base
Qwen3-32B
Source
https://github.com/Octalab-Inc/jqv
Licence
Apache-2.0 (Qwen3-32B weights); serving…
JevBench
#55 on the open-weights board · capability 61.9 · details

Benchmark data from Benchmark Heaven. Model names belong to their authors; we host the published weights.

Dedicated hosting — good to know

What exactly do I get?

A private, OpenAI-compatible endpoint that serves only jqv on GPUs reserved for you, with API keys you control, a live status page, request counts and spend. The model is pinned to an exact published revision.

How is it billed?

From your prepaid Decision Models balance, in blocks: one hour at a time for “always on”, 15 minutes at a time while warm for “scale to zero”. VAT is applied when you top up. The next block is charged just before the current one ends. When your balance can’t cover the next block, the endpoint stops — you are never billed beyond your balance. Optional daily and monthly caps.

What does “scale to zero” mean?

After a quiet period (15 minutes by default) we stop the GPU. The next request wakes it; until it is ready the endpoint answers 503 with a Retry-After header. A cold start takes a few minutes: a fresh GPU host loads the server and the weights (the estimate for your choice is shown above). Great for batch jobs and prototypes; pick “always on” for live traffic.

EU or Global?

EU — hosting in EU, built for GDPR, aligned with the EU AI Act. Runs on GPUs of an EU provider in EU data centres. Global — lowest price. GPUs from independent and data-centre providers worldwide. Choose EU for personal or regulated data.

Do you store my prompts?

No. Requests pass straight through to your model server; we keep only counts (requests, tokens, errors) for your dashboard. Your prompts are processed on the GPU that runs your endpoint — on Global that GPU belongs to an independent or data-centre provider, so choose EU for personal or regulated data.