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DuplexJev-32B-Vision

adventists-aiDecision modelOpen weights

DuplexJev-32B-Vision by adventists-ai 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
adventists-ai
Parameters
33B
Released
Oct 2026
Open weights
Yes
Question types
—
Mechanism
Decoder LM with a decision readout
Backbone
adventists-ai/DuplexJev-32B-Para
Jev-compatible request
No
Runs on CPU
No
License
cc-by-nc-4.0
Hugging Face
adventists-ai/DuplexJev-32B-Vision

Compare DuplexJev-32B-Vision with…

DuplexJev-32B-Vision vs amos-1-large—/1M inDuplexJev-32B-Vision vs amos-1-medium—/1M inDuplexJev-32B-Vision vs Celeris-1 Decision$0.04/1M inDuplexJev-32B-Vision vs ScaleDown Classify-1$0.04/1M inDuplexJev-32B-Vision vs Cloudflare clef—/1M inDuplexJev-32B-Vision vs Cloudflare clef-flash—/1M in

FAQ

How much does DuplexJev-32B-Vision cost?

DuplexJev-32B-Vision has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can DuplexJev-32B-Vision answer?

DuplexJev-32B-Vision answers typed questions about a piece of text, returning a probability for each allowed answer.

Is DuplexJev-32B-Vision well calibrated?

No calibration measurement for DuplexJev-32B-Vision is recorded yet.

Is DuplexJev-32B-Vision open weight, and can it run on a CPU?

Yes, DuplexJev-32B-Vision has open weights. It needs a GPU to run at useful speed.

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.