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frontier-infra Jebadiah 9B v2.1

Frontier InfraDecision modelOpen weights

frontier-infra Jebadiah 9B v2.1 by Frontier Infra is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text. It scores 44.9 on the Jev Decision Index (rank 66).

Pricing

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

Specifications

Provider
Frontier Infra
Parameters
10B
Released
Oct 2026
Open weights
Yes
Question types
Choice (one of N options), Score (ordered rubric), Yes / no
Mechanism
Decoder LM with a decision readout
Backbone
Qwen/Qwen3.5-9B
Jev-compatible request
Yes
Runs on CPU
No
License
apache-2.0
Hugging Face
frontier-infra/jebadiah-9b-v2-1

Benchmarks

Jev Decision IndexECE 0.058
44.9

Jev Decision Index: public 47.2, ECE 0.058, Brier 0.422. Lower ECE means its probabilities can be taken at face value.

Self-reported by the publisher

The model's own claims, often on its own sets or a self-run copy of a public suite. Not independently verified and never ranked alongside measured results.

Jev Decision Index public suite (self-run)Self-reportedDecision Index public balanced skill, edition 0.3 kit (release-v3), self-run
47.2

Speed & latency

Median latency per call (Decision Index)
49 ms

Compare frontier-infra Jebadiah 9B v2.1 with…

FAQ

How much does frontier-infra Jebadiah 9B v2.1 cost?

frontier-infra Jebadiah 9B v2.1 has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can frontier-infra Jebadiah 9B v2.1 answer?

frontier-infra Jebadiah 9B v2.1 answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is frontier-infra Jebadiah 9B v2.1 well calibrated?

On the Jev Decision Index its expected calibration error (ECE) is 0.058; below about 0.05, a stated 80% confidence is right roughly 80% of the time.

Is frontier-infra Jebadiah 9B v2.1 open weight, and can it run on a CPU?

Yes, frontier-infra Jebadiah 9B v2.1 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 (Jev Decision Index, Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.