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malkuth-2b

dhtocksDecision modelOpen weights

malkuth-2b by dhtocks 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
dhtocks
Parameters
2B
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
empero-ai/Qwen3.8-2B-Distill
Jev-compatible request
Yes
Runs on CPU
No
License
cc-by-nc-4.0
Hugging Face
dhtocks/malkuth-2b

Benchmarks

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FAQ

How much does malkuth-2b cost?

malkuth-2b has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can malkuth-2b answer?

malkuth-2b answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is malkuth-2b well calibrated?

No calibration measurement for malkuth-2b is recorded yet.

Is malkuth-2b open weight, and can it run on a CPU?

Yes, malkuth-2b 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 (Benchmark Heaven JevBench, Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.