APUS-Reflex-9B
APUS-Reflex-9B by apus-ailab 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
- apus-ailab
- Parameters
- 9B
- 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
- Qwen/Qwen3.5-9B
- Jev-compatible request
- Yes
- Runs on CPU
- No
- License
- apache-2.0
- Hugging Face
- apus-ailab/APUS-Reflex-9B
Benchmarks
Compare APUS-Reflex-9B with…
FAQ
How much does APUS-Reflex-9B cost?
APUS-Reflex-9B has no hosted price listed; its weights are open, so the cost is the compute you run it on.
What questions can APUS-Reflex-9B answer?
APUS-Reflex-9B answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.
Is APUS-Reflex-9B well calibrated?
No calibration measurement for APUS-Reflex-9B is recorded yet.
Is APUS-Reflex-9B open weight, and can it run on a CPU?
Yes, APUS-Reflex-9B 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.