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HEAD TO HEAD
Nokia: anyjev and onepass: caliber-flex-1b, compared on what they decide, where they run, what they cost and what their publishers report.
| Property | nokia/anyjev | onepass/caliber-flex-1b |
|---|---|---|
| Summary | A training-free layer that turns an open LLM into a decision model. It reads typed choice, yes/no and score answers from one prefill, removes option-order bias with no labels and, from a few hundred labels, calibrates or fits a closed-form head. Weights stay untouched. | Caliber Flex 1B by OnePass. Decision-only model, exactly 1,000,000,000 parameters. |
| Decides | choice, score, noul, classify, route | choice, noul, score |
| Architecture | anyjev | llm |
| Fine-tuned from | qwen/qwen3-8b | qwen/qwen3.5-0.8b-base |
| License | apache-2.0 | caliber-flex-non-commercial-1.0 |
| Availability | Open weights | Open weights |
| Hosted by | — | — |
| Input price | — | — |
| Decision accuracy | 77.1% | — |
| Calibration error | 0.034 | — |
| Valid action rate | — | — |
| Median latency | — | — |
| p95 latency | — | — |
| Evaluation suite | LocalLLaMA/typed-decisions (2,000 held-out decisions), L2 with 300 labels per question | — |
| Latest version | 0.2.0 | 0.3.0 |
| Variants | — | LICENSE, Modelfile, merged |
| Size of latest version | — | 2.6 GB |
| Files | 0 | 12 |
| Downloads | 0 | 68 |
| Stars | 1 | 0 |
| Tags | system-one, qwen, training-free, calibrated, vllm, 8b | decision-model, calibrated, qwen3_5, timesfm-distilled, onepass, gguf |
| Updated | Oct 25, 2026 | Oct 29, 2026 |
Figures are from each model’s manifest; accuracy and latency are what the publishers report, on their own suites and hardware. Add a third model.
anyjev is from Nokia and caliber-flex-1b from onepass. Both have open weights you can download and run. Both answer choice, score and noul questions. Only anyjev answers classify and route. anyjev is licensed apache-2.0; caliber-flex-1b, other.
Only anyjev publishes an accuracy figure (77.1% on LocalLLaMA/typed-decisions (2,000 held-out decisions), L2 with 300 labels per question); caliber-flex-1b does not, so there is no comparison to make without your own test.
anyjev: Free (open weights). caliber-flex-1b: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Yes, both: systemone pull nokia/anyjev and systemone pull onepass/caliber-flex-1b download the weights.