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HEAD TO HEAD
Bespoke Labs: bespoke-nimble-9b and SAGEA: mira, compared on what they decide, where they run, what they cost and what their publishers report.
| Property | bespoke-labs/bespoke-nimble-9b | sagea/mira |
|---|---|---|
| Summary | An open Jev-style LoRA on Qwen3.5-9B from Bespoke Labs, trained on 2,676 contrastively curated examples to score the allowed answer tokens directly for enums, booleans and rubric levels. Recipe, data and a public benchmark suite are released with it. | Small open typed-decision model with calibrated probabilities, first-class Nepali coverage. |
| Decides | choice, noul, score, classify, route | choice, score, noul, classify, route |
| Architecture | nimble | mira |
| Fine-tuned from | qwen/qwen3.5-9b | jhu-clsp/mmbert-small |
| License | apache-2.0 | apache-2.0 |
| Availability | Open weights + hosted API | Open weights |
| Hosted by | Bespoke Labs | — |
| Input price | — | — |
| Decision accuracy | 90.1% | 61.3% |
| Calibration error | 0.054 | 0.083 |
| Valid action rate | — | 100.0% |
| Median latency | 106 ms | 30 ms |
| p95 latency | — | 43 ms |
| Evaluation suite | Bespoke held-out set (324 examples) | s1-decision-bench |
| Latest version | 2026.09 | 0.1.5 |
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.
bespoke-nimble-9b is from Bespoke Labs and mira from SAGEA. bespoke-nimble-9b has open weights and a hosted API; mira has open weights you can download and run. Both answer choice, noul, score, classify and route questions.
They report on different suites — bespoke-nimble-9b 90.1% on Bespoke held-out set (324 examples), mira 61.3% on s1-decision-bench — so the numbers do not rank them. Test both on your own labelled examples.
bespoke-nimble-9b: Hosted, price not published, or free to self-host. mira: Free (open weights). Open weights cost nothing per call beyond your own hardware.
By their publishers’ figures, mira answers in about 30 ms at the median and bespoke-nimble-9b in about 106 ms — measured on different hardware, so treat it as a rough guide.
Yes, both: systemone pull bespoke-labs/bespoke-nimble-9b and systemone pull sagea/mira download the weights.
| Variants | SHA256SUMS | — |
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| Size of latest version | 184.3 MB | 568.8 MB |
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| Files | 10 | 12 |
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| Downloads | 0 | 107 |
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| Stars | 0 | 1 |
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| Tags | system-one, qwen, lora, curated-data, 9b | routing, nepali, nepal, calibration, cpu |
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| Updated | Oct 3, 2026 | Oct 3, 2026 |
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