Small open typed-decision model with calibrated probabilities, first-class Nepali coverage.
StartLux's decision family in five sizes, 0.8B to 27B. All questions in a request are answered in one forward pass, with a probability for every option, through a TypeSafe /v1/systemone-compatible server that records CUDA graphs for short requests.
Decides
choice, score, noul, classify, route
choice, score, noul
Architecture
mira
startlux-decision
Fine-tuned from
jhu-clsp/mmbert-small
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License
apache-2.0
cc-by-nc-4.0
Availability
Open weights
Open weights
Hosted by
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Input price
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Decision accuracy
74.5%
88.3%
Calibration error
0.025
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Valid action rate
100.0%
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Median latency
30 ms
26 ms
p95 latency
43 ms
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Evaluation suite
s1-decision-bench
JevBench public set (231 items; 204 correct), maker's run
Latest version
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.
Questions
What is the difference between mira and startlux-decision?
mira is from SAGEA and startlux-decision from StartLux. Both have open weights you can download and run. Both answer choice, score and noul questions. Only mira answers classify and route. mira is licensed apache-2.0; startlux-decision, cc-by-nc-4.0.
Which is more accurate, mira or startlux-decision?
They report on different suites — mira 74.5% on s1-decision-bench, startlux-decision 88.3% on JevBench public set (231 items; 204 correct), maker's run — so the numbers do not rank them. Test both on your own labelled examples.
Which is cheaper, mira or startlux-decision?
mira: Free (open weights). startlux-decision: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Which is faster, mira or startlux-decision?
By their publishers’ figures, startlux-decision answers in about 26 ms at the median and mira in about 30 ms — measured on different hardware, so treat it as a rough guide.
Can I run mira or startlux-decision locally?
Yes, both: systemone pull sagea/mira and systemone pull startlux/startlux-decision download the weights.
