A 144M-parameter System One model on the multilingual mmBERT-small encoder. Takes a state, a question and 2 to 20 options and returns one decision with probabilities for choice, score and yes/no questions, on a CPU.
Standard Thinking's decision model. Ministral 3 8B with a merged LoRA, served through stock SGLang and an open jev-adapter that exposes /v1/systemone and scores the supplied options in one forward pass with per-type temperatures.
Decides
choice, score, noul, classify, route
choice, score, noul, classify, route
Architecture
julia
standard-one
Fine-tuned from
jhu-clsp/mmbert-small
mistralai/ministral-3-8b-instruct-2512-bf16
License
apache-2.0
apache-2.0
Availability
Open weights
Open weights + hosted API
Hosted by
—
Standard Thinking
Input price
—
—
Decision accuracy
73.2%
71.1%
Calibration error
—
—
Valid action rate
—
—
Median latency
—
25.8 ms
p95 latency
—
41.9 ms
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 julia-1 and standard-one?
julia-1 is from Supersonic Labs and standard-one from Standard Thinking. julia-1 has open weights you can download and run; standard-one has open weights and a hosted API. Both answer choice, score, noul, classify and route questions. julia-1 is the smaller model, at 144M parameters to 8.0B.
Which is more accurate, julia-1 or standard-one?
They report on different suites — julia-1 73.2% on typed-decisions test set (400 cases, 2,000 questions), standard-one 71.1% on typed-decisions suite, 400 cases / 2,000 decisions (maker's served run, v2) — so the numbers do not rank them. Test both on your own labelled examples.
Which is cheaper, julia-1 or standard-one?
julia-1: Free (open weights). standard-one: Hosted, price not published, or free to self-host. Open weights cost nothing per call beyond your own hardware.
Can I run julia-1 or standard-one locally?
Yes, both: systemone pull supersonic-labs/julia-1 and systemone pull standard-thinking/standard-one download the weights.
Evaluation suite
typed-decisions test set (400 cases, 2,000 questions)
