French medical decision models by Bofeng Huang: pass a patient message or clinical note, a question and candidate answers, and get one probability per answer from a single forward pass. Choice, score and noul. A research model, not a medical device.
Superagent's 27B security decision model. It scores 2 to 16 supplied options in one forward pass and returns a probability for each, for triaging prompt injection, agent tool calls, code changes, logs and alerts. Apache-2.0 weights (gated, auto-approved) plus a hosted API.
Decides
choice, score, noul
choice, score, noul, classify, route
Architecture
docto-decision
security-one
Fine-tuned from
qwen/qwen3.5-4b
denis-pplx/autojev-27b
License
apache-2.0
apache-2.0
Availability
Open weights
Open weights + hosted API
Hosted by
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Superagent
Input price
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Decision accuracy
88.9%
99.8%
Calibration error
0.079
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Valid action rate
—
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Median latency
47 ms
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p95 latency
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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 docto-decision and security-one?
docto-decision is from Bofeng Huang and security-one from Superagent. docto-decision has open weights you can download and run; security-one has open weights and a hosted API. Both answer choice, score and noul questions. Only security-one answers classify and route. docto-decision is the smaller model, at 4.7B parameters to 27B.
Which is more accurate, docto-decision or security-one?
They report on different suites — docto-decision 88.9% on Docto Decision Bench fr v0.1 (12 tasks, mostly silver labels; the maker's own benchmark), security-one 99.8% on BIPIA binary prompt-injection detector adaptation (800 rows; Superagent's frozen evaluation, unsafe if P(unsafe) >= 0.70) — so the numbers do not rank them. Test both on your own labelled examples.
Which is cheaper, docto-decision or security-one?
docto-decision: Free (open weights). security-one: Hosted, price not published, or free to self-host. Open weights cost nothing per call beyond your own hardware.
Can I run docto-decision or security-one locally?
Yes, both: systemone pull bofeng-huang/docto-decision and systemone pull superagent/security-one download the weights.
Evaluation suite
Docto Decision Bench fr v0.1 (12 tasks, mostly silver labels; the maker's own benchmark)
