A family of open System One models by Mark Marosi that softmax option-letter logits at an answer slot: decider-0.8b, 2b, 4b and 35b-a3b on Qwen3.5 bases, decider-12b on Gemma-4-12B-it, and training-free readouts of larger chat models. This page carries decider-2b v11.
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, classify, route
choice, score, noul, classify, route
Architecture
decider
security-one
Fine-tuned from
qwen/qwen3.5-2b-base
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
75.2%
99.8%
Calibration error
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Valid action rate
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Median latency
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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 decider and security-one?
decider is from Mapika and security-one from Superagent. decider has open weights you can download and run; security-one has open weights and a hosted API. Both answer choice, score, noul, classify and route questions. security-one reads up to 256K tokens of state, against 32K tokens for decider. decider is the smaller model, at 1.9B parameters to 27B.
Which is more accurate, decider or security-one?
They report on different suites — decider 75.2% on Decider regression set, 28 held-out tasks (decider-2b v11), 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, decider or security-one?
decider: 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 decider or security-one locally?
Yes, both: systemone pull mapika/decider and systemone pull superagent/security-one download the weights.
