Unofficial NoulXP package of Convai Innovations' Laya typed-decisions (Apache-2.0), fp32-o23: checked against the model's own answers, none changed. Not made by Convai Innovations.
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
laya
security-one
Fine-tuned from
convai-innovations/laya
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
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99.8%
Calibration error
—
—
Valid action rate
—
—
Median latency
126 ms
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p95 latency
2185 ms
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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 laya-typed-decisions-noulxp and security-one?
laya-typed-decisions-noulxp is from Convai Innovations and security-one from Superagent. laya-typed-decisions-noulxp 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 1K tokens for laya-typed-decisions-noulxp. laya-typed-decisions-noulxp is the smaller model, at 421M parameters to 27B.
Which is more accurate, laya-typed-decisions-noulxp or security-one?
Only security-one publishes an accuracy figure (99.8% on BIPIA binary prompt-injection detector adaptation (800 rows; Superagent's frozen evaluation, unsafe if P(unsafe) >= 0.70)); laya-typed-decisions-noulxp does not, so there is no comparison to make without your own test.
Which is cheaper, laya-typed-decisions-noulxp or security-one?
laya-typed-decisions-noulxp: 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 laya-typed-decisions-noulxp or security-one locally?
Yes, both: systemone pull convai-innovations/laya-typed-decisions-noulxp and systemone pull superagent/security-one download the weights.
Evaluation suite
Measured by System One Models on 2026-10-05: one question per request, 4 threads of a Xeon Gold 6342
