Laya typed-decisions: NoulXP package (unofficial)
Unofficial. This is a NoulXP package of Laya typed-decisions by Convai Innovations, made by System One Models and published here, in Convai Innovations' organization, on its behalf. Convai Innovations did not make or review it. The original, its card and its own code: convaiinnovations/laya, revision 7b928d828b7b. The original on System One Models: convai-innovations/laya.
If you made this model: this repository is in your organization here; claim it at https://systemonemodels.ai/convai-innovations to run it yourself, or write to [email protected] and we will correct this package or take it down, the same day.
Laya typed-decisions is Convai's Laya checkpoint fine-tuned on the typed-decisions training split: ModernBERT-large with Laya's decision head, 1,024 tokens. A NoulXP package runs it on any NoulXP runtime (noulxp run, noulxp serve, the System One Engine) with no model-specific code: nothing in it executes.
Lineage
answerdotai/ModernBERT-large (Answer.AI, Apache-2.0) → Laya typed-decisions (Convai Innovations, Apache-2.0) → this package (CPU and GPU).
What we changed
- Format: ONNX graph, opset 23 (attention as ONNX's fused Attention operator), with the NoulXP files that describe the input, calibration and answers.
- Precision: none: float32, the published weights byte for byte.
- Nothing else. The input construction, calibration and answers are the model's own.
noulxp/conformance.jsonlholds what the model's own code answers to NoulXP's 52 requests (recorded on its published weights in float32, on a CPU), and this package reproduces it.
Our measurements (2026-10-05; the CPU test split 2026-10-07)
Measured by System One Models, not by the maker. Fidelity is measured against the model's own answers: NoulXP's 52-request conformance set and the typed-decisions test split (LocalLLaMA/typed-decisions, 400 requests, 2,000 questions).