---
license: apache-2.0
library_name: transformers
base_model: convaiinnovations/laya
tags:
- laya
- enterprise-reflex
- enterprise-reflux-laya
- system-one
- rlcd
- dynamic-actions
- calibrated-decisions
---

# Enterprise Reflux Laya

A Laya checkpoint specialised on Enterprise Reflex dynamic action-selection data.

## Base

`convaiinnovations/laya`

This experiment preserves Laya's published decision architecture and its RLCD + soft-cross-entropy fine-tuning recipe.

## Data

- `yasserrmd/enterprise-reflex-dataset`
- `yasserrmd/enterprise-reflex-v1-hard-dataset`

Original pair rows are reconstructed into dynamic Laya `choice` questions. Multi-positive groups are represented as probability distributions.

## Frozen extreme-200

| Metric | Result |
|---|---:|
| Top-1 | 54.00% |
| Top-2 | 75.00% |
| Top-3 | 87.00% |
| System-1 coverage | 7.00% |
| System-1 accuracy | 100.00% |
| Unsafe observed System-1 failures | 0 |

Validation-selected autonomous threshold: `0.990`

Choice temperature fitted on a held-out calibration subset: `3.509195`

## Important

This is a research decision model, not an authorization or policy engine. Deterministic permissions, preconditions, risk controls, and required human approvals remain external.