Unsloth Runs Open-Source Laya Decision Model Locally on 4GB RAM
The practical catch is that Laya's confidence formula differs from Jev's, so existing Jev confidence thresholds cannot be carried over — Unsloth advises writing rules on probabilities instead, such as triggering when technical probability exceeds 0.8. Teams running decision routing on constrained hardware or air-gapped environments get a drop-in local option with documented limits: 64 questions per request, 255 options per choice, and label truncation past roughly 20 described options. Named alternatives to compare against are the Jev API itself, since the migration path is designed to be nearly transparent.
