Repository profile

NandhaKishorM / laya

Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.

  • calibration
  • classification
  • decision-model
  • huggingface
  • jev
  • modernbert
  • multilingual
  • nlp
  • python
  • pytorch
  • routing
  • typed-decisions
  • zero-shot

Repository overview

Public GitHub metrics and OpenPulse observations
GitHub stars33,414
Public forks3,002
Growth · 24h+138 stars
Growth · 7dBuilding history
Growth · 30dBuilding history

Star activity

Last 7 days
16 Oct4 observed days · gaps preserved19 Oct

Observed star growth

Samples or dated GitHub history
24h +138 stars Measured from observations 18 Oct 2026 → 19 Oct 2026
7d Building history More observations needed — → 19 Oct 2026
30d Building history More observations needed — → 19 Oct 2026