{
 "schema_version": 1,
 "generated": "2026-10-26",
 "repo": "NandhaKishorM/laya",
 "name": "laya",
 "owner": "NandhaKishorM",
 "slug": "nandhakishorm-laya",
 "github": "https://github.com/NandhaKishorM/laya",
 "what": "Laya is a multilingual, non-autoregressive decision engine. It answers typed questions (choice, score and noul yes/no probabilities) over any text, email, ticket or JSON document in a single forward pass, about 33 ms per question on a T4, with no text generation to parse. A Router picks between an English, a multilingual (100+ languages) and a typed-decisions checkpoint per request.",
 "why": "34k stars, launched 38 days ago, picked up by one AI source we track",
 "language": "Python",
 "requirements": [
  "Python 3.10 or newer",
  "pip or uv",
  "A GPU is optional; checkpoints download on first use",
  "Optional extras: laya[serve], laya[mcp], laya[langchain] and others"
 ],
 "audience_note": "Developers and support or ops teams who need fast, cheap, structured decisions such as routing, urgency and churn risk instead of calling a chat model.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Work and operations",
 "url": "https://dedupedai.com/use-cases/nandhakishorm-laya/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "nandhakishorm-laya--route-support-tickets-in-milliseconds",
   "title": "Route support tickets by department, urgency and churn risk",
   "best": true,
   "url": "https://dedupedai.com/use-cases/nandhakishorm-laya/route-support-tickets-in-milliseconds/",
   "json": "https://dedupedai.com/use-cases/u/nandhakishorm-laya/route-support-tickets-in-milliseconds.json"
  },
  {
   "id": "nandhakishorm-laya--triage-messages-in-any-language",
   "title": "Triage customer messages in 100+ languages with one model",
   "best": false,
   "url": "https://dedupedai.com/use-cases/nandhakishorm-laya/triage-messages-in-any-language/",
   "json": "https://dedupedai.com/use-cases/u/nandhakishorm-laya/triage-messages-in-any-language.json"
  },
  {
   "id": "nandhakishorm-laya--fine-tune-laya-on-your-decisions",
   "title": "Fine-tune Laya on your own decisions for higher accuracy",
   "best": false,
   "url": "https://dedupedai.com/use-cases/nandhakishorm-laya/fine-tune-laya-on-your-decisions/",
   "json": "https://dedupedai.com/use-cases/u/nandhakishorm-laya/fine-tune-laya-on-your-decisions.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}