{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "receptron/laya",
 "name": "laya",
 "owner": "receptron",
 "slug": "receptron-laya",
 "github": "https://github.com/receptron/laya",
 "what": "Laya is an open-source System 1 decision model that a Node.js or TypeScript program can run locally through ONNX Runtime to answer typed questions about a state with calibrated probabilities, without generating text.",
 "why": "",
 "language": "TypeScript",
 "requirements": [
  "Node.js 20 or newer",
  "About 2 GB of RAM for the loaded model, plus a few hundred MB per batch of questions",
  "About 1.7 GB of free disk space for the ONNX weights cached under ~/.cache/receptron-laya",
  "Network access to Hugging Face for the first download"
 ],
 "audience_note": "Written for backend and support-tooling engineers who need fast, probability-scored classification or decisions inside a Node.js or TypeScript service.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Work and operations",
 "url": "https://dedupedai.com/use-cases/receptron-laya/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "receptron-laya--route-support-tickets-with-probabilities",
   "title": "Route support tickets to teams with probabilities",
   "best": true,
   "url": "https://dedupedai.com/use-cases/receptron-laya/route-support-tickets-with-probabilities/",
   "json": "https://dedupedai.com/use-cases/u/receptron-laya/route-support-tickets-with-probabilities.json"
  },
  {
   "id": "receptron-laya--escalate-low-confidence-decisions-to-humans",
   "title": "Auto-act on confident answers and queue the rest",
   "best": false,
   "url": "https://dedupedai.com/use-cases/receptron-laya/escalate-low-confidence-decisions-to-humans/",
   "json": "https://dedupedai.com/use-cases/u/receptron-laya/escalate-low-confidence-decisions-to-humans.json"
  },
  {
   "id": "receptron-laya--bake-laya-weights-into-a-container-image",
   "title": "Bake Laya weights into a container image at build time",
   "best": false,
   "url": "https://dedupedai.com/use-cases/receptron-laya/bake-laya-weights-into-a-container-image/",
   "json": "https://dedupedai.com/use-cases/u/receptron-laya/bake-laya-weights-into-a-container-image.json"
  },
  {
   "id": "receptron-laya--rebuild-the-onnx-bundle-from-a-newer-checkpoint",
   "title": "Export a fresh ONNX bundle from a newer Laya checkpoint",
   "best": false,
   "url": "https://dedupedai.com/use-cases/receptron-laya/rebuild-the-onnx-bundle-from-a-newer-checkpoint/",
   "json": "https://dedupedai.com/use-cases/u/receptron-laya/rebuild-the-onnx-bundle-from-a-newer-checkpoint.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."
}