{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "Heman10x-NGU/openJev-verdict-2.0",
 "name": "openJev-verdict-2.0",
 "owner": "Heman10x-NGU",
 "slug": "heman10x-ngu-openjev-verdict-2-0",
 "github": "https://github.com/Heman10x-NGU/openJev-verdict-2.0",
 "what": "A 149.6M parameter non-autoregressive decision model that classifies typed enterprise decisions (Choice, Score, Noul) and returns calibrated confidence estimates.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python with the transformers library installed",
  "Access to the model files; the Verdict 2.0 weights are tracked via Git LFS pointers in artifacts/verdict2-base/model.pt",
  "Chrome or Edge for the in-browser WebGPU playground",
  "A GPU is optional; the README reports training on a 6 GB laptop GPU"
 ],
 "audience_note": "Software engineers and ops teams who need a fast, calibrated classifier for typed workflow decisions and a clear rule for when to escalate to a human.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Work and operations",
 "url": "https://dedupedai.com/use-cases/heman10x-ngu-openjev-verdict-2-0/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "heman10x-ngu-openjev-verdict-2-0--gate-typed-decisions-by-confidence",
   "title": "Auto-approve confident decisions and escalate the rest",
   "best": true,
   "url": "https://dedupedai.com/use-cases/heman10x-ngu-openjev-verdict-2-0/gate-typed-decisions-by-confidence/",
   "json": "https://dedupedai.com/use-cases/u/heman10x-ngu-openjev-verdict-2-0/gate-typed-decisions-by-confidence.json"
  },
  {
   "id": "heman10x-ngu-openjev-verdict-2-0--demo-typed-decisions-in-browser",
   "title": "Test typed decisions in the browser with no backend",
   "best": false,
   "url": "https://dedupedai.com/use-cases/heman10x-ngu-openjev-verdict-2-0/demo-typed-decisions-in-browser/",
   "json": "https://dedupedai.com/use-cases/u/heman10x-ngu-openjev-verdict-2-0/demo-typed-decisions-in-browser.json"
  },
  {
   "id": "heman10x-ngu-openjev-verdict-2-0--check-decision-order-robustness",
   "title": "Measure how often answers flip when options are reordered",
   "best": false,
   "url": "https://dedupedai.com/use-cases/heman10x-ngu-openjev-verdict-2-0/check-decision-order-robustness/",
   "json": "https://dedupedai.com/use-cases/u/heman10x-ngu-openjev-verdict-2-0/check-decision-order-robustness.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."
}