{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "nokia-applied-research/AnyJev",
 "name": "AnyJev",
 "owner": "nokia-applied-research",
 "slug": "nokia-applied-research-anyjev",
 "github": "https://github.com/nokia-applied-research/AnyJev",
 "what": "AnyJev is a Python library that turns an LLM into a decision model: you give it a state and a typed question, and it returns an answer with a probability over the options, read from the model's next-token distribution.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python with pip",
  "A GPU or a vLLM server for the 9B-class models, or a smaller open causal LM for the training-free path",
  "Access to the Hugging Face model you choose, for example morriszjm/Tacit-9B or Qwen/Qwen3-8B"
 ],
 "audience_note": "Built for engineers and ML teams who need an LLM to make routine classification or triage decisions with calibrated probabilities, either from a training-free setup or from the Tacit checkpoints.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Work and operations",
 "url": "https://dedupedai.com/use-cases/nokia-applied-research-anyjev/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "nokia-applied-research-anyjev--route-tickets-with-tacit-decisions",
   "title": "Route support tickets to one option with a probability",
   "best": true,
   "url": "https://dedupedai.com/use-cases/nokia-applied-research-anyjev/route-tickets-with-tacit-decisions/",
   "json": "https://dedupedai.com/use-cases/u/nokia-applied-research-anyjev/route-tickets-with-tacit-decisions.json"
  },
  {
   "id": "nokia-applied-research-anyjev--route-tickets-training-free-on-any-llm",
   "title": "Route tickets on an open LLM with no training or labels",
   "best": false,
   "url": "https://dedupedai.com/use-cases/nokia-applied-research-anyjev/route-tickets-training-free-on-any-llm/",
   "json": "https://dedupedai.com/use-cases/u/nokia-applied-research-anyjev/route-tickets-training-free-on-any-llm.json"
  },
  {
   "id": "nokia-applied-research-anyjev--share-decision-endpoint-with-escalation-cap",
   "title": "Share one decision endpoint with a capped reasoning budget",
   "best": false,
   "url": "https://dedupedai.com/use-cases/nokia-applied-research-anyjev/share-decision-endpoint-with-escalation-cap/",
   "json": "https://dedupedai.com/use-cases/u/nokia-applied-research-anyjev/share-decision-endpoint-with-escalation-cap.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."
}