{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "malevrigns/agent-jev",
 "name": "agent-jev",
 "owner": "malevrigns",
 "slug": "malevrigns-agent-jev",
 "github": "https://github.com/malevrigns/agent-jev",
 "what": "AgentJev-0.6B is a Python model server that scores a state, such as a diff, log, or trace, against questions you supply and returns calibrated probabilities in one forward pass without generating text.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python with PyTorch and Transformers installed (the README benchmarks used PyTorch 2.9.1+cu128 and Transformers 4.57.6)",
  "A GPU; the README timings were measured on one RTX 5060 with 8 GB",
  "Git access to clone malevrigns/agent-jev and download weights from the linked Hugging Face model repository",
  "A state to evaluate, such as a test runner summary, plus questions you have already phrased as boolean, choice, or score"
 ],
 "audience_note": "Built for developers and agent builders who need a fast gate, router, or scorer inside an agent loop rather than a text-generating model.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/malevrigns-agent-jev/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "malevrigns-agent-jev--gate-agent-test-results-with-probability",
   "title": "Gate agent merges on test output probability",
   "best": true,
   "url": "https://dedupedai.com/use-cases/malevrigns-agent-jev/gate-agent-test-results-with-probability/",
   "json": "https://dedupedai.com/use-cases/u/malevrigns-agent-jev/gate-agent-test-results-with-probability.json"
  },
  {
   "id": "malevrigns-agent-jev--route-next-agent-action-by-choice",
   "title": "Pick the next tool call from a fixed option list",
   "best": false,
   "url": "https://dedupedai.com/use-cases/malevrigns-agent-jev/route-next-agent-action-by-choice/",
   "json": "https://dedupedai.com/use-cases/u/malevrigns-agent-jev/route-next-agent-action-by-choice.json"
  },
  {
   "id": "malevrigns-agent-jev--score-work-items-on-an-ordered-rubric",
   "title": "Score tickets or traces on your own rubric",
   "best": false,
   "url": "https://dedupedai.com/use-cases/malevrigns-agent-jev/score-work-items-on-an-ordered-rubric/",
   "json": "https://dedupedai.com/use-cases/u/malevrigns-agent-jev/score-work-items-on-an-ordered-rubric.json"
  },
  {
   "id": "malevrigns-agent-jev--measure-serving-latency-on-own-workload",
   "title": "Benchmark AgentJev serving latency on your load",
   "best": false,
   "url": "https://dedupedai.com/use-cases/malevrigns-agent-jev/measure-serving-latency-on-own-workload/",
   "json": "https://dedupedai.com/use-cases/u/malevrigns-agent-jev/measure-serving-latency-on-own-workload.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."
}