{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "Shanghua-Gao/RSI-Jev",
 "name": "RSI-Jev",
 "owner": "Shanghua-Gao",
 "slug": "shanghua-gao-rsi-jev",
 "github": "https://github.com/Shanghua-Gao/RSI-Jev",
 "what": "RSI-Jev is a set of typed-decision models (yes/no, pick-one and rubric questions) that AI agents trained in a self-improving loop, with the checkpoints, code and failed experiments published.",
 "why": "",
 "language": "HTML",
 "requirements": [
  "Python with pip and git installed",
  "A GPU with enough memory for the chosen model, or an Apple silicon Mac for the MLX builds",
  "A 96 GB GPU if you want to serve the 27B model"
 ],
 "audience_note": "Built for developers who want a fast, calibrated decision model they can serve locally, and for researchers who want to see what the loop tried and why it failed.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/shanghua-gao-rsi-jev/",
 "use_case_count": 5,
 "use_cases": [
  {
   "id": "shanghua-gao-rsi-jev--serve-decision-model-local-api",
   "title": "Serve a decision model behind a local API",
   "best": true,
   "url": "https://dedupedai.com/use-cases/shanghua-gao-rsi-jev/serve-decision-model-local-api/",
   "json": "https://dedupedai.com/use-cases/u/shanghua-gao-rsi-jev/serve-decision-model-local-api.json"
  },
  {
   "id": "shanghua-gao-rsi-jev--decide-in-python-without-server",
   "title": "Make a typed decision in Python without a server",
   "best": false,
   "url": "https://dedupedai.com/use-cases/shanghua-gao-rsi-jev/decide-in-python-without-server/",
   "json": "https://dedupedai.com/use-cases/u/shanghua-gao-rsi-jev/decide-in-python-without-server.json"
  },
  {
   "id": "shanghua-gao-rsi-jev--run-4b-model-on-apple-silicon",
   "title": "Run the 4B decision model on a Mac",
   "best": false,
   "url": "https://dedupedai.com/use-cases/shanghua-gao-rsi-jev/run-4b-model-on-apple-silicon/",
   "json": "https://dedupedai.com/use-cases/u/shanghua-gao-rsi-jev/run-4b-model-on-apple-silicon.json"
  },
  {
   "id": "shanghua-gao-rsi-jev--point-existing-jev-client-at-server",
   "title": "Point an existing Jev client at this server",
   "best": false,
   "url": "https://dedupedai.com/use-cases/shanghua-gao-rsi-jev/point-existing-jev-client-at-server/",
   "json": "https://dedupedai.com/use-cases/u/shanghua-gao-rsi-jev/point-existing-jev-client-at-server.json"
  },
  {
   "id": "shanghua-gao-rsi-jev--check-failed-experiments-before-training",
   "title": "Check failed experiments before planning a training run",
   "best": false,
   "url": "https://dedupedai.com/use-cases/shanghua-gao-rsi-jev/check-failed-experiments-before-training/",
   "json": "https://dedupedai.com/use-cases/u/shanghua-gao-rsi-jev/check-failed-experiments-before-training.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."
}