{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "kyegomez-open-jev--run-typed-readout-demo",
 "repo": "kyegomez/open-jev",
 "repo_url": "https://github.com/kyegomez/open-jev",
 "repo_slug": "kyegomez-open-jev",
 "title": "Run the bundled demo to see typed readouts in action",
 "page_title": "How to run the bundled demo to see typed readouts in action with Open Jev",
 "summary": "Clone the repo, install PyTorch, and run the demo to see Noul, Choice, and Score answers on sample state.",
 "who": "A developer or ML researcher who wants to see how Open Jev answers typed questions before reading the code.",
 "problem": "The architecture is hard to picture from the diagram alone, and the README does not show output from a run.",
 "outcome": "A working local run that prints typed answers for a sample JSON-like state and a single calibration-oriented training step.",
 "steps": [
  "Clone the repository: `git clone https://github.com/kyegomez/open-jev`",
  "Enter the project folder: `cd open-jev`",
  "Install the dependency: `python -m pip install \"torch>=2.0\"`",
  "Run the full demo: `python open_jev/main.py`",
  "Read the printed answers and confirm that any Choice answer is one of the declared options"
 ],
 "agent_prompt": "Clone https://github.com/kyegomez/open-jev, install torch>=2.0, and run python open_jev/main.py. Report the printed answers for the wants_refund, route, and frustration questions. Verify that the route answer is exactly one of billing, technical, or account.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "The model has random weights, so the printed values are random and only the structure of the answers is meaningful.",
 "category": "Research",
 "tags": [
  "Research"
 ],
 "lang": "python",
 "requirements": [
  "Python 3.10 or newer (recommended in the README)",
  "git installed",
  "PyTorch 2.0 or newer",
  "Basic familiarity with running Python scripts from a terminal"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/kyegomez-open-jev/run-typed-readout-demo/",
 "md": "https://dedupedai.com/use-cases/kyegomez-open-jev/run-typed-readout-demo/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/kyegomez-open-jev--run-typed-readout-demo.json",
 "api_version": "v1"
}