{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "startluxlabs-startlux-decision--flag-unsure-decisions-for-review",
 "repo": "StartLuxLabs/StartLux-Decision",
 "repo_url": "https://github.com/StartLuxLabs/StartLux-Decision",
 "repo_slug": "startluxlabs-startlux-decision",
 "title": "Send decisions with no fitting option to a person",
 "page_title": "How to send decisions with no fitting option to a person with Start Lux Decision",
 "summary": "Use none_probability to route questions where no listed option seems right.",
 "who": "Operations reviewer who handles decisions with fixed option lists and needs to catch cases where none of the options fit.",
 "problem": "A choice question can return a confident-looking answer even when none of the listed options is correct.",
 "outcome": "Questions whose none_probability is 0.2 or higher go to a human reviewer, and the rest are handled automatically.",
 "steps": [
  "Start a decision server as described in the triage use case, or use the hosted model.",
  "Add `\"none_check\": true` and `\"think_mode\": \"auto\"` to the request body, and keep `\"gate\": 0.6` unless you need more reasoning. (inferred, check the README)",
  "Read `none_probability` on each choice answer.",
  "Route any answer with `none_probability` of 0.2 or more to review, and handle the rest automatically."
 ],
 "agent_prompt": "Using the StartLux-Decision repo, send <question_text> with the listed <criteria> to POST /v1/systemone with none_check set to true. Return the choice, its confidence and none_probability. Verify that any answer with none_probability of 0.2 or more is marked for human review.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "60 minutes",
 "basis": "readme",
 "caveat": "The README gives 0.2 as a suggested threshold from its own evaluation, so you should check it against your own cases before relying on it.",
 "category": "Work and operations",
 "tags": [
  "Work and operations"
 ],
 "lang": "python",
 "requirements": [
  "Python environment that can install the package with vLLM support, or a Bamboo API key for the hosted model",
  "A GPU for the local vLLM setup; the README numbers were measured on one H200",
  "Disk space and network access to download a model from Hugging Face"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/startluxlabs-startlux-decision/flag-unsure-decisions-for-review/",
 "md": "https://dedupedai.com/use-cases/startluxlabs-startlux-decision/flag-unsure-decisions-for-review/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/startluxlabs-startlux-decision--flag-unsure-decisions-for-review.json",
 "api_version": "v1"
}