{
 "schema_version": 1,
 "generated": "2026-10-31",
 "id": "startluxlabs-startlux-decision--make-decisions-about-images",
 "repo": "StartLuxLabs/StartLux-Decision",
 "repo_url": "https://github.com/StartLuxLabs/StartLux-Decision",
 "repo_slug": "startluxlabs-startlux-decision",
 "title": "Ask typed questions about images and video frames",
 "page_title": "How to ask typed questions about images and video frames with Start Lux Decision",
 "summary": "Send an image as the state with choice, noul and score questions, as in the README's frame-by-frame demos.",
 "who": "A developer monitoring camera feeds or screenshots who needs structured answers, not captions.",
 "problem": "Captioning models return free text that is hard to act on reliably.",
 "outcome": "Probabilities for every option of every question about an image, ready to drive automation.",
 "steps": [
  "Start a decision server (vLLM with startlux-decide serve, or Prism)",
  "Open examples/ for the request with an image",
  "Send one frame with your typed questions, for example a choice for the stage of an event and a noul for whether to alert",
  "Read the probabilities and set your thresholds",
  "Send one frame a second for video, as the rescue and launch demos do"
 ],
 "agent_prompt": "Using StartLuxLabs/StartLux-Decision and the image request in examples/, send frames from <video or camera> once a second with a choice question for <stages> and a noul for <alert condition>, and log only frames where the alert probability is above 0.8.",
 "agents": [
  "claude-code",
  "codex",
  "cursor"
 ],
 "difficulty": "Intermediate",
 "time": "45 minutes",
 "basis": "readme",
 "caveat": "This card is written from the StartLuxLabs/StartLux-Decision README, not from a test run by Deduped. Before you start, make sure you have Python environment that can install the package with vLLM support, or a Bamboo API key for the hosted model. Check the repo for newer instructions before you rely on these steps.",
 "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": 0.7,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/startluxlabs-startlux-decision/make-decisions-about-images/",
 "md": "https://dedupedai.com/use-cases/startluxlabs-startlux-decision/make-decisions-about-images/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--make-decisions-about-images.json",
 "api_version": "v1"
}