{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "startluxlabs-startlux-decision--try-decisions-without-a-gpu",
 "repo": "StartLuxLabs/StartLux-Decision",
 "repo_url": "https://github.com/StartLuxLabs/StartLux-Decision",
 "repo_slug": "startluxlabs-startlux-decision",
 "title": "Test decision requests on the hosted 27B model without a GPU",
 "page_title": "How to test decision requests on the hosted 27B model without a GPU with Start Lux Decision",
 "summary": "Send decision requests to the hosted 27B AutoThink model with a Bamboo API key.",
 "who": "Developer or analyst who wants to evaluate the decision format before setting up local GPUs.",
 "problem": "Setting up vLLM and downloading a model takes time and hardware that a first test may not justify.",
 "outcome": "A working decision request and response from the hosted 27B AutoThink model, using the same request format as the local server.",
 "steps": [
  "Sign in at bamboonode.dev and create a Bamboo API key. (inferred, check the README)",
  "Send a POST request to the decisions endpoint, /v1/decisions, with your key and a JSON body containing `state` and `questions`, following the format shown in the Quick start. (inferred, check the README)",
  "Read the `answers` object and each question's probabilities in the response.",
  "Adjust your `questions` and repeat until the answers match what you expect for your own examples."
 ],
 "agent_prompt": "Using the StartLux-Decision README, build a POST request to /v1/decisions on bamboonode.dev with the state <state_text> and one choice question with the criteria <criteria_list>. Return the response answers and the model name. Verify that the model name in the response is the 27B AutoThink model.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "The README says the hosted service is free without usage limits, but the key steps and endpoint details in this list are inferred and should be checked on bamboonode.dev.",
 "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": [
  {
   "tag": "credentials",
   "notice": "The hosted call needs a Bamboo API key, so keep it in an environment variable and do not paste it into prompts or shared logs."
  }
 ],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/startluxlabs-startlux-decision/try-decisions-without-a-gpu/",
 "md": "https://dedupedai.com/use-cases/startluxlabs-startlux-decision/try-decisions-without-a-gpu/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--try-decisions-without-a-gpu.json",
 "api_version": "v1"
}