{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "thinkoffapp-carwatch--pick-car-brain-by-measured-speed",
 "repo": "ThinkOffApp/CarWatch",
 "repo_url": "https://github.com/ThinkOffApp/CarWatch",
 "repo_slug": "thinkoffapp-carwatch",
 "title": "Pick the car's model by its measured speed on the Pi",
 "page_title": "How to pick the car's model by its measured speed on the Pi with Car Watch",
 "summary": "Compare each model's measured speed on the Pi, then swap the running model from your phone.",
 "who": "An owner who wants quick answers to simple questions and the larger model for manual questions.",
 "problem": "A large model answers slowly on a Pi, and a small model cannot answer manual questions well.",
 "outcome": "The running model is chosen from the Model zone, based on speeds the Pi itself measured.",
 "steps": [
  "Open the phone dashboard and go to the Model zone, which lists every .gguf file on the box.",
  "Compare the prompt and generation columns for each model against the reference Pi 5 16GB table.",
  "Tap the model you want; the swap waits until any answer being generated has finished.",
  "Call `GET /api/models` through the auth gate to confirm which model is now running. (inferred, check the README)"
 ],
 "agent_prompt": "Using the CarWatch repo at https://github.com/ThinkOffApp/CarWatch on <pi-host>, call GET /api/models and list each model with its size and measured generation speed, then name the running model. Verify that each reported size matches the size of its .gguf file on disk.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "1 hour",
 "basis": "readme",
 "caveat": "The speeds come from one Pi 5 16GB, so another device will give different numbers and the table changes as models are benched.",
 "category": "Personal productivity",
 "tags": [
  "Personal productivity"
 ],
 "lang": "python",
 "requirements": [
  "Raspberry Pi 5 with 16 GB RAM, as used for the measured numbers in the README",
  "A microSD card with the car's owner's manual index and the local model files",
  "A GroupMind room account for the car's agent, if you want room posts",
  "Access to the car's own speakers and microphone for hands-free voice",
  "Python 3 on the Pi, since the repo is Python with no pip dependencies"
 ],
 "risk": "dual-use",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/thinkoffapp-carwatch/pick-car-brain-by-measured-speed/",
 "md": "https://dedupedai.com/use-cases/thinkoffapp-carwatch/pick-car-brain-by-measured-speed/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/thinkoffapp-carwatch--pick-car-brain-by-measured-speed.json",
 "api_version": "v1"
}