{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "prabanta-dev/janas",
 "name": "janas",
 "owner": "prabanta-dev",
 "slug": "prabanta-dev-janas",
 "github": "https://github.com/prabanta-dev/janas",
 "what": "Janas is a family of C tools whose first component, Janas-LLM, runs large mixture-of-experts language models on ordinary computers, with or without a GPU.",
 "why": "",
 "language": "C",
 "requirements": [
  "Linux x86-64 (Ubuntu 22.04, Debian 12 and later) or Windows 10 (1903 or later) or 11, x86-64",
  "A terminal on the machine",
  "Enough free disk space for the model you pick; the README lists Qwen3-Next-80B at 48.4 GB",
  "A machine with 32 GB of RAM is the one the README measured on; other machines are untested"
 ],
 "audience_note": "Written for developers and technical users who want to run large local language models on a laptop or desktop and measure how fast they run.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/prabanta-dev-janas/",
 "use_case_count": 5,
 "use_cases": [
  {
   "id": "prabanta-dev-janas--run-large-model-on-laptop-locally",
   "title": "Chat with an 80B model on a 32 GB laptop",
   "best": true,
   "url": "https://dedupedai.com/use-cases/prabanta-dev-janas/run-large-model-on-laptop-locally/",
   "json": "https://dedupedai.com/use-cases/u/prabanta-dev-janas/run-large-model-on-laptop-locally.json"
  },
  {
   "id": "prabanta-dev-janas--benchmark-own-machine-and-send-report",
   "title": "Measure your own machine's speed with janas-bench",
   "best": false,
   "url": "https://dedupedai.com/use-cases/prabanta-dev-janas/benchmark-own-machine-and-send-report/",
   "json": "https://dedupedai.com/use-cases/u/prabanta-dev-janas/benchmark-own-machine-and-send-report.json"
  },
  {
   "id": "prabanta-dev-janas--chat-with-local-model-on-windows-laptop",
   "title": "Chat with a local model on a Windows laptop",
   "best": false,
   "url": "https://dedupedai.com/use-cases/prabanta-dev-janas/chat-with-local-model-on-windows-laptop/",
   "json": "https://dedupedai.com/use-cases/u/prabanta-dev-janas/chat-with-local-model-on-windows-laptop.json"
  },
  {
   "id": "prabanta-dev-janas--limit-memory-and-disable-gpu-on-shared-machine",
   "title": "Cap memory and keep the GPU off on a shared machine",
   "best": false,
   "url": "https://dedupedai.com/use-cases/prabanta-dev-janas/limit-memory-and-disable-gpu-on-shared-machine/",
   "json": "https://dedupedai.com/use-cases/u/prabanta-dev-janas/limit-memory-and-disable-gpu-on-shared-machine.json"
  },
  {
   "id": "prabanta-dev-janas--speed-up-chat-replies-with-drafts",
   "title": "Speed up chat replies with draft tokens",
   "best": false,
   "url": "https://dedupedai.com/use-cases/prabanta-dev-janas/speed-up-chat-replies-with-drafts/",
   "json": "https://dedupedai.com/use-cases/u/prabanta-dev-janas/speed-up-chat-replies-with-drafts.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}