{
 "schema_version": 1,
 "generated": "2026-10-31",
 "id": "magnitudedev-magnitude--run-open-models-faster-than-ollama-on-your-machine",
 "repo": "magnitudedev/magnitude",
 "repo_url": "https://github.com/magnitudedev/magnitude",
 "repo_slug": "magnitudedev-magnitude",
 "title": "Run local open models faster on your own hardware",
 "page_title": "How to run local open models faster on your own hardware with Magnitude",
 "summary": "Install Magnitude so each model's kernels are tuned for your chip when you download it.",
 "who": "A local AI user on a Mac or NVIDIA PC who finds Ollama or LM Studio slow.",
 "problem": "Generic one-size-fits-all kernels leave speed on the table on any specific chip.",
 "outcome": "Models running locally with kernels tuned for your hardware and a built-in speculative decoding drafter.",
 "steps": [
  "Install with `curl -fsSL https://magnitude.dev/install.sh | sh`, or the Windows PowerShell or desktop installer",
  "Open the app or CLI and download a model; tuning happens on download",
  "Run the same prompt you used in Ollama and compare speed",
  "Nothing leaves your machine and there are no token costs"
 ],
 "agent_prompt": "Install magnitudedev/magnitude on this <machine>, download <model>, and compare tokens per second against my current <Ollama or LM Studio> setup on the same prompt.",
 "agents": [
  "any"
 ],
 "difficulty": "Beginner",
 "time": "20 minutes",
 "basis": "readme",
 "caveat": "This card is written from the magnitudedev/magnitude README, not from a test run by Deduped. Before you start, make sure you have macOS, Windows or Linux. Check the repo for newer instructions before you rely on these steps.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "rust",
 "requirements": [
  "macOS, Windows or Linux (x64 or ARM64)",
  "Apple Silicon, NVIDIA, AMD or Intel GPU, or a CPU only",
  "Enough memory for the model you choose"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [
  {
   "tag": "remote-script",
   "notice": "The quick install pipes a script into sh; the desktop installers are an alternative."
  }
 ],
 "best": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/magnitudedev-magnitude/run-open-models-faster-than-ollama-on-your-machine/",
 "md": "https://dedupedai.com/use-cases/magnitudedev-magnitude/run-open-models-faster-than-ollama-on-your-machine/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/magnitudedev-magnitude--run-open-models-faster-than-ollama-on-your-machine.json",
 "api_version": "v1"
}