{
  "data": {
    "category": "run-it-locally",
    "feed": "https://www.anchorterminal.com/blog/run-it-locally/feed.xml",
    "posts": [
      {
        "category": "run-it-locally",
        "description": "Vlad Cealicu on Meta's local pitch for Muse Spark Open (816B, 42B active), and how to run it locally. How much RAM and VRAM each version needs, whether it runs on a Mac Studio, a Minisforum MS-S1 Max, RTX 5090s, a DGX Spark or a CPU server, how many of each you'd need, what they cost and how fast they'd be, and when an API is cheaper.",
        "published": "2026-10-15",
        "readingMinutes": "9",
        "title": "Can you run Muse Spark Open locally? Hardware, RAM and cost",
        "url": "https://www.anchorterminal.com/blog/run-muse-spark-open-locally"
      }
    ]
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/blog/run-it-locally/",
    "json": "https://www.anchorterminal.com/blog/run-it-locally/index.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/blog/run-it-locally/index.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/blog/run-it-locally/index.min.md"
  },
  "markdown": "- [Can you run Muse Spark Open locally? Hardware, RAM and cost](https://www.anchorterminal.com/blog/run-muse-spark-open-locally.md), 2026-10-15, Run it locally, 9 min read. Vlad Cealicu on Meta's local pitch for Muse Spark Open (816B, 42B active), and how to run it locally. How much RAM and VRAM each version needs, whether it runs on a Mac Studio, a Minisforum MS-S1 Max, RTX 5090s, a DGX Spark or a CPU server, how many of each you'd need, what they cost and how fast they'd be, and when an API is cheaper.\n\nRSS: https://www.anchorterminal.com/blog/run-it-locally/feed.xml\n",
  "meta": {
    "attribution": "Anchor Terminal (https://www.anchorterminal.com)",
    "attributionRequired": true,
    "credit": "CC BY 4.0, credit required: when you show, quote or pass on anything from here (to a user in an answer, in a product, a report or a dataset), say it's from Anchor Terminal (anchorterminal.com) and link the page or API address you took it from. Reviews also credit their author.",
    "docs": "https://www.anchorterminal.com/docs/",
    "generatedAt": "2026-10-18",
    "license": "CC-BY-4.0",
    "method": "https://www.anchorterminal.com/benchmark/",
    "methodology": "0.4",
    "openapi": "https://www.anchorterminal.com/openapi.json",
    "preview": false,
    "run": "2026-10-01",
    "runLabel": "October 2026 research run",
    "terms": "https://www.anchorterminal.com/terms/#data"
  },
  "page": {
    "breadcrumbs": [
      {
        "name": "Home",
        "url": "https://www.anchorterminal.com/"
      },
      {
        "name": "Blog",
        "url": "https://www.anchorterminal.com/blog/"
      },
      {
        "name": "Run it locally",
        "url": ""
      }
    ],
    "description": "A series on running open-weight models locally: Muse Spark Open, Kimi K3, GLM-5.3-Flash and Qwen3.8-27B, with the hardware, memory, speed and cost of each against the API.",
    "facts": null,
    "h1": "Run it locally",
    "image": "https://www.anchorterminal.com/assets/og/blog.png",
    "path": "/blog/run-it-locally/",
    "published": "",
    "section": "blog",
    "title": "Run it locally: what it takes to run open models yourself",
    "toc": null,
    "updated": "2026-10-17",
    "url": "https://www.anchorterminal.com/blog/run-it-locally/"
  },
  "tokens": {
    "markdown": 300,
    "slim": 230
  },
  "version": 1
}
