{
  "slug": "motif-3-beta",
  "order": 90,
  "name": "Motif 3 Beta (314B)",
  "baseTitle": "Motif 3 Beta",
  "company": "Motif Technologies",
  "country": "South Korea",
  "flag": "🇰🇷",
  "date": "2026-07-21",
  "decoderType": "Sparse MoE",
  "attention": "GDLA with MLA-style latent projections, RoPE, and 3:1 sliding-window/full attention",
  "layerMix": "39 sliding-window + 14 full GDLA",
  "scale": "314B total, 13B active (4.1% active)",
  "totalParams": 314000000000,
  "activeParams": 13000000000,
  "context": "262,144",
  "contextTokens": 262144,
  "license": "Motif Technologies Non-Commercial License",
  "kvCacheText": "530 KiB",
  "kvCacheKiB": 530,
  "kvCacheLevel": "Very high",
  "summary": "Large sparse MoE that combines Grouped Differential Latent Attention, per-expert PolyNorm, and modified mHC in a 53-layer decoder.",
  "keyDetail": "Routes each token through 8 of 384 experts plus one shared expert, with per-expert PolyNorm and a 3:1 sliding-window/full GDLA pattern.",
  "image": {
    "full": "https://sebastianraschka.com/llm-architecture-gallery/images/architectures/motif-3-beta.webp",
    "thumb": "https://sebastianraschka.com/llm-architecture-gallery/images/architectures/thumbnails/motif-3-beta.webp",
    "alt": "Figure 1: Motif 3 Beta",
    "width": 960,
    "height": 798
  },
  "articleUrl": null,
  "links": [
    {
      "label": "config.json",
      "href": "https://huggingface.co/Motif-Technologies/Motif-3-Beta/blob/main/config.json",
      "title": "Motif-Technologies/Motif-3-Beta"
    },
    {
      "label": "License",
      "href": "https://huggingface.co/Motif-Technologies/Motif-3-Beta/blob/main/README.md#license",
      "title": null
    }
  ],
  "concepts": [
    {
      "slug": "mla",
      "label": "MLA",
      "name": "Multi-Head Latent Attention",
      "url": "https://llm-atlas-7or.pages.dev/concepts/mla/"
    },
    {
      "slug": "swa",
      "label": "SWA",
      "name": "Sliding Window Attention",
      "url": "https://llm-atlas-7or.pages.dev/concepts/swa/"
    },
    {
      "slug": "mhc",
      "label": "mHC",
      "name": "Manifold-constrained Hyper-Connections",
      "url": "https://llm-atlas-7or.pages.dev/concepts/mhc/"
    },
    {
      "slug": "moe",
      "label": "MoE",
      "name": "Mixture of Experts",
      "url": "https://llm-atlas-7or.pages.dev/concepts/moe/"
    },
    {
      "slug": "polynorm",
      "label": "PolyNorm",
      "name": "PolyNorm",
      "url": "https://llm-atlas-7or.pages.dev/concepts/polynorm/"
    },
    {
      "slug": "mtp",
      "label": "MTP",
      "name": "Multi-Token Prediction",
      "url": "https://llm-atlas-7or.pages.dev/concepts/mtp/"
    }
  ],
  "aai": {
    "v4": {
      "label": "AA Intelligence Index v4.3.2",
      "total": 32.3,
      "profile": {
        "Scientific": 23.2
      },
      "url": "https://artificialanalysis.ai/models/motif-0714"
    }
  },
  "sourceUrl": "https://sebastianraschka.com/llm-architecture-gallery/#card-motif-3-beta",
  "family": "moe",
  "url": "https://llm-atlas-7or.pages.dev/models/motif-3-beta/",
  "markdownUrl": "https://llm-atlas-7or.pages.dev/models/motif-3-beta.md"
}