{
 "generated": "2026-11-02",
 "node": {
  "id": "model:mage-vl-cowork",
  "type": "Model",
  "name": "Mage-VL-Cowork（4B）",
  "slug": "mage-vl-cowork",
  "date": "2026-10-30",
  "category": "open-llm",
  "category_zh": "开放权重 LLM",
  "access": "open",
  "license": "Apache-2.0",
  "eps": [
   110
  ],
  "page": "/graph/models/#m-mage-vl-cowork",
  "size": "4B 级视觉-语言模型（HF 张量合计 4.74B，BF16，含视觉部分）：从 Mage-VL 的 4B 中间检查点出发，五阶段课程（中训练、SFT、RL）训成的“混合电脑操作”单一策略，同时会调 computer_use（点屏幕）和 bash（写代码、跑终端）两种工具，没有外部路由器",
  "avail": "开放权重，不设门槛（HF 未设 gated）；GitHub microsoft/Mage 里有 mage_vl_cowork 目录（代码）；项目页和技术报告可看；社区已有 GGUF、MLX 版",
  "license_full": "Apache-2.0（HF 卡）",
  "facts": [
   "Microsoft 称在 OSWorld-Verified（50 步预算）上 66.0%，是 4B 级里最高，高于 Muse Glimmer-30B 和 Qwen3.6-27B；在线 RL 比混合 SFT 阶段再加 10.16 个百分点，同时模型调用少 13.0%、输出 token 少 25.4%（厂商自述，项目页、模型卡）",
   "训练数据靠 Mage-CUA-Forge 合成：29.4 万条桌面和网页任务、6,915 个原子技能，称经常性生成成本降低 82.6%；保留 318,837 条混合轨迹（厂商自述，技术报告摘要）",
   "发布日出处：HF 仓库 UTC 10-30 12:13–12:14 一次提交即公开（北京 10-30 20:13，在 EP.109 直播之后）；arXiv 2610.40747 的 Submitted 是 UTC 10-29 15:54，论文先于权重一天。项目页没有日期"
  ],
  "sources": [
   {
    "label": "HF 模型页（含模型卡）",
    "url": "https://huggingface.co/microsoft/Mage-VL-Cowork",
    "kind": "official"
   },
   {
    "label": "项目页",
    "url": "https://microsoft.github.io/Mage/cowork/",
    "kind": "official"
   },
   {
    "label": "arXiv 2610.40747",
    "url": "https://arxiv.org/abs/2610.40747",
    "kind": "official"
   },
   {
    "label": "GitHub：microsoft/Mage",
    "url": "https://github.com/microsoft/Mage/tree/main/mage_vl_cowork",
    "kind": "github"
   }
  ],
  "ep_tags": {
   "110": "边界日 · 10-30"
  },
  "developer_text": "Microsoft（Mage 团队）",
  "degree": 0.0011
 },
 "page": "https://xiaopingfeng.com/graph/e/model/mage-vl-cowork/",
 "out": [
  {
   "type": "developed_by",
   "sentence": "Mage-VL-Cowork的开发方是Microsoft",
   "direction": "out",
   "id": "org:microsoft",
   "name": "Microsoft",
   "unit": "",
   "role": "primary",
   "status": "base",
   "evidence": [
    {
     "kind": "ledger",
     "label": "本站新模型台账",
     "text": "新模型台账：开发者栏写作“Microsoft（Mage 团队）”；HF 模型页（含模型卡）",
     "url": "https://huggingface.co/microsoft/Mage-VL-Cowork"
    }
   ]
  },
  {
   "type": "placed_in",
   "sentence": "Mage-VL-Cowork出现在 Landscape 的「开放权重语言模型」",
   "direction": "out",
   "id": "layer:ai-models--1",
   "name": "开放权重语言模型（含多模态）",
   "status": "derived",
   "evidence": [
    {
     "kind": "own",
     "label": "本站页面",
     "text": "AI 新模型台账：Mage-VL-Cowork（4B）（开放权重语言模型（含多模态））",
     "url": "https://xiaopingfeng.com/graph/models/#m-mage-vl-cowork"
    }
   ]
  }
 ],
 "in": []
}