{
 "generated": "2026-11-01",
 "node": {
  "id": "inst:moltbook-study",
  "type": "Instrument",
  "name": "Moltbook",
  "slug": "moltbook-study",
  "kind": "research",
  "kind_zh": "论文 / 研究",
  "summary": "对真实运行的 Agent 社交网络 Moltbook 的大规模实证研究：17 天 22.8 万条帖子里，18.28% 的内容涉及有毒、操纵或恶意行为，识别出 74 类恶意行为模式。",
  "evidence": [
   {
    "kind": "own",
    "url": "https://xiaopingfeng.com/landscape/agent-security/#player-moltbook",
    "text": "Landscape「Agent 安全攻击面」第 05 层「多智能体风险」的卡片「Moltbook」：真实平台 · 大规模实证"
   }
  ],
  "entry": "agent",
  "by": "landscape-structure",
  "at": "2026-11-01T10:26:39Z",
  "landscape": [
   {
    "map": "agent-security",
    "map_title": "Agent 安全攻击面",
    "card": "player-moltbook",
    "title": "Moltbook",
    "layer": "多智能体 风险",
    "layer_id": "layer:agent-security--5",
    "role": "primary"
   }
  ],
  "landscape_maps": [
   "agent-security"
  ],
  "landscape_n": 1,
  "degree": 0
 },
 "page": "https://xiaopingfeng.com/graph/e/inst/moltbook-study/",
 "out": [
  {
   "type": "involves",
   "sentence": "Moltbook涉及Moltbook",
   "direction": "out",
   "id": "org:moltbook",
   "name": "Moltbook",
   "role": "subject",
   "note": "被研究的平台：17 天 22.8 万条帖子中 18.28% 内容涉及有毒/操纵/恶意行为",
   "status": "agent",
   "evidence": [
    {
     "kind": "own",
     "label": "本站页面",
     "text": "Landscape「Agent 安全攻击面」第 05 层「多智能体风险」的卡片「Moltbook」：真实运行的Agent社交网络，17天22.8万条帖子的实证研究",
     "url": "https://xiaopingfeng.com/landscape/agent-security/#player-moltbook"
    }
   ]
  },
  {
   "type": "placed_in",
   "sentence": "Moltbook出现在 Landscape 的「多智能体风险」",
   "direction": "out",
   "id": "layer:agent-security--5",
   "name": "多智能体风险",
   "reported": false,
   "status": "derived",
   "evidence": [
    {
     "kind": "own",
     "label": "本站页面",
     "text": "Landscape「Agent 安全攻击面」第 05 层「多智能体风险」：卡片「Moltbook」",
     "url": "https://xiaopingfeng.com/landscape/agent-security/#player-moltbook"
    }
   ]
  }
 ],
 "in": []
}