{
 "generated": "2026-11-01",
 "node": {
  "id": "org:humans-and",
  "type": "Organization",
  "name": "humans&",
  "org_type": "Developer",
  "kind": "lab",
  "profile": "/live/neolab/humans-and.html",
  "series": "neolab",
  "neolab": "/live/neolab/humans-and.html",
  "entry": "base",
  "focus": "协作者模型 Ampersand（API）/ 用户模型 Persimmon（研究预览）/ 长程多 Agent 强化学习",
  "hq": "美国（官网未写城市；招聘岗位在旧金山）；humans& ai, inc.",
  "funding": "种子轮 4.8 亿美元、估值 44.8 亿美元（Reuters 称公司表态，2026-01；SV Angel 与联合创始人 Georges Harik 领投；官网未写金额）",
  "status": "活跃",
  "nl_num": 56,
  "direction": "arch",
  "direction_zh": "新架构",
  "tagline": "做群聊协作模型 Ampersand 和用户模型 Persimmon；成绩来自模拟用户。",
  "founded": "2025-09",
  "founded_precision": "month",
  "voice_date": "2026-10-20",
  "voice_channel": "release",
  "voice_title": "Ampersand",
  "voice_url": "https://ampersand.humansand.ai/blog/",
  "degree": 0.0136,
  "n_apps": 0,
  "n_models": 1
 },
 "page": "https://xiaopingfeng.com/graph/e/org/humans-and/",
 "out": [
  {
   "type": "alumni_from",
   "sentence": "humans&的核心成员来自Anthropic",
   "direction": "out",
   "id": "org:anthropic",
   "name": "Anthropic",
   "note": "联合创始人 Andi Peng 前 Anthropic（做 Claude 3.5 到 4.5 的 RL 与后训练）；2026-07-30 发帖离开 humans&，X 简介现写 building claude @AnthropicAI（回 Anthropic 只来自本人简介，公司无公告）",
   "status": "agent",
   "evidence": [
    {
     "kind": "social",
     "label": "官方社交帖",
     "text": "Andi Peng 2026-07-30 的 X 帖：宣布离开 humans&",
     "url": "https://x.com/TheAndiPenguin/status/2082892263697580226"
    },
    {
     "kind": "other",
     "label": "其他出处",
     "text": "alphaXiv 履历：联合创始人任期 2025-10 至 2026-07",
     "url": "https://www.alphaxiv.org/@andi-peng"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§01 它是谁（Andi Peng 段））：联合创始人 Andi Peng 前 Anthropic（做 Claude 3.5 到 4.5 的 RL 与后训练）；2026-07-30 发帖离开 humans&，X 简介现写 building claude @AnthropicAI（回 Anthropic 只来自本人简介，公司无公告）",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  },
  {
   "type": "alumni_from",
   "sentence": "humans&的核心成员来自Google",
   "direction": "out",
   "id": "org:google",
   "name": "Google",
   "note": "联合创始人 Georges Harik，X 简介写 Google 第 7 名员工",
   "status": "agent",
   "evidence": [
    {
     "kind": "social",
     "label": "官方社交帖",
     "text": "Harik 的 X 简介：Google 第 7 名员工",
     "url": "https://x.com/gharik"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§01 它是谁（联合创始人名单））：联合创始人 Georges Harik，X 简介写 Google 第 7 名员工",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  },
  {
   "type": "alumni_from",
   "sentence": "humans&的核心成员来自SpaceXAI",
   "direction": "out",
   "id": "org:spacexai",
   "name": "SpaceXAI（原 xAI）",
   "unit": "xAI",
   "note": "联合创始人兼 CEO Eric Zelikman 早期在 xAI（参与 Grok 2 预训练数据、Grok 3 推理 RL、Grok 4 的 agent RL 基础设施）；联合创始人 Yuchen He 的 X 简介写前 xAI、OpenAI、Meta、Apple",
   "status": "agent",
   "evidence": [
    {
     "kind": "other",
     "label": "其他出处",
     "text": "Zelikman 个人主页：早期在 xAI，参与 Grok 2/3/4 的数据与 RL 工作",
     "url": "https://ezelikman.github.io/"
    },
    {
     "kind": "social",
     "label": "官方社交帖",
     "text": "Yuchen He 的 X 简介：前 xAI、OpenAI、Meta、Apple",
     "url": "https://x.com/YuchenHe07"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§01 它是谁（联合创始人名单））：联合创始人兼 CEO Eric Zelikman 早期在 xAI（参与 Grok 2 预训练数据、Grok 3 推理 RL、Grok 4 的 agent RL 基础设施）；联合创始人 Yuchen He 的 X 简介写前 xAI、OpenAI、Meta、Apple",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  }
 ],
 "in": [
  {
   "type": "developed_by",
   "sentence": "Ampersand v0.1的开发方是humans&",
   "direction": "in",
   "id": "model:ampersand",
   "name": "Ampersand v0.1",
   "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“humans&”；官方博客",
     "url": "https://ampersand.humansand.ai/blog/"
    }
   ]
  },
  {
   "type": "invested_in",
   "sentence": "CRV投资humans&",
   "direction": "in",
   "id": "org:crv",
   "name": "CRV",
   "since": "2026-01-20",
   "note": "2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；CRV 在投资人名单里",
   "status": "agent",
   "evidence": [
    {
     "kind": "official",
     "label": "官方页面",
     "text": "官网投资人名单列有 CRV",
     "url": "https://humansand.ai/"
    },
    {
     "kind": "media",
     "label": "媒体报道",
     "text": "Reuters 2026-01-20 报道种子轮 4.8 亿美元、估值 44.8 亿美元（注明为公司表态）",
     "url": "https://finance.yahoo.com/news/ai-startup-humans-raises-480-151839506.html"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§02 钱从哪来）：2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；CRV 在投资人名单里",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  },
  {
   "type": "invested_in",
   "sentence": "DCVC投资humans&",
   "direction": "in",
   "id": "org:dcvc",
   "name": "DCVC",
   "since": "2026-01-20",
   "note": "2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；DCVC 在投资人名单里",
   "status": "agent",
   "evidence": [
    {
     "kind": "official",
     "label": "官方页面",
     "text": "官网投资人名单列有 DCVC",
     "url": "https://humansand.ai/"
    },
    {
     "kind": "media",
     "label": "媒体报道",
     "text": "Reuters 2026-01-20 报道种子轮 4.8 亿美元、估值 44.8 亿美元（注明为公司表态）",
     "url": "https://finance.yahoo.com/news/ai-startup-humans-raises-480-151839506.html"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§02 钱从哪来）：2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；DCVC 在投资人名单里",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  },
  {
   "type": "invested_in",
   "sentence": "Emerson Collective投资humans&",
   "direction": "in",
   "id": "org:emerson-collective",
   "name": "Emerson Collective",
   "since": "2026-01-20",
   "note": "2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；Emerson Collective 在投资人名单里",
   "status": "agent",
   "evidence": [
    {
     "kind": "official",
     "label": "官方页面",
     "text": "官网投资人名单列有 Emerson Collective",
     "url": "https://humansand.ai/"
    },
    {
     "kind": "media",
     "label": "媒体报道",
     "text": "Reuters 2026-01-20 报道种子轮 4.8 亿美元、估值 44.8 亿美元（注明为公司表态）",
     "url": "https://finance.yahoo.com/news/ai-startup-humans-raises-480-151839506.html"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§02 钱从哪来）：2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；Emerson Collective 在投资人名单里",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  },
  {
   "type": "invested_in",
   "sentence": "Felicis投资humans&",
   "direction": "in",
   "id": "org:felicis",
   "name": "Felicis",
   "since": "2026-01-20",
   "note": "2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；Felicis 在投资人名单里",
   "status": "agent",
   "evidence": [
    {
     "kind": "official",
     "label": "官方页面",
     "text": "官网投资人名单列有 Felicis",
     "url": "https://humansand.ai/"
    },
    {
     "kind": "media",
     "label": "媒体报道",
     "text": "Reuters 2026-01-20 报道种子轮 4.8 亿美元、估值 44.8 亿美元（注明为公司表态）",
     "url": "https://finance.yahoo.com/news/ai-startup-humans-raises-480-151839506.html"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§02 钱从哪来）：2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；Felicis 在投资人名单里",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  },
  {
   "type": "invested_in",
   "sentence": "Forerunner投资humans&",
   "direction": "in",
   "id": "org:forerunner",
   "name": "Forerunner",
   "since": "2026-01-20",
   "note": "2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；Forerunner 在投资人名单里",
   "status": "agent",
   "evidence": [
    {
     "kind": "official",
     "label": "官方页面",
     "text": "官网投资人名单列有 Forerunner",
     "url": "https://humansand.ai/"
    },
    {
     "kind": "media",
     "label": "媒体报道",
     "text": "Reuters 2026-01-20 报道种子轮 4.8 亿美元、估值 44.8 亿美元（注明为公司表态）",
     "url": "https://finance.yahoo.com/news/ai-startup-humans-raises-480-151839506.html"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§02 钱从哪来）：2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；Forerunner 在投资人名单里",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  },
  {
   "type": "invested_in",
   "sentence": "GV投资humans&",
   "direction": "in",
   "id": "org:gv",
   "name": "GV",
   "since": "2026-01-20",
   "note": "2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；GV 在投资人名单里",
   "status": "agent",
   "evidence": [
    {
     "kind": "official",
     "label": "官方页面",
     "text": "官网投资人名单列有 GV",
     "url": "https://humansand.ai/"
    },
    {
     "kind": "media",
     "label": "媒体报道",
     "text": "Reuters 2026-01-20 报道种子轮 4.8 亿美元、估值 44.8 亿美元（注明为公司表态）",
     "url": "https://finance.yahoo.com/news/ai-startup-humans-raises-480-151839506.html"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§02 钱从哪来）：2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；GV 在投资人名单里",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  },
  {
   "type": "invested_in",
   "sentence": "NVIDIA投资humans&",
   "direction": "in",
   "id": "org:nvidia",
   "name": "NVIDIA",
   "since": "2026-01-20",
   "note": "2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；NVIDIA 在投资人名单里",
   "status": "agent",
   "evidence": [
    {
     "kind": "official",
     "label": "官方页面",
     "text": "官网投资人名单列有 NVIDIA",
     "url": "https://humansand.ai/"
    },
    {
     "kind": "media",
     "label": "媒体报道",
     "text": "Reuters 2026-01-20 报道种子轮 4.8 亿美元、估值 44.8 亿美元（注明为公司表态）",
     "url": "https://finance.yahoo.com/news/ai-startup-humans-raises-480-151839506.html"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§02 钱从哪来）：2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；NVIDIA 在投资人名单里",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  },
  {
   "type": "invested_in",
   "sentence": "SV Angel投资humans&",
   "direction": "in",
   "id": "org:sv-angel",
   "name": "SV Angel",
   "since": "2026-01-20",
   "note": "2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；SV Angel 与联合创始人 Georges Harik 领投",
   "status": "agent",
   "evidence": [
    {
     "kind": "official",
     "label": "官方页面",
     "text": "官网投资人名单列有 SV Angel（领投）",
     "url": "https://humansand.ai/"
    },
    {
     "kind": "media",
     "label": "媒体报道",
     "text": "Reuters 2026-01-20 报道种子轮 4.8 亿美元、估值 44.8 亿美元（注明为公司表态）",
     "url": "https://finance.yahoo.com/news/ai-startup-humans-raises-480-151839506.html"
    },
    {
     "kind": "own",
     "label": "本站页面",
     "text": "本站 NEO LAB №56 档案（§02 钱从哪来）：2026-01-20 官宣的种子轮：Reuters 称 4.8 亿美元、估值 44.8 亿美元（公司表态，官网没写金额）；官网只列投资人名单，各家出资额未披露；SV Angel 与联合创始人 Georges Harik 领投",
     "url": "https://xiaopingfeng.com/live/neolab/humans-and.html"
    }
   ]
  }
 ]
}