{
 "generated": "2026-10-09",
 "labs": [
  {
   "id": "ssi",
   "name": "Safe Superintelligence",
   "aliases": [
    "SSI",
    "Safe Superintelligence Inc"
   ],
   "url": "https://ssi.inc",
   "founded": 2024,
   "hq": {
    "city": "Palo Alto",
    "country": "US"
   },
   "topic": "superintelligence",
   "thesis": "A straight shot at safe superintelligence, insulated from short-term commercial pressure. No product, no roadmap.",
   "founders": [
    {
     "name": "Ilya Sutskever",
     "ex": "OpenAI"
    },
    {
     "name": "Daniel Gross",
     "ex": "Apple"
    },
    {
     "name": "Daniel Levy",
     "ex": "OpenAI"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Series A",
      "amount_usd_m": 1000,
      "valuation_usd_m": 5000,
      "date": "2024-09-04",
      "lead": [
       "Sequoia",
       "Andreessen Horowitz",
       "DST Global",
       "NFDG"
      ],
      "investors": [],
      "source": "https://en.wikipedia.org/wiki/Safe_Superintelligence_Inc."
     },
     {
      "type": "Series B",
      "amount_usd_m": 2000,
      "valuation_usd_m": 32000,
      "date": "2025-04-11",
      "lead": [
       "Greenoaks"
      ],
      "investors": [
       "Andreessen Horowitz",
       "Google",
       "Nvidia"
      ],
      "source": "https://www.ft.com/content/792e09b2-f63b-41ac-8be8-e10e75ead2d1"
     },
     {
      "type": "Strategic",
      "amount_usd_m": 5000,
      "valuation_usd_m": 32000,
      "date": "2026-07-27",
      "lead": [
       "Nvidia"
      ],
      "investors": [],
      "source": "https://www.reuters.com/legal/transactional/nvidia-invest-5-billion-ilya-sutskevers-ai-startup-source-says-2026-07-27/",
      "note": "Equity investment plus a 10x compute commitment; much of it buys Nvidia hardware"
     }
    ],
    "other_investors": [],
    "total_usd_m": 8000
   },
   "status": "stealth",
   "tier": "frontier",
   "product": null,
   "notes": null,
   "talks": null,
   "in_blog": true,
   "sources": [
    {
     "url": "https://ssi.inc/",
     "title": "SSI mission"
    },
    {
     "url": "https://valueaddvc.com/blog/safe-superintelligence-valuation-2026-32-billion-zero-revenue-and-ilya-sutskevers-7-billion-bet",
     "title": "$32B with zero revenue"
    }
   ],
   "last_round": {
    "type": "Strategic",
    "amount_usd_m": 5000,
    "valuation_usd_m": 32000,
    "date": "2026-07-27",
    "lead": [
     "Nvidia"
    ],
    "investors": [],
    "source": "https://www.reuters.com/legal/transactional/nvidia-invest-5-billion-ilya-sutskevers-ai-startup-source-says-2026-07-27/",
    "note": "Equity investment plus a 10x compute commitment; much of it buys Nvidia hardware"
   },
   "ex": [
    "OpenAI",
    "Apple"
   ],
   "investors": [
    "Sequoia",
    "Andreessen Horowitz",
    "DST Global",
    "NFDG",
    "Greenoaks",
    "Google",
    "Nvidia"
   ],
   "leads": [
    "Andreessen Horowitz",
    "DST Global",
    "Greenoaks",
    "NFDG",
    "Nvidia",
    "Sequoia"
   ],
   "region": "North America",
   "valuation_usd_m": 32000,
   "valuation_kind": "reported"
  },
  {
   "id": "reflection-ai",
   "name": "Reflection AI",
   "aliases": [
    "Reflection"
   ],
   "url": "https://reflection.ai",
   "founded": 2024,
   "hq": {
    "city": "New York",
    "country": "US"
   },
   "topic": "open-models",
   "thesis": "American open-weight frontier models as a sovereign alternative to closed labs and Chinese open models.",
   "founders": [
    {
     "name": "Misha Laskin",
     "ex": "Google DeepMind"
    },
    {
     "name": "Ioannis Antonoglou",
     "ex": "Google DeepMind"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Series A",
      "amount_usd_m": 130,
      "valuation_usd_m": 545,
      "date": "2025-03-01",
      "lead": [
       "Lightspeed",
       "CRV"
      ],
      "investors": [
       "Sequoia"
      ],
      "source": "https://sacra.com/c/reflection-ai/"
     },
     {
      "type": "Series B",
      "amount_usd_m": 2000,
      "valuation_usd_m": 8000,
      "date": "2025-10-09",
      "lead": [
       "Nvidia"
      ],
      "investors": [
       "Eric Schmidt",
       "Citi",
       "1789 Capital",
       "Sequoia",
       "Lightspeed",
       "CRV",
       "DST Global",
       "B Capital"
      ],
      "source": "https://reflection.ai/blog/frontier-open-intelligence"
     },
     {
      "type": "Series C",
      "amount_usd_m": 2500,
      "valuation_usd_m": 25000,
      "date": "2026-04-01",
      "lead": [
       "Nvidia"
      ],
      "investors": [
       "JPMorgan"
      ],
      "source": "https://www.turingpost.com/p/reflectionai",
      "note": "$25B pre-money; CEO confirmed close in April 2026"
     }
    ],
    "other_investors": [],
    "total_usd_m": 4630
   },
   "status": "open-model",
   "tier": "frontier",
   "product": "Beam, a 501B-parameter open-weight model, released 5 Oct 2026; provider to US National Labs.",
   "notes": null,
   "talks": null,
   "in_blog": true,
   "sources": [
    {
     "url": "https://www.wsj.com/tech/ai/nvidia-backed-startup-seeking-to-counter-chinese-ai-eyes-25-billion-valuation-3bd8216c",
     "title": "WSJ on the $25B round"
    },
    {
     "url": "https://www.layer3labs.io/guides/reflection-ai-explained",
     "title": "What ships"
    },
    {
     "url": "https://techcrunch.com/2026/10/05/reflection-debuts-beam-a-open-weight-ai-model-to-rival-chinese-models-at-low",
     "title": "Reflection debuts Beam (TechCrunch)"
    }
   ],
   "last_round": {
    "type": "Series C",
    "amount_usd_m": 2500,
    "valuation_usd_m": 25000,
    "date": "2026-04-01",
    "lead": [
     "Nvidia"
    ],
    "investors": [
     "JPMorgan"
    ],
    "source": "https://www.turingpost.com/p/reflectionai",
    "note": "$25B pre-money; CEO confirmed close in April 2026"
   },
   "ex": [
    "Google DeepMind"
   ],
   "investors": [
    "Lightspeed",
    "CRV",
    "Sequoia",
    "Nvidia",
    "Eric Schmidt",
    "Citi",
    "1789 Capital",
    "DST Global",
    "B Capital",
    "JPMorgan"
   ],
   "leads": [
    "CRV",
    "Lightspeed",
    "Nvidia"
   ],
   "region": "North America",
   "valuation_usd_m": 25000,
   "valuation_kind": "reported"
  },
  {
   "id": "skild-ai",
   "name": "Skild AI",
   "aliases": [
    "Skild"
   ],
   "url": "https://skild.ai",
   "founded": 2023,
   "hq": {
    "city": "Pittsburgh",
    "country": "US"
   },
   "topic": "robotics",
   "thesis": "Skild Brain, an omni-bodied robot foundation model; crossed $100M ARR with 60+ paying customers in Sept 2026.",
   "founders": [
    {
     "name": "Deepak Pathak",
     "ex": "CMU"
    },
    {
     "name": "Abhinav Gupta",
     "ex": "CMU"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Series A",
      "amount_usd_m": 300,
      "valuation_usd_m": 1500,
      "date": "2024-07-09",
      "lead": [
       "Lightspeed",
       "Coatue",
       "SoftBank",
       "Jeff Bezos"
      ],
      "investors": [
       "Sequoia",
       "Menlo Ventures",
       "General Catalyst",
       "CRV"
      ],
      "source": "https://tracxn.com/d/companies/skild/__2UONhWmLwU2veLVgMlZmmgvKLONC_6y_MfympgL6if4"
     },
     {
      "type": "Series B",
      "amount_usd_m": 110,
      "valuation_usd_m": 4000,
      "date": "2025-09-15",
      "lead": [
       "SoftBank"
      ],
      "investors": [
       "Nvidia"
      ],
      "source": "https://tracxn.com/d/companies/skild/__2UONhWmLwU2veLVgMlZmmgvKLONC_6y_MfympgL6if4",
      "note": "Tracxn lists $1.81B total across rounds; this entry is the remainder before the Series C"
     },
     {
      "type": "Series C",
      "amount_usd_m": 1400,
      "valuation_usd_m": 14000,
      "date": "2026-01-14",
      "lead": [
       "SoftBank"
      ],
      "investors": [
       "Nvidia",
       "Macquarie Capital",
       "Jeff Bezos"
      ],
      "source": "https://www.businesswire.com/news/home/20260114335623/en/Skild-AI-Raises-%241.4B-Now-Valued-Over-%2414B"
     }
    ],
    "other_investors": [],
    "total_usd_m": 1810
   },
   "status": "product",
   "tier": "category",
   "product": "$100M ARR reported 10 Sep 2026 (company figures).",
   "notes": null,
   "talks": null,
   "in_blog": true,
   "sources": [
    {
     "url": "https://skild.ai/blogs/skild-crosses-100m-arr",
     "title": "Skild crosses $100M ARR"
    }
   ],
   "last_round": {
    "type": "Series C",
    "amount_usd_m": 1400,
    "valuation_usd_m": 14000,
    "date": "2026-01-14",
    "lead": [
     "SoftBank"
    ],
    "investors": [
     "Nvidia",
     "Macquarie Capital",
     "Jeff Bezos"
    ],
    "source": "https://www.businesswire.com/news/home/20260114335623/en/Skild-AI-Raises-%241.4B-Now-Valued-Over-%2414B"
   },
   "ex": [
    "CMU"
   ],
   "investors": [
    "Lightspeed",
    "Coatue",
    "SoftBank",
    "Jeff Bezos",
    "Sequoia",
    "Menlo Ventures",
    "General Catalyst",
    "CRV",
    "Nvidia",
    "Macquarie Capital"
   ],
   "leads": [
    "Coatue",
    "Jeff Bezos",
    "Lightspeed",
    "SoftBank"
   ],
   "region": "North America",
   "valuation_usd_m": 14000,
   "valuation_kind": "reported"
  },
  {
   "id": "poolside",
   "name": "Poolside",
   "aliases": [],
   "url": "https://www.poolside.ai",
   "founded": 2023,
   "hq": {
    "city": "San Francisco",
    "country": "US"
   },
   "topic": "coding",
   "thesis": "Code-specialised foundation models trained with RL from code execution; open-weight Laguna models; the Model Factory training stack.",
   "founders": [
    {
     "name": "Jason Warner",
     "ex": "GitHub"
    },
    {
     "name": "Eiso Kant",
     "ex": "Athenian"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Licence + investment",
      "amount_usd_m": 1000,
      "valuation_usd_m": 12000,
      "date": "2026-08-20",
      "lead": [
       "Nvidia"
      ],
      "investors": [],
      "source": "https://www.saastr.com/20vc-x-saastr-nvidia-pays-6b-for-poolsides-model-factory-openai-has-to-go-public-in-2027-and-why-9b-no-longer-clears-the-bar-for-seed/",
      "note": "Nvidia pays $6B for a non-exclusive licence to Model Factory, hires 109 staff and invests $1B at $12B pre-money; not an acquisition"
     }
    ],
    "other_investors": [],
    "total_usd_m": 1000
   },
   "status": "licensed",
   "tier": "category",
   "product": "Open-weight Laguna coding models.",
   "notes": null,
   "talks": null,
   "in_blog": true,
   "sources": [
    {
     "url": "https://www.poolside.ai/",
     "title": "Poolside"
    }
   ],
   "last_round": {
    "type": "Licence + investment",
    "amount_usd_m": 1000,
    "valuation_usd_m": 12000,
    "date": "2026-08-20",
    "lead": [
     "Nvidia"
    ],
    "investors": [],
    "source": "https://www.saastr.com/20vc-x-saastr-nvidia-pays-6b-for-poolsides-model-factory-openai-has-to-go-public-in-2027-and-why-9b-no-longer-clears-the-bar-for-seed/",
    "note": "Nvidia pays $6B for a non-exclusive licence to Model Factory, hires 109 staff and invests $1B at $12B pre-money; not an acquisition"
   },
   "ex": [
    "GitHub",
    "Athenian"
   ],
   "investors": [
    "Nvidia"
   ],
   "leads": [
    "Nvidia"
   ],
   "region": "North America",
   "valuation_usd_m": 12000,
   "valuation_kind": "reported"
  },
  {
   "id": "thinking-machines",
   "name": "Thinking Machines Lab",
   "aliases": [
    "Thinking Machines",
    "TML"
   ],
   "url": "https://thinkingmachines.ai",
   "founded": 2025,
   "hq": {
    "city": "San Francisco",
    "country": "US"
   },
   "topic": "superintelligence",
   "thesis": "Frontier multimodal models built around human collaboration; open research and a managed fine-tuning API.",
   "founders": [
    {
     "name": "Mira Murati",
     "ex": "OpenAI"
    },
    {
     "name": "John Schulman",
     "ex": "OpenAI"
    },
    {
     "name": "Barret Zoph",
     "ex": "OpenAI"
    },
    {
     "name": "Lilian Weng",
     "ex": "OpenAI"
    },
    {
     "name": "Andrew Tulloch",
     "ex": "Meta"
    },
    {
     "name": "Soumith Chintala",
     "ex": "Meta"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Seed",
      "amount_usd_m": 2000,
      "valuation_usd_m": 12000,
      "date": "2025-07-15",
      "lead": [
       "Andreessen Horowitz"
      ],
      "investors": [
       "Nvidia",
       "AMD",
       "Cisco",
       "Accel",
       "ServiceNow",
       "Jane Street"
      ],
      "source": "https://www.builtinsf.com/articles/thinking-machines-lab-raises-2b-10b-valuation-20250623"
     }
    ],
    "other_investors": [],
    "total_usd_m": 2000
   },
   "status": "api",
   "tier": "frontier",
   "product": "Tinker fine-tuning API, generally available 12 Dec 2025; Inkling open-weight model (Jul 2026).",
   "notes": null,
   "talks": {
    "amount_usd_m": 1000,
    "valuation_usd_m": 40000,
    "date": "2026-09-03",
    "lead": [
     "Accel"
    ],
    "note": "Nvidia weighing ~$2.5B; a $50-60B round collapsed in Jan 2026",
    "source": "https://techcrunch.com/2026/09/03/accel-reportedly-in-talks-to-lead-1b-round-for-thinking-machines-at-40b-valuation/"
   },
   "in_blog": true,
   "sources": [
    {
     "url": "https://thinkingmachines.ai/news/tinker-general-availability/",
     "title": "Tinker general availability"
    },
    {
     "url": "https://valueaddvc.com/blog/thinking-machines-valuation-what-mira-muratis-ai-lab-is-worth-and-who-funded-it",
     "title": "Valuation history"
    }
   ],
   "last_round": {
    "type": "Seed",
    "amount_usd_m": 2000,
    "valuation_usd_m": 12000,
    "date": "2025-07-15",
    "lead": [
     "Andreessen Horowitz"
    ],
    "investors": [
     "Nvidia",
     "AMD",
     "Cisco",
     "Accel",
     "ServiceNow",
     "Jane Street"
    ],
    "source": "https://www.builtinsf.com/articles/thinking-machines-lab-raises-2b-10b-valuation-20250623"
   },
   "ex": [
    "OpenAI",
    "Meta"
   ],
   "investors": [
    "Andreessen Horowitz",
    "Nvidia",
    "AMD",
    "Cisco",
    "Accel",
    "ServiceNow",
    "Jane Street"
   ],
   "leads": [
    "Andreessen Horowitz"
   ],
   "region": "North America",
   "valuation_usd_m": 12000,
   "valuation_kind": "reported"
  },
  {
   "id": "cognition",
   "name": "Cognition",
   "aliases": [],
   "url": "https://cognition.com",
   "founded": 2023,
   "hq": {
    "city": "San Francisco",
    "country": "US"
   },
   "topic": "coding",
   "thesis": "Devin, the autonomous software engineer; the blog's counterexample to a rigid talent-capital-customers order.",
   "founders": [
    {
     "name": "Scott Wu",
     "ex": null
    },
    {
     "name": "Walden Yan",
     "ex": null
    },
    {
     "name": "Steven Hao",
     "ex": null
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Series A",
      "amount_usd_m": 21,
      "valuation_usd_m": null,
      "date": "2024-03-12",
      "lead": [
       "Founders Fund"
      ],
      "investors": [],
      "source": "https://cognition.com/blog/introducing-devin"
     },
     {
      "type": "Series C",
      "amount_usd_m": 400,
      "valuation_usd_m": 10200,
      "date": "2025-09-08",
      "lead": [
       "Founders Fund"
      ],
      "investors": [
       "Lux Capital",
       "8VC",
       "Elad Gil",
       "Bain Capital Ventures"
      ],
      "source": "https://cognition.com/blog/funding-growth-and-the-next-frontier-of-ai-coding-agents"
     }
    ],
    "other_investors": [],
    "total_usd_m": 421
   },
   "status": "product",
   "tier": "category",
   "product": "Devin, early access Mar 2024.",
   "notes": null,
   "talks": null,
   "in_blog": true,
   "sources": [
    {
     "url": "https://cognition.com/blog/introducing-devin",
     "title": "Introducing Devin"
    }
   ],
   "last_round": {
    "type": "Series C",
    "amount_usd_m": 400,
    "valuation_usd_m": 10200,
    "date": "2025-09-08",
    "lead": [
     "Founders Fund"
    ],
    "investors": [
     "Lux Capital",
     "8VC",
     "Elad Gil",
     "Bain Capital Ventures"
    ],
    "source": "https://cognition.com/blog/funding-growth-and-the-next-frontier-of-ai-coding-agents"
   },
   "ex": [],
   "investors": [
    "Founders Fund",
    "Lux Capital",
    "8VC",
    "Elad Gil",
    "Bain Capital Ventures"
   ],
   "leads": [
    "Founders Fund"
   ],
   "region": "North America",
   "valuation_usd_m": 10200,
   "valuation_kind": "reported"
  },
  {
   "id": "typesafe-ai",
   "name": "TypeSafe AI",
   "aliases": [
    "TypeSafe"
   ],
   "url": "https://typesafe.ai",
   "founded": 2024,
   "hq": {
    "city": "San Francisco",
    "country": "US"
   },
   "topic": "architectures",
   "thesis": "Machine-native, composable AI: Jev, a 'System One' model priced per billion tokens, 100x cheaper than LLMs.",
   "founders": [
    {
     "name": "Diogo Almeida",
     "ex": "OpenAI"
    },
    {
     "name": "Erik Gafni",
     "ex": null
    },
    {
     "name": "Sasha Sheng",
     "ex": null
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Seed",
      "amount_usd_m": 40,
      "valuation_usd_m": null,
      "date": "2026-09-15",
      "lead": [
       "DCVC"
      ],
      "investors": [],
      "source": "https://www.businesswire.com/news/home/20260915525333/en/TypeSafe-AI-Emerges-From-Stealth-With-%2440M-in-Funding-With-New-Model-for-Composable-AI"
     },
     {
      "type": "Series A",
      "amount_usd_m": 870,
      "valuation_usd_m": 7500,
      "date": "2026-10-09",
      "lead": [
       "Andreessen Horowitz"
      ],
      "investors": [],
      "source": "https://techcrunch.com/2026/10/09/the-maker-of-non-text-ai-model-jev-valued-at-7-5b-just-weeks-after-launch",
      "note": "Reported by TechCrunch and Bloomberg 24 days after the seed; a16z published its investment note"
     }
    ],
    "other_investors": [],
    "total_usd_m": 910
   },
   "status": "api",
   "tier": "category",
   "product": "Jev model, launched with the round.",
   "notes": null,
   "talks": null,
   "in_blog": false,
   "sources": [
    {
     "url": "https://techstartups.com/2026/09/16/typesafe-ai-an-ai-startup-founded-by-chatgpt-co-inventor-emerges-from-stealth-with-40m-to-build-ai-thats-100x-faster-and-cheaper/",
     "title": "techstartups"
    },
    {
     "url": "https://a16z.com/announcement/investing-in-typesafe-ai",
     "title": "Investing in TypeSafe AI (a16z)"
    }
   ],
   "last_round": {
    "type": "Series A",
    "amount_usd_m": 870,
    "valuation_usd_m": 7500,
    "date": "2026-10-09",
    "lead": [
     "Andreessen Horowitz"
    ],
    "investors": [],
    "source": "https://techcrunch.com/2026/10/09/the-maker-of-non-text-ai-model-jev-valued-at-7-5b-just-weeks-after-launch",
    "note": "Reported by TechCrunch and Bloomberg 24 days after the seed; a16z published its investment note"
   },
   "ex": [
    "OpenAI"
   ],
   "investors": [
    "DCVC",
    "Andreessen Horowitz"
   ],
   "leads": [
    "Andreessen Horowitz",
    "DCVC"
   ],
   "region": "North America",
   "valuation_usd_m": 7500,
   "valuation_kind": "reported"
  },
  {
   "id": "general-intuition",
   "name": "General Intuition",
   "aliases": [],
   "url": "https://www.generalintuition.com",
   "founded": 2025,
   "hq": {
    "city": "New York",
    "country": "US"
   },
   "topic": "world-models",
   "thesis": "Action and world models trained on Medal's two billion gameplay videos, for agents that need spatial and temporal reasoning.",
   "founders": [
    {
     "name": "Pim de Witte",
     "ex": "Medal"
    },
    {
     "name": "Eloi Alonso",
     "ex": "Geneva"
    },
    {
     "name": "Vincent Micheli",
     "ex": "Geneva"
    },
    {
     "name": "Adam Jelley",
     "ex": "Edinburgh"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Seed",
      "amount_usd_m": 134,
      "valuation_usd_m": null,
      "date": "2025-10-13",
      "lead": [
       "Khosla Ventures"
      ],
      "investors": [
       "General Catalyst",
       "Raine"
      ],
      "source": "https://www.instagram.com/p/DP65DtgETEE/"
     },
     {
      "type": "Series A",
      "amount_usd_m": 320,
      "valuation_usd_m": 2300,
      "date": "2026-06-25",
      "lead": [
       "Khosla Ventures"
      ],
      "investors": [],
      "source": "https://www.linkedin.com/posts/victorknaap_physical-ai-from-holland-today-general-activity-7475985477406380032-DZiU"
     },
     {
      "type": "Series B",
      "amount_usd_m": 220,
      "valuation_usd_m": 6200,
      "date": "2026-09-30",
      "lead": [],
      "investors": [],
      "source": "https://finsmes.com/2026/09/general-intuition-raises-usd220m-in-funding-at-usd-6-2-billion-valuation.html"
     }
    ],
    "other_investors": [],
    "total_usd_m": 674
   },
   "status": "research",
   "tier": "category",
   "product": null,
   "notes": null,
   "in_blog": false,
   "sources": [
    {
     "url": "https://cleverhack.com/neolab-and-emerging-ai-lab-tracker",
     "title": "cleverhack tracker"
    }
   ],
   "last_round": {
    "type": "Series B",
    "amount_usd_m": 220,
    "valuation_usd_m": 6200,
    "date": "2026-09-30",
    "lead": [],
    "investors": [],
    "source": "https://finsmes.com/2026/09/general-intuition-raises-usd220m-in-funding-at-usd-6-2-billion-valuation.html"
   },
   "ex": [
    "Medal",
    "Geneva",
    "Edinburgh"
   ],
   "investors": [
    "Khosla Ventures",
    "General Catalyst",
    "Raine"
   ],
   "leads": [
    "Khosla Ventures"
   ],
   "region": "North America",
   "valuation_usd_m": 6200,
   "valuation_kind": "reported"
  },
  {
   "id": "hark",
   "name": "Hark",
   "aliases": [],
   "url": "https://hark.com",
   "founded": 2026,
   "hq": {
    "city": "San Jose",
    "country": "US"
   },
   "topic": "human-centric",
   "thesis": "Personalised multimodal AI and bespoke hardware as a new interface to computing; secretive.",
   "founders": [
    {
     "name": "Brett Adcock",
     "ex": "Figure"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Series A",
      "amount_usd_m": 700,
      "valuation_usd_m": 6000,
      "date": "2026-05-21",
      "lead": [
       "Parkway"
      ],
      "investors": [
       "Nvidia",
       "AMD",
       "ARK Invest",
       "Brookfield",
       "Intel",
       "Qualcomm",
       "Salesforce Ventures"
      ],
      "source": "https://www.newcomer.co/p/the-abrupt-fall-of-situational-awareness",
      "note": "Round filled largely by strategics"
     }
    ],
    "other_investors": [],
    "total_usd_m": 700
   },
   "status": "product",
   "tier": "category",
   "product": "A privacy-focused AI personal assistant, released 6 Oct 2026.",
   "notes": null,
   "talks": null,
   "in_blog": false,
   "sources": [
    {
     "url": "https://www.newcomer.co/p/the-abrupt-fall-of-situational-awareness",
     "title": "Newcomer on Hark and vendor financing"
    },
    {
     "url": "https://techcrunch.com/2026/10/06/hark-releases-an-ai-personal-assistant-with-a-focus-on-privacy",
     "title": "Hark releases an AI personal assistant (TechCrunch)"
    }
   ],
   "last_round": {
    "type": "Series A",
    "amount_usd_m": 700,
    "valuation_usd_m": 6000,
    "date": "2026-05-21",
    "lead": [
     "Parkway"
    ],
    "investors": [
     "Nvidia",
     "AMD",
     "ARK Invest",
     "Brookfield",
     "Intel",
     "Qualcomm",
     "Salesforce Ventures"
    ],
    "source": "https://www.newcomer.co/p/the-abrupt-fall-of-situational-awareness",
    "note": "Round filled largely by strategics"
   },
   "ex": [
    "Figure"
   ],
   "investors": [
    "Parkway",
    "Nvidia",
    "AMD",
    "ARK Invest",
    "Brookfield",
    "Intel",
    "Qualcomm",
    "Salesforce Ventures"
   ],
   "leads": [
    "Parkway"
   ],
   "region": "North America",
   "valuation_usd_m": 6000,
   "valuation_kind": "reported"
  },
  {
   "id": "physical-intelligence",
   "name": "Physical Intelligence",
   "aliases": [],
   "url": "https://www.physicalintelligence.company",
   "founded": 2024,
   "hq": {
    "city": "San Francisco",
    "country": "US"
   },
   "topic": "robotics",
   "thesis": "General-purpose robot policies (pi0 and successors) released as open weights.",
   "founders": [
    {
     "name": "Karol Hausman",
     "ex": "Google DeepMind"
    },
    {
     "name": "Sergey Levine",
     "ex": "UC Berkeley"
    },
    {
     "name": "Chelsea Finn",
     "ex": "Stanford"
    },
    {
     "name": "Brian Ichter",
     "ex": "Google DeepMind"
    },
    {
     "name": "Lachy Groom",
     "ex": "Stripe"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Series A",
      "amount_usd_m": 400,
      "valuation_usd_m": 2400,
      "date": "2024-11-04",
      "lead": [
       "Jeff Bezos",
       "Thrive Capital",
       "Lux Capital"
      ],
      "investors": [
       "OpenAI",
       "Sequoia"
      ],
      "source": "https://valueaddvc.com/blog/physical-intelligence-valuation-2026-robot-foundation-models"
     },
     {
      "type": "Series B",
      "amount_usd_m": 600,
      "valuation_usd_m": 5600,
      "date": "2025-11-20",
      "lead": [],
      "investors": [
       "OpenAI",
       "Nvidia",
       "Jeff Bezos"
      ],
      "source": "https://valueaddvc.com/blog/physical-intelligence-valuation-2026-robot-foundation-models"
     }
    ],
    "other_investors": [],
    "total_usd_m": 1000
   },
   "status": "open-model",
   "tier": "category",
   "product": null,
   "notes": null,
   "talks": {
    "amount_usd_m": 1000,
    "valuation_usd_m": 11000,
    "date": "2026-03-01",
    "lead": [],
    "note": "Reported discussions above $11B",
    "source": "https://www.teahose.com/guides/physical-intelligence-valuation"
   },
   "in_blog": true,
   "sources": [
    {
     "url": "https://valueaddvc.com/blog/physical-intelligence-valuation-2026-robot-foundation-models",
     "title": "Valuation history"
    },
    {
     "url": "https://www.teahose.com/guides/physical-intelligence-valuation",
     "title": "$11B talks"
    }
   ],
   "last_round": {
    "type": "Series B",
    "amount_usd_m": 600,
    "valuation_usd_m": 5600,
    "date": "2025-11-20",
    "lead": [],
    "investors": [
     "OpenAI",
     "Nvidia",
     "Jeff Bezos"
    ],
    "source": "https://valueaddvc.com/blog/physical-intelligence-valuation-2026-robot-foundation-models"
   },
   "ex": [
    "Google DeepMind",
    "UC Berkeley",
    "Stanford",
    "Stripe"
   ],
   "investors": [
    "Jeff Bezos",
    "Thrive Capital",
    "Lux Capital",
    "OpenAI",
    "Sequoia",
    "Nvidia"
   ],
   "leads": [
    "Jeff Bezos",
    "Lux Capital",
    "Thrive Capital"
   ],
   "region": "North America",
   "valuation_usd_m": 5600,
   "valuation_kind": "reported"
  },
  {
   "id": "ineffable-intelligence",
   "name": "Ineffable Intelligence",
   "aliases": [
    "Ineffable"
   ],
   "url": "https://www.ineffable.ai",
   "founded": 2026,
   "hq": {
    "city": "London",
    "country": "UK"
   },
   "topic": "self-improving",
   "thesis": "Superlearner AI that learns from experience through reinforcement learning rather than human data; a deliberately long research horizon.",
   "founders": [
    {
     "name": "David Silver",
     "ex": "Google DeepMind"
    },
    {
     "name": "Wojciech Czarnecki",
     "ex": "Google DeepMind"
    },
    {
     "name": "Lasse Espeholt",
     "ex": "Google DeepMind"
    },
    {
     "name": "Junhyuk Oh",
     "ex": "Google DeepMind"
    },
    {
     "name": "Alex Laterre",
     "ex": "InstaDeep"
    },
    {
     "name": "Chris Apps",
     "ex": "Google DeepMind"
    },
    {
     "name": "Heather Gorham",
     "ex": "Google DeepMind"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Seed",
      "amount_usd_m": 1100,
      "valuation_usd_m": 5100,
      "date": "2026-04-27",
      "lead": [
       "Sequoia",
       "Lightspeed"
      ],
      "investors": [
       "Nvidia",
       "Google"
      ],
      "source": "https://techcrunch.com/2026/04/27/deepminds-david-silver-just-raised-1-1b-to-build-an-ai-that-learns-without-human-data/",
      "note": "Europe's largest seed round"
     }
    ],
    "other_investors": [],
    "total_usd_m": 1100
   },
   "status": "research",
   "tier": "frontier",
   "product": null,
   "notes": null,
   "talks": null,
   "in_blog": true,
   "sources": [
    {
     "url": "https://www.cnbc.com/2026/04/27/deepmind-ineffable-intelligence-record-seed-funding-nvidia-google.html",
     "title": "CNBC"
    },
    {
     "url": "https://www.ineffable.ai/",
     "title": "Ineffable"
    }
   ],
   "last_round": {
    "type": "Seed",
    "amount_usd_m": 1100,
    "valuation_usd_m": 5100,
    "date": "2026-04-27",
    "lead": [
     "Sequoia",
     "Lightspeed"
    ],
    "investors": [
     "Nvidia",
     "Google"
    ],
    "source": "https://techcrunch.com/2026/04/27/deepminds-david-silver-just-raised-1-1b-to-build-an-ai-that-learns-without-human-data/",
    "note": "Europe's largest seed round"
   },
   "ex": [
    "Google DeepMind",
    "InstaDeep"
   ],
   "investors": [
    "Sequoia",
    "Lightspeed",
    "Nvidia",
    "Google"
   ],
   "leads": [
    "Lightspeed",
    "Sequoia"
   ],
   "region": "Europe",
   "valuation_usd_m": 5100,
   "valuation_kind": "reported"
  },
  {
   "id": "world-labs",
   "name": "World Labs",
   "aliases": [],
   "url": "https://www.worldlabs.ai",
   "founded": 2024,
   "hq": {
    "city": "San Francisco",
    "country": "US"
   },
   "topic": "world-models",
   "thesis": "Spatial intelligence: large world models that generate explorable 3D worlds. Marble is the first product.",
   "founders": [
    {
     "name": "Fei-Fei Li",
     "ex": "Stanford"
    },
    {
     "name": "Justin Johnson",
     "ex": "Michigan"
    },
    {
     "name": "Ben Mildenhall",
     "ex": "Google DeepMind"
    },
    {
     "name": "Christoph Lassner",
     "ex": "Meta"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Series A",
      "amount_usd_m": 230,
      "valuation_usd_m": 1000,
      "date": "2024-09-13",
      "lead": [
       "Andreessen Horowitz",
       "NEA",
       "Radical Ventures"
      ],
      "investors": [
       "Nvidia",
       "AMD",
       "Autodesk"
      ],
      "source": "https://www.worldlabs.ai/blog/funding-2026"
     },
     {
      "type": "Series B",
      "amount_usd_m": 1000,
      "valuation_usd_m": 5000,
      "date": "2026-02-18",
      "lead": [],
      "investors": [
       "Autodesk",
       "Cisco"
      ],
      "source": "https://www.worldlabs.ai/blog/funding-2026",
      "note": "Valuation about $5B per Bloomberg; not disclosed by the company"
     }
    ],
    "other_investors": [],
    "total_usd_m": 1230
   },
   "status": "acquired",
   "tier": "category",
   "product": "Marble world model, launched Nov 2025.",
   "notes": "AMD agreed to acquire World Labs for $8.2B, announced 28 Sep 2026; pending close.",
   "talks": null,
   "in_blog": true,
   "sources": [
    {
     "url": "https://www.worldlabs.ai/blog/marble-world-model",
     "title": "Marble"
    },
    {
     "url": "https://finance.yahoo.com/news/fei-fei-lis-world-labs-181347025.html",
     "title": "$5B talks"
    },
    {
     "url": "https://techcrunch.com/2026/09/28/amd-will-acquire-fei-fei-lis-world-labs-for-8-2-billion",
     "title": "AMD will acquire World Labs for $8.2B (TechCrunch)"
    },
    {
     "url": "https://newsroom.amd.com/news/amd-acquire-world-labs",
     "title": "AMD newsroom announcement"
    }
   ],
   "last_round": {
    "type": "Series B",
    "amount_usd_m": 1000,
    "valuation_usd_m": 5000,
    "date": "2026-02-18",
    "lead": [],
    "investors": [
     "Autodesk",
     "Cisco"
    ],
    "source": "https://www.worldlabs.ai/blog/funding-2026",
    "note": "Valuation about $5B per Bloomberg; not disclosed by the company"
   },
   "ex": [
    "Stanford",
    "Michigan",
    "Google DeepMind",
    "Meta"
   ],
   "investors": [
    "Andreessen Horowitz",
    "NEA",
    "Radical Ventures",
    "Nvidia",
    "AMD",
    "Autodesk",
    "Cisco"
   ],
   "leads": [
    "Andreessen Horowitz",
    "NEA",
    "Radical Ventures"
   ],
   "region": "North America",
   "valuation_usd_m": 5000,
   "valuation_kind": "reported"
  },
  {
   "id": "recursive-superintelligence",
   "name": "Recursive Superintelligence",
   "aliases": [
    "RSI"
   ],
   "url": "https://recursive.ai",
   "founded": 2026,
   "hq": {
    "city": "San Francisco",
    "country": "US"
   },
   "topic": "self-improving",
   "thesis": "AI that automates model architecture, training, evaluation and research direction: recursive self-improvement.",
   "founders": [
    {
     "name": "Richard Socher",
     "ex": "Salesforce"
    },
    {
     "name": "Yuandong Tian",
     "ex": "Meta"
    },
    {
     "name": "Tim Rocktäschel",
     "ex": "Google DeepMind"
    },
    {
     "name": "Jeff Clune",
     "ex": "Google DeepMind"
    },
    {
     "name": "Caiming Xiong",
     "ex": "Salesforce"
    },
    {
     "name": "Alexey Dosovitskiy",
     "ex": "Google DeepMind"
    },
    {
     "name": "Josh Tobin",
     "ex": "OpenAI"
    },
    {
     "name": "Tim Shi",
     "ex": "Cresta"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Seed",
      "amount_usd_m": 650,
      "valuation_usd_m": 4650,
      "date": "2026-05-13",
      "lead": [
       "GV (Google Ventures)",
       "Greycroft"
      ],
      "investors": [
       "Nvidia",
       "AMD"
      ],
      "source": "https://siliconangle.com/2026/05/13/recursive-superintelligence-raises-650m-build-self-improving-ai-models/"
     }
    ],
    "other_investors": [],
    "total_usd_m": 650
   },
   "status": "research",
   "tier": "frontier",
   "product": null,
   "notes": "Committed $410M of the raise to a multi-year AWS compute deal (Jul 2026).",
   "talks": null,
   "in_blog": false,
   "sources": [
    {
     "url": "https://techcrunch.com/2026/07/28/recursive-superintelligence-signs-400-compute-deal-with-amazon/",
     "title": "AWS compute deal"
    },
    {
     "url": "https://thenextweb.com/news/recursive-superintelligence-self-improving-ai-funding",
     "title": "TNW"
    }
   ],
   "last_round": {
    "type": "Seed",
    "amount_usd_m": 650,
    "valuation_usd_m": 4650,
    "date": "2026-05-13",
    "lead": [
     "GV (Google Ventures)",
     "Greycroft"
    ],
    "investors": [
     "Nvidia",
     "AMD"
    ],
    "source": "https://siliconangle.com/2026/05/13/recursive-superintelligence-raises-650m-build-self-improving-ai-models/"
   },
   "ex": [
    "Salesforce",
    "Meta",
    "Google DeepMind",
    "OpenAI",
    "Cresta"
   ],
   "investors": [
    "GV (Google Ventures)",
    "Greycroft",
    "Nvidia",
    "AMD"
   ],
   "leads": [
    "GV (Google Ventures)",
    "Greycroft"
   ],
   "region": "North America",
   "valuation_usd_m": 4650,
   "valuation_kind": "reported"
  },
  {
   "id": "unconventional-ai",
   "name": "Unconventional AI",
   "aliases": [],
   "url": "https://unconv.ai",
   "founded": 2025,
   "hq": {
    "city": "San Francisco",
    "country": "US"
   },
   "topic": "compute",
   "thesis": "Brain-inspired analog and neuromorphic compute substrates to escape the scaling crunch of digital GPUs.",
   "founders": [
    {
     "name": "Naveen Rao",
     "ex": "Databricks"
    },
    {
     "name": "Michael Carbin",
     "ex": "MIT"
    },
    {
     "name": "Sara Achour",
     "ex": "Stanford"
    },
    {
     "name": "MeeLan Lee",
     "ex": "Qualcomm"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Seed",
      "amount_usd_m": 475,
      "valuation_usd_m": 4500,
      "date": "2025-12-08",
      "lead": [],
      "investors": [],
      "source": "https://www.datacenterdynamics.com/en/news/neuromorphic-compute-startup-unconventional-ai-raises-475m-in-seed-funding/"
     }
    ],
    "other_investors": [],
    "total_usd_m": 475
   },
   "status": "research",
   "tier": "frontier",
   "product": null,
   "notes": null,
   "talks": {
    "amount_usd_m": 1000,
    "valuation_usd_m": 5000,
    "date": "2026-06-25",
    "lead": [],
    "note": "Reported talks to raise $1B at $5B",
    "source": "https://www.datacenterdynamics.com/en/news/neuromorphic-compute-startup-unconventional-ai-raises-475m-in-seed-funding/"
   },
   "in_blog": true,
   "sources": [
    {
     "url": "https://www.datacenterdynamics.com/en/news/neuromorphic-compute-startup-unconventional-ai-raises-475m-in-seed-funding/",
     "title": "DCD"
    }
   ],
   "last_round": {
    "type": "Seed",
    "amount_usd_m": 475,
    "valuation_usd_m": 4500,
    "date": "2025-12-08",
    "lead": [],
    "investors": [],
    "source": "https://www.datacenterdynamics.com/en/news/neuromorphic-compute-startup-unconventional-ai-raises-475m-in-seed-funding/"
   },
   "ex": [
    "Databricks",
    "MIT",
    "Stanford",
    "Qualcomm"
   ],
   "investors": [],
   "leads": [],
   "region": "North America",
   "valuation_usd_m": 4500,
   "valuation_kind": "reported"
  },
  {
   "id": "humans-and",
   "name": "Humans&",
   "aliases": [
    "humans&",
    "Humans and"
   ],
   "url": "https://humansand.ai",
   "founded": 2025,
   "hq": {
    "city": "San Francisco",
    "country": "US"
   },
   "topic": "human-centric",
   "thesis": "A human-centric frontier lab: models that infer intent and long-term preferences and centre people and their relationships.",
   "founders": [
    {
     "name": "Eric Zelikman",
     "ex": "xAI"
    },
    {
     "name": "Georges Harik",
     "ex": "Google DeepMind"
    },
    {
     "name": "Noah Goodman",
     "ex": "Stanford"
    },
    {
     "name": "Andi Peng",
     "ex": "Anthropic"
    },
    {
     "name": "Yuchen He",
     "ex": "Meta"
    }
   ],
   "funding": {
    "rounds": [
     {
      "type": "Seed",
      "amount_usd_m": 480,
      "valuation_usd_m": 4480,
      "date": "2026-01-20",
      "lead": [],
      "investors": [
       "Nvidia",
       "Jeff Bezos",
       "GV (Google Ventures)",
       "Ron Conway"
      ],
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   "url": "https://generalistai.com",
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   "topic": "robotics",
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      "lead": [
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      "source": "https://www.clay.com/dossier/sakana-ai-funding"
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      "investors": [
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}