# Flapping Airplanes pursues new round at reported $5 billion valuation > Source: > Published: 2026-07-31 19:33:12+00:00 [Ben Spector](https://www.hertzfoundation.org/people/benjamin-spector/?ref=runtimewire), [Asher Spector](https://amspector100.github.io/?ref=runtimewire) and [Aidan Smith](https://aidanjs.com/about?ref=runtimewire) are discussing a new financing that would value their AI research lab, [Flapping Airplanes](https://flappingairplanes.com/?ref=runtimewire), at $5 billion, [Forbes reported on July 31](https://www.forbes.com/sites/rashishrivastava/2026/07/31/ai-startup-flapping-airplanes-is-in-talks-to-raise-funding-at-a-5-billion-valuation/?ref=runtimewire). [Index Ventures](https://www.indexventures.com/?ref=runtimewire) and [Lux Capital](https://www.luxcapital.com/?ref=runtimewire) are leading the talks, with [Kleiner Perkins](https://www.kleinerperkins.com/?ref=runtimewire) participating, according to Forbes, which attributed the details to multiple people familiar with the deal. The proposed financing is in the "hundreds of millions," though the final amount and terms remain unsettled because the round has not closed. A deal at the reported valuation would mark up Flapping Airplanes by more than three times in about six months. The San Francisco research lab raised $180 million in January at a $1.5 billion valuation from [GV](https://www.gv.com/?ref=runtimewire), [Sequoia Capital](https://www.sequoiacap.com/?ref=runtimewire), Index Ventures and [Menlo Ventures](https://menlovc.com/?ref=runtimewire), according to [Harvard's statistics department](https://statistics.fas.harvard.edu/news/2026/02/asher-spector-featured-wall-street-journal?ref=runtimewire). Index described that financing as an investment co-led with GV and Sequoia in its [January 28 announcement](https://www.indexventures.com/perspectives/taking-flight-our-investment-in-flapping-airplanes/?ref=runtimewire). That makes the new talks a rapid test of how aggressively investors will price a founder-led research thesis before it becomes a commercial product. Flapping Airplanes says it is focused on fundamental research and is not currently trying to commercialize its work. ### Three young founders against the scaling consensus The founders started Flapping Airplanes in 2025 around a specific technical objection to the prevailing AI playbook. Frontier models learn from enormous collections of text, images and other human-created data, while people acquire new concepts and skills from far fewer examples. Flapping Airplanes is investigating whether new training architectures and methods can close part of that gap. Ben Spector came to the problem from the overlap between machine learning research and company formation. He earned bachelor's degrees in computer science and mathematics and a master's degree in computer science from MIT before beginning a computer science doctorate at Stanford, according to his [Hertz Foundation profile](https://www.hertzfoundation.org/people/benjamin-spector/?ref=runtimewire). The foundation named him a Hertz Fellow in 2023. While studying, Ben also co-founded Prod, a nonprofit incubator that worked with early founders behind companies including Cursor, Decagon, Etched and Decart. The Hertz Foundation says Prod's companies had raised $25 million under his leadership by 2023. That record gave investors evidence of his ability to identify technical founders before he had built a commercial company of his own. Asher Spector supplied a complementary statistics background. His [personal site](https://amspector100.github.io/?ref=runtimewire) says he graduated from Harvard in 2021, pursued a statistics PhD at Stanford under Emmanuel Candes and worked with researchers at Cursor, Mercor, BlackRock and Novartis after internships at Meta and Bridgewater. [Stanford lists](https://statistics.stanford.edu/people/asher-spector?ref=runtimewire) his graduation year as 2026 and his dissertation as "Topics in Assumption-lean Statistical Inference." Smith brought direct experience at the boundary between software, machine learning and the human brain. A Thiel Fellow who studied at Georgia Tech, Smith says on his [personal site](https://aidanjs.com/about?ref=runtimewire) that he conducted machine learning research and led speech applications at Neuralink. He also worked on Neuralink's website, developed games used by monkeys and helped maintain the Link App. The combination explains why investors have treated Flapping Airplanes as a bet on the founders' research taste rather than a conventional seed-stage business. In a [January investment note](https://sequoiacap.com/article/partnering-with-flapping-airplanes/?ref=runtimewire), Sequoia partner David Cahn called it the "young person's AGI lab" and argued that Flapping Airplanes could recruit creative researchers who might otherwise enter PhD programs, quantitative finance or larger AI labs. ### Capital for research without a product deadline Flapping Airplanes' unusual financing strategy follows directly from its technical strategy. The founders want enough capital to test approaches that may fail without forcing the research toward near-term enterprise contracts. In a [February 16 interview with TechCrunch](https://techcrunch.com/2026/02/16/flapping-airplanes-on-the-future-of-ai-we-want-to-try-really-radically-different-things/?ref=runtimewire), the founders framed the work as an attempt to try "really radically different things," and Asher Spector said Flapping Airplanes did not know when or how it would commercialize. That posture leaves investors underwriting a research objective rather than a demonstrated result. The reported $5 billion valuation would price in the possibility that the founders can turn the data-efficiency thesis into evidence. ### Investors are funding an alternative AI research stack Flapping Airplanes is part of a broader group of heavily financed research-first AI labs built around the view that scaling today's model architectures will eventually encounter technical or economic limits. One close comparison is Ineffable Intelligence, founded by former Google DeepMind researcher David Silver. Ineffable raised $1.1 billion at a $5.1 billion valuation to develop systems that learn through experience instead of relying primarily on human-generated data, [TechCrunch reported on April 27](https://techcrunch.com/2026/04/27/deepminds-david-silver-just-raised-1-1b-to-build-an-ai-that-learns-without-human-data/?ref=runtimewire). The proposed Flapping Airplanes round would put a year-old lab near that valuation despite a different founder profile. Ben and Asher Spector and Smith are selling investors on youth, cross-disciplinary judgment and freedom from the assumptions embedded in established labs. Index's reported move to lead another financing only months after co-leading the seed shows how quickly that founder bet is being repriced. The additional capital would buy Flapping Airplanes more time to recruit researchers and run experiments without a near-term revenue requirement. It would also raise the standard of proof. At $5 billion, the next meaningful milestone cannot be another valuation increase. Flapping Airplanes will eventually have to show that its alternative training ideas produce measurable gains that larger labs cannot easily copy.