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Jeff Dean leaving Alphabet

摘要

纽约时报报道,Google 首席科学家 Jeff Dean 与 Quoc Le、Oriol Vinyals、Sanjay Ghemawat 四位顶级研究员离职,成立新创企 Discovery Loop,专注递归自我改进 AI,目标让 AI 自主加速科研与硬件设计。公司获 Radical Ventures、Khosla Ventures 及 Alphabet 种子投资,Alphabet 还承诺提供至少一年算力。文章回顾了 Jeff Dean 在 Google 的历程(MapReduce、BigTable、Google Brain 等),并指出近年 Google 在 AI 竞赛中落后于 OpenAI、Anthropic,人才持续流失。新公司将以公共利益公司形式运营。

荐读理由

这篇报道揭示了一个明确的技术方向——递归自我改进AI正成为硅谷新创企的焦点,且顶级研究员用脚投票离开大厂,说明该方向可能比当前主流路线更有潜力。你可以据此调整对AI技术趋势的预判,并关注Discovery Loop后续公开的技术细节,作为评估自研项目是否切入该方向的参考。

原文

Four Top Google A.I. Researchers Form New Start-Up

Jeff Dean, who for years was one of Google’s most important executives, is leading the new artificial intelligence company with the backing of Google.

Listen · 7:48 min

Four men pose on a patio for a photo.

Quoc V. Le, left, Oriol Vinyals, Jeff Dean and Sanjay Ghemawat are leaving Google to start a new A.I. company called Discovery Loop.Credit...Jason Henry for The New York Times

Aug. 5, 2026, 12:00 p.m. ET

Jeff Dean, Google’s chief scientist, and three other artificial intelligence researchers are leaving the company to form their own start-up, a move that exposes the changing power structure inside Google and shows there is still plenty of venture money willing to back new A.I. ideas.

Dr. Dean, Google’s 30th employee, is widely regarded as one of the most important figures in the history of the company. He played a key role in creating the global computer network powering its search business and was one of the company’s early leaders in A.I. research.

His profile inside Google appeared to wane in recent years as other executives, including the co-founder Sergey Brin, asserted control over Google’s all-in bet on A.I. But Dr. Dean remained one of the key engineers driving the creation of the company’s most important technologies.

His new company, called Discovery Loop, joins a growing list of prominent start-ups chasing a goal that has obsessed Silicon Valley researchers for decades. Dr. Dean and his collaborators want to build A.I. that can improve itself with little or no help from humans.

They believe that this mind-bending process, called recursive self-improvement, can significantly accelerate the development of A.I. The same techniques, they say, can then help design new kinds of computer hardware, discover new drugs, create new materials and speed other forms of scientific discovery.

“We think there is opportunity for A.I. to more fully automate what has traditionally been a very human-intensive experimental loop,” Dr. Dean said in an interview at his home in Silicon Valley. “You will get both a higher quantity and a higher quality of experiments, and that will lead to scientific breakthroughs and advances.”

As Google battles to match the A.I. delivered by smaller companies like OpenAI and Anthropic, prominent researchers, lured by a deep pool of venture funding and the chance to run their own companies, continue to leave the tech giant.

Over the past year, Google lost several top researchers, including Peter Norvig, who spent 25 years as Google’s head of research, to A.I. start-ups such as Recursive Superintelligence, one of the many other companies focused on recursive self-improvement.

“It is just a very different environment inside a start-up. It is much more fast-paced and focused,” said Tim Rocktäschel, who left Google earlier this year to help found Recursive Superintelligence. “You are a smaller team. There is much less bureaucracy and politics.”

Dr. Dean led the creation of Google Brain, an A.I. research lab that drove an industrywide push toward artificial intelligence.Credit...Elijah Nouvelage/EPA-EFE, via Shutterstock

Dr. Dean, 58, expected to leave Google in the next few days for his new job as the start-up’s chief executive. He will be joined by Sanjay Ghemawat, his close collaborator of more than two decades; Quoc Le, whose research helped inspire the creation of today’s A.I. chatbots; and Oriol Vinyals, who had overseen the design of Google’s chatbot technologies with Dr. Dean since 2023.

The new company is backed by seed funding from Radical Ventures, Khosla Ventures and several Silicon Valley investors, including Google’s parent company. The departing Google researchers declined to reveal how much money their start-up has raised, but they appear to be leaving Google on good terms. Google’s parent company, Alphabet, has also agreed to provide the computing power they need to build their A.I. technologies for at least the next year, Dr. Dean said.

“Over 27 years, Jeff and Sanjay helped to drive some of the most significant technology transitions, from our early search infrastructure to the neural networks that helped create the modern A.I. era,” Google’s chief executive, Sundar Pichai, said in a statement. “On a personal note, it’s been a privilege to work alongside Jeff and Sanjay.”

Google will collaborate with the new start-up, Mr. Pichai said.

Dr. Vinyals said he believed it was important to have the freedom to shape their own company. “Having extreme focus is very powerful,” he said in an interview. “The ultimate form of extreme focus is when it is the only thing that matters — when it aligns with the mission of the company.”

Dr. Dean joined Google in 1999. Along with Dr. Ghemawat and others, he designed the enormously complex software systems that allowed Google’s search engine to reliably and efficiently respond to search queries from billions of people across the world.

With names like MapReduce, BigTable and Spanner, these systems served as a template for the rest of the industry, showing companies like Amazon and Meta how to juggle traffic from a global audience. Dr. Dean and Dr. Ghemawat are the only two Google employees to be named a “senior fellow,” the company’s highest technical honor.

In 2011, Dr. Dean led the creation of Google Brain, an A.I. research lab that touched off an industrywide push toward A.I. The lab’s early hires included Dr. Le and Dr. Vinyals, who helped develop a language translation technology, later called Google Translate, that proved to be a significant milestone in the race to A.I.

But after Google’s team of researchers, including Dr. Le and Dr. Vinyals, helped to pioneer the technology that drives today’s chatbots, the company was slow to realize its potential. Months after OpenAI released ChatGPT, jump-starting the A.I. boom in late 2022, the tech giant merged Google Brain with DeepMind, its London-based research lab.

The DeepMind founder Demis Hassabis led the new lab, called Google DeepMind, while Dr. Dean and Dr. Vinyals oversaw the design of Gemini, the company’s answer to ChatGPT. In 2024, a third pioneering researcher, Noam Shazeer, joined them in this role, before departing the company less than two months ago to join OpenAI.

When Mr. Brin returned to Google, the company accelerated its A.I. work, but its technologies, by some measurements, continue to trail those produced by U.S. start-ups like Anthropic and OpenAI — or even Chinese companies like Moonshot and Z.ai.

As Google has begun to work more closely with the Trump administration, Dr. Dean has been among a number of employees to push back against the government.

Earlier this year, he was one of the few Silicon Valley executives to speak out when federal agents killed protesters in Minneapolis, calling the shootings “absolutely shameful.” He was also among the Google employees who filed a legal brief in support of a suit that Anthropic filed against the Defense Department, after the Pentagon barred government agencies from using the start-up’s technologies.

Dr. Dean said that unlike Google, his new company would operate as a public benefit corporation, or P.B.C., which is a for-profit corporation designed to create public and social good. Anthropic, OpenAI and other A.I. companies have adopted a similar structure.

“There is a lot of good that can be done in the world if we can distribute scientific discoveries broadly,” he said. “We might make decisions that are not necessarily in the company’s purist financial interests.”

Cade Metz is a Times reporter who writes about artificial intelligence, driverless cars, robotics, virtual reality and other emerging areas of technology.

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