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Watercolor portrait of Jeff Dean

Jeff Dean

Co-founder and Chief Executive, Discovery Loop

Built much of Google's infrastructure, co-founded Google Brain and co-led Gemini; left Google in August 2026.

Jeff Dean earned a PhD in computer science at the University of Washington in 1996 and joined Google in 1999, when it had about 20 employees. Over the next decade he co-designed several generations of its crawling, indexing and search-serving systems and, usually with his longtime partner Sanjay Ghemawat, the distributed infrastructure the company ran on: MapReduce (published in 2004), Bigtable, Spanner, protocol buffers and LevelDB.

In 2011 he helped start Google Brain as a project at Google X. In June 2012 he and Andrew Ng reported that a neural network spread across 16,000 processor cores had learned, from unlabeled YouTube frames, to recognize cats without being told what a cat was. Google open-sourced TensorFlow, the team's machine learning system, in November 2015, and Dean was a co-author with Geoffrey Hinton and Oriol Vinyals of the 2015 paper on knowledge distillation. He later ran Google AI and Google Research.

In December 2020 his organization was at the center of Timnit Gebru's departure. In an internal email Dean wrote that her co-authored paper on large language models "didn't meet our bar for publication" because it "ignored too much relevant research," and that she had offered to resign if conditions were not met. Gebru said she had been forced out.

When Google merged Brain with DeepMind in April 2023, Sundar Pichai made Dean Google's Chief Scientist, reporting to him and serving both Google Research and Google DeepMind, and Dean and Oriol Vinyals were named the overall technical leads of Gemini in its December 2023 technical report. On 5 August 2026, after 27 years, he left to co-found Discovery Loop, a public benefit corporation in Palo Alto, with Ghemawat, Vinyals and Quoc Le. It aims to automate the experimental loop of machine learning research, then science and engineering; Google is a founding investor and cloud partner, and Radical Ventures and Khosla Ventures co-led its seed round.

Known for

MapReduce and Google's distributed systems

With Sanjay Ghemawat he designed MapReduce, Bigtable and Spanner, systems that let Google spread computation and storage over thousands of machines.

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Google Brain and TensorFlow

Co-founded the Brain team in 2011, which showed neural networks improving with scale and released TensorFlow as open source in 2015.

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Discovery Loop

The August 2026 start-up he leads, which plans to run thousands of experiments in parallel so that AI systems can propose, test and evaluate research ideas.

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On the record

How close is human-level AI?

Dean said in February 2025 that each generation of models was substantially better than the last and that he did not expect the trend to slow for the next few generations.

“right now the trends are the models are getting substantially better generation over generation. I don't see that slowing down in the next few generations probably.”

Dwarkesh Podcast, with Noam Shazeer, February 2025 (01:12:24), 2025

Career

  1. 1999-2023

    Google

    Engineer, then Senior Fellow and head of Google AI and Google Research

  2. 2011-2023

    Google Brain

    Co-founder and leader

  3. 2023-2026

    Google DeepMind

    Chief Scientist, Google Research and Google DeepMind; Gemini co-technical lead

  4. 2026-present

    Discovery Loop

    Co-founder and Chief Executive

Sources

Last verified 2026-09-24.

  1. Jeff Dean and Noam Shazeer, 25 years at Google (Dwarkesh Podcast, February 2025)
  2. Gemini, a family of highly capable multimodal models (Gemini Team, arXiv, December 2023)
  3. Using large-scale brain simulations for machine learning and A.I. (Jeff Dean and Andrew Ng, Google, June 2012)
  4. MapReduce, simplified data processing on large clusters (Dean and Ghemawat, OSDI 2004)
  5. We read the paper that forced Timnit Gebru out of Google (MIT Technology Review, December 2020)
  6. Google DeepMind, bringing together two world-class AI teams (Sundar Pichai, Google, April 2023)
  7. The next chapter of our AI momentum (Sundar Pichai, Google, August 2026)
  8. Jeff Dean and other top AI researchers are leaving Google to launch their own startup (TechCrunch, August 2026)
  9. The startup idea that convinced a UW computer science legend to leave Google (GeekWire, August 2026)

AI-generated watercolor interpretation based on a reference photograph. Photo: Cmichel67, CC BY-SA 4.0, via Wikimedia Commons. Adapted artwork shared under CC BY-SA 4.0.

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