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Watercolor portrait of Barret Zoph

Barret Zoph

Vice President of Research, Google DeepMind

Automated network design at Google Brain, led OpenAI post-training, co-founded Thinking Machines; now at Google DeepMind.

Barret Zoph joined Google Brain in 2016 and made a name automating the design of neural networks. "Neural Architecture Search with Reinforcement Learning," posted with Quoc Le in November 2016, trained a recurrent network to propose network designs and rewarded it by how accurate the resulting models were; the designs it found matched the best hand-built image and language models. In January 2021 Zoph co-wrote the Switch Transformers paper with William Fedus and Noam Shazeer, which routed each token to one expert in a sparse mixture-of-experts model and scaled it past a trillion parameters.

Zoph moved to OpenAI in 2022 and led post-training, the stage that turns a pretrained model into a chat assistant; the o1 system card lists Zoph among its executive leadership. On 25 September 2024, the day Mira Murati resigned, Sam Altman announced that Zoph, then a vice president of research, and chief research officer Bob McGrew were leaving too. Zoph called it a "natural point for me to explore new opportunities outside of OpenAI." In February 2025 Zoph became chief technology officer of Murati's Thinking Machines Lab.

The exit from Thinking Machines is disputed. On 14 January 2026 Murati posted "We have parted ways with Barret Zoph" and named Soumith Chintala CTO. Within the hour OpenAI's Fidji Simo announced that Zoph, co-founder Luke Metz and Sam Schoenholz were rejoining OpenAI, a move "in the works for several weeks." Murati told staff that Zoph had been fired for "unethical conduct," and sources close to Thinking Machines told Wired that Zoph had shared confidential information with rivals. Simo told OpenAI staff that the company did not share those concerns. Zoph's account, reported by the Wall Street Journal, was that the dismissal came only after Murati learned of Zoph's plan to leave. Back at OpenAI, Zoph led enterprise sales for about five months and left in June 2026. In August 2026 Google said Zoph would join as a vice president of research, bringing "RL and post-training expertise to Gemini."

Known for

Neural architecture search (2016)

With Quoc Le, used reinforcement learning to search for network designs instead of hand-crafting them; the line of work produced NASNet and fed into later automatically designed models such as EfficientNet.

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Switch Transformers (2021)

With William Fedus and Noam Shazeer, simplified mixture-of-experts routing so that each token goes to a single expert, reaching trillion-parameter models at the compute cost of much smaller dense ones.

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Post-training at OpenAI

Led the team that fine-tuned OpenAI's pretrained models into ChatGPT and its successors, and is listed in the executive leadership of the o1 reasoning model.

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Career

  1. 2016-2022

    Google Brain

    Research scientist

  2. 2022-2024

    OpenAI

    Post-training lead, then vice president of research

  3. 2025-2026

    Thinking Machines Lab

    Co-founder and chief technology officer

  4. 2026

    OpenAI

    Leader of enterprise AI sales

  5. 2026-present

    Google DeepMind

    Vice president of research

Sources

Last verified 2026-09-25.

  1. Zoph and Le, Neural Architecture Search with Reinforcement Learning (arXiv, November 2016)
  2. Fedus, Zoph and Shazeer, Switch Transformers (arXiv, January 2021)
  3. OpenAI o1 System Card (arXiv, December 2024)
  4. OpenAI CTO Mira Murati announces she's leaving the company (CNBC, September 2024)
  5. Mira Murati's startup Thinking Machines Lab is losing two of its co-founders to OpenAI (TechCrunch, January 2026)
  6. Former OpenAI CTO Mira Murati's AI startup Thinking Machines suffers wave of defections (Fortune, January 2026)
  7. Sam Altman is tearing apart his former colleague's startup (Gizmodo, January 2026)
  8. Barret Zoph joining Google DeepMind as research VP (Quartz via Yahoo Finance, August 2026)
  9. Barret Zoph, the Thinking Machines co-founder ousted before joining OpenAI, is now at Google (TechCrunch, August 2026)

AI-generated watercolor interpretation based on a reference photograph. Photo reference: Stanford HAI.

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