Researcher

Pieter Abbeel

Pieter Abbeel studies how machines learn to act through demonstrations, feedback, and experience across tasks. He completed his Stanford doctorate with Andrew Ng in 2008 and became a Berkeley professor. His research includes helicopter control and robotic laundry folding, with collaborators and students. He coauthored Trust Region Policy Optimization and, with Chelsea Finn and Sergey Levine, Model-Agnostic Meta-Learning. He also co-founded Covariant with Peter Chen, Rocky Duan, and Tianhao Zhang to develop robot-learning systems for warehouse tasks. In 2024, Amazon licensed Covariant models non-exclusively and hired part of its team. Abbeel is an Amazon Scholar and Frontier AI and Robotics co-leader, alongside his Berkeley role. His industrial work now connects frontier models, agents, and robotics.

Works
621

Publication numbers from OpenAlex, as of 14 October 2026. Citations and h-index are hidden because this OpenAlex record may be incomplete or mix in other authors.

Photo of Pieter Abbeel

Timeline

  1. 2008

    Stanford doctorate

    Abbeel completes his computer science doctorate with Andrew Ng as adviser.

  2. 2010

    Learning physical tasks

    His work with colleagues includes helicopter flight and robotic laundry folding.

  3. 2015–2017

    Learning methods

    He coauthors Trust Region Policy Optimization and Model-Agnostic Meta-Learning with their teams.

  4. Before August 2024

    Covariant

    Abbeel, Peter Chen, Rocky Duan, and Tianhao Zhang co-found the robot-learning company.

  5. 2024

    Amazon research

    A model license and staff move precede a new San Francisco AI lab announced with David Luan.

  6. October 2026

    Models and robotics

    His Amazon role connects him with frontier model research and continuing robotics work.

Sources and credits

Photo: Pieterabbeel, via Wikimedia Commons. License: CC BY-SA 4.0. Source: commons.wikimedia.org. Cropped to a square and resized. Ask us to remove or replace this photo.

  1. Berkeley IEOR: Abbeel biography and publications ieor.berkeley.edu. Checked 10 October 2026.
  2. Amazon Science: current Abbeel biography amazon.science. Checked 10 October 2026.
  3. Schulman and colleagues: TRPO, 2015 arxiv.org. Checked 10 October 2026.
  4. Finn, Abbeel and Levine: MAML, 2017 arxiv.org. Checked 10 October 2026.
  5. Amazon: Covariant license and hiring, August 2024 aboutamazon.com. Checked 10 October 2026.
  6. Luan and Abbeel: Amazon SF lab, December 2024 amazon.science. Checked 10 October 2026.
  7. Amazon: Andy Jassy leadership update aboutamazon.com. Checked 10 October 2026.