Builder

Peter Chen

Also known as Xi Chen

Peter Chen is a Covariant co-founder who helped move AI research into warehouse robotics. He pursued a PhD in Pieter Abbeel's Berkeley lab and worked as an OpenAI research scientist on reinforcement learning and generative models. His research included Meta Learning Shared Hierarchies and A Simple Neural Attentive Meta-Learner. As Covariant's CEO, he described its robotic manipulation system as a universal brain, and the company raised $40 million in 2020. Amazon licensed Covariant's robotic foundation models and announced in 2024 that he would join its Fulfillment Technologies & Robotics Team; as of October 2026, he works in that group.

Now at
Covariant and Amazon
Works
19

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.

Timeline

  1. Before 2017

    Research across two labs

    He pursued a PhD in Pieter Abbeel's Berkeley lab and worked as an OpenAI research scientist on reinforcement learning and generative models.

  2. 2017

    Starting Covariant

    He and Pieter Abbeel co-founded Covariant in 2017, with Chen serving as CEO.

  3. 2017–2018

    Learning skills for new tasks

    His research included the 2017 paper Meta Learning Shared Hierarchies, which uses shared subpolicies to help agents learn new tasks, and A Simple Neural Attentive Meta-Learner, published in 2018.

  4. 2020

    A brain for robotic work

    As Covariant's CEO, he described the system as a universal brain for robotic manipulation tasks.

  5. 2020

    A $40 million round

    Covariant raised $40 million to boost hiring and adapt its AI robotics software to new industries.

  6. 2024

    Licensing the robot models

    Amazon received a non-exclusive license to Covariant's robotic foundation models.

  7. 2024

    Joining Amazon robotics

    Amazon announced he would join its Fulfillment Technologies & Robotics Team with other Covariant founders and research staff.

  8. As of October 2026

    Working at Amazon

    He works on Amazon's Fulfillment Technologies & Robotics Team after moving there with his Covariant co-founders.

Sources and credits

Photo: We have no published photo of Peter Chen yet. Send us a free-licensed photo.

  1. Peter Chen on building brains for robots in the real world - The Robot Brains Podcast | Acast shows.acast.com. Checked 14 October 2026.
  2. Berkeley Talks: Leaping robots, AI companies and a NASA mission: Stories of Berkeley student innovation news.berkeley.edu. Checked 14 October 2026.
  3. (Peter) Xi Chen's Academic Website peterchen.us. Checked 14 October 2026.
  4. [1710.09767] Meta Learning Shared Hierarchies arxiv.org. Checked 14 October 2026.
  5. Logistics AI Startup Covariant Reaps $40 Million in Funding Round | Research UC Berkeley vcresearch.berkeley.edu. Checked 14 October 2026.
  6. Amazon hires from AI robotics startup Covariant, licenses technology aboutamazon.com. Checked 14 October 2026.