Builder

Bob McGrew

Bob McGrew is a technology builder with shared research contributions to robotics and code generation at OpenAI. He studied at Stanford from 2002 to 2005 and moved to Palantir after taking leave. His papers include Hindsight Experience Replay, learning dexterous control with a robot hand, and solving a Rubik’s Cube with that hand. These projects examined learning with sparse rewards and transferring policies from simulation to physical equipment. He later co-authored Codex, which tested code generation through functional checks. He was an advisor to Thinking Machines Lab in 2025.

Works
13

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 Bob McGrew

Timeline

  1. 2002–2005

    Study at Stanford

    McGrew studied at Stanford from 2002 to 2005.

  2. July 2017

    Learning from sparse rewards

    McGrew co-authored Hindsight Experience Replay in 2017.

  3. 2018

    Dexterous robot control

    McGrew co-authored dexterous robot hand research in 2018.

  4. 2019

    A robot solves a cube

    McGrew co-authored robot Rubik’s Cube research in 2019.

  5. 2021

    Code generation

    McGrew co-authored Codex in 2021.

  6. 2025

    Thinking Machines Lab advisor

    McGrew was an advisor to Thinking Machines Lab in 2025.

Sources and credits

Photo: American Optimist / Joe Lonsdale; Bob McGrew interview portrait. License: Not stated by source. Source: blog.joelonsdale.com. Cropped to a square and resized. Ask us to remove or replace this photo.

  1. Bob McGrew: professional profile linkedin.com. Checked 11 October 2026.
  2. Hindsight Experience Replay arxiv.org. Checked 11 October 2026.
  3. Learning Dexterous In-Hand Manipulation arxiv.org. Checked 11 October 2026.
  4. Solving Rubik’s Cube with a Robot Hand arxiv.org. Checked 11 October 2026.
  5. Evaluating Large Language Models Trained on Code arxiv.org. Checked 11 October 2026.
  6. GPT-4 contributions openai.com. Checked 11 October 2026.
  7. Thinking Machines Lab: 2025 indexed team listing thinkingmachines.ai. Checked 11 October 2026.