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DEXTEROUS MANIPULATION

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SimToolReal

Stanford / SimToolReal team

Object-centered policy learning for manipulating tools with dexterous hands. Includes simulation environments, the DexToolBench task setup and deployment guidance.

What you can explore

Explore hammering, writing, brushing and other tool tasks using the documented object-centered representations.

Before you use it

The Isaac Sim and legacy Isaac Gym setups use different environments. Pretrained policies, benchmark assets, perception and robot integration are separate dependencies; we have not reproduced the results.

Original contributors

Kushal Kedia, Tyler Ga Wei Lum, Jeannette Bohg and C. Karen Liu

License / access: Code: MIT · check models, object assets and dependencies separately

Original code & documentation

Research overview

Editorial reference · checked 2026-09-22

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