Isaac Lab
NVIDIA robot learning framework on Isaac Sim for large-scale parallel training and sim-to-real.
Physics-rich robot sim from UCSD with articulated objects, ray-tracing rendering, and ManiSkill integration.
Strong articulated-object sim behind ManiSkill-style research.0.3 — https://github.com/haosulab/SAPIEN/releases/tag/3.0.3.0.3 — https://github.com/haosulab/SAPIEN/releases/tag/3.0.3.0.3 — https://github.com/haosulab/SAPIEN/releases/tag/3.0.3. Latest GitHub release: 3.0.3 — https://github.com/haosulab/SAPIEN/releases/tag/3.0.3.
SAPIEN is a physics-rich robot simulator from UCSD with strong support for articulated objects, ray-traced rendering options, and deep integration with ManiSkill. If you train manipulation policies in ManiSkill, you are already standing on SAPIEN.
Compared with MuJoCo it emphasizes interactive articulated scenes; compared with Isaac it is lighter to bring up for many lab desktops (still non-trivial).
Learning Path: listed under Simulation after MuJoCo basics — use when you need ManiSkill-scale tasks or articulated household objects.
Researchers, students, and builders comparing open embodied stacks.
pip
pip install sapien
Backend of ManiSkill; stronger articulated scenes than plain MuJoCo for many tasks.
NVIDIA robot learning framework on Isaac Sim for large-scale parallel training and sim-to-real.
Content reviewed 2026-07-28