A technical change with visible consequences

MuJoCo 3.15.0 updates how actuator dampratio computes reflected inertia. The previous method summed contributions across degrees of freedom; the new method uses operational-space inertia and averages across force outputs for multi-output actuators.

The change is aimed at better accounting for tendon and actuator armature effects, as well as off-diagonal inertial coupling. DeepMind notes that multi-link kinematic chains may show lower damping than before, while tendon or multi-joint site actuators can be damped more accurately instead of being over-damped.

Why robotics builders should care

Simulation tools are where teams test controllers before they put a robot on a lab floor. A physics update can change how a virtual actuator responds, which means a previously tuned system may behave differently after upgrading.

The release notes also flag breaking API changes, including removal of a deprecated flex collision option. This is a concrete reminder to compare a known simulation before and after updating rather than assuming the same parameters produce the same dynamics.

The scope of the release

MuJoCo is an open physics engine used in robotics research and simulation. Version 3.15 is not a new robot or a new AI model; its importance is in the underlying environment used to train and test embodied systems.

For teams using multi-degree-of-freedom or tendon actuators, the new inertia calculation is the change to review first. The release note is a technical update, so the practical payoff depends on whether a project uses the affected actuator models.

Explore the original source ↗

Source published October 5, 2026. Coverage is based on the maker’s announcement and demonstration.