Robots Learn to Walk and Work

The study contrasts standard dynamics rollouts-where actions directly control a multi-body dynamics model at the joint level-with a network-policy-augmented approach, demonstrating how actions can instead serve as inputs to a low-level locomotion policy, effectively shifting the control paradigm.

A new control framework empowers robots to seamlessly combine locomotion and manipulation tasks, opening doors for more versatile and adaptable robotic systems.

Annulus redeem codes and how to use them (April 2026)

This game combines beautiful, hand-drawn art with a richly detailed world and strategic combat. You play as a Company Commander in Novisess, a war-torn land, leading a group of mercenaries against what seems like an unavoidable destiny.