Machine Heart

Sep 25, 2026 · Artificial Intelligence

ULTRA: Unified Control for Humanoid Tracking & Goal-Driven Manipulation

ULTRA unifies motion tracking and sparse goal control in a single policy for humanoid robots, combining physics-driven motion retargeting, policy distillation, and RL fine-tuning, validated on Unitree G1 with first-person point cloud perception.