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Robotics · RESEARCHApple Integrates Humanoid Perception Into Simulation for Zero-Shot Home Deployment With HALO
Apple's robotics research team introduces HALO, an autonomous humanoid control system trained entirely on synthetic simulation data and deployed on a Unitree G1. The framework enables zero-shot execution of complex household tasks in unscanned, unseen real-world environments without relying on real-world training data.
Robotics · ROBOTICSCoowam Debuts at CIIE With Edge-Deployed World Models for Multi-Form Robots
At the 9th China International Import Expo on November 6, Coowam made its debut by showcasing the D0 heavy-duty quadruped and X1 urban service robots. Both machines run on the company's proprietary COOWAM dual-layer agent world model, demonstrating its approach to driving diverse robot form factors with edge-deployed world models.
Robotics · INDUSTRYRobot Data Supply Chain Restructures as Buyers Prioritize Task Complexity Over Volume
Data collection intermediaries report that robot training clients are now evaluating task complexity segment by segment, effectively halving per-hour payouts for mixed-difficulty videos. As model companies shift from bulk purchasing to demanding specific, high-quality task data, the million-hour data supply chain is undergoing a painful restructuring.
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