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Carnegie Mellon Researchers Introduce ELEVATE Framework to Help Quadrupeds Acquire New Controllers from Task Failures
Quadruped robots with manipulators face a hard limit when required motions are absent from pre-trained libraries. The new ELEVATE framework enables these robots to autonomously diagnose missing physical capabilities during task failures and train new whole-body controllers using reinforcement learning.

Shihang Intelligence's CEORION Marine Foundation Model Completes CAC Filing for Underwater Operations
Shihang Intelligence announced that its CEORION marine general foundation model has completed filing with the Cyberspace Administration of China. Built on a Language-World-Action Model architecture, the system integrates multimodal sensor data to enable underwater robots to perceive, plan, and execute tasks within a single framework.

Smart Glasses Sales Doubled in the First Nine Months, Yet Manufacturers Are Still Losing Money
Ahead of the Double 11 shopping festival, the smart glasses sector reported strong growth: Ray-Ban parent EssilorLuxottica recorded EUR 486 million in third-quarter wearable revenue, while China's Ministry of Commerce noted a 1.1-fold year-on-year increase in domestic smart glasses sales during the first nine months.