ENG: LG is previewing its CLOiD home robot at CES 2026 as part of a “zero labor home” concept. The company says the robot can handle routine tasks such as fetching milk from the fridge, putting a croissant in the oven, and doing laundry work like folding and stacking clothes. Laundry-folding robots have appeared before, and SwitchBot is also showing one at CES, but LG describes CLOiD as more capable on paper thanks to two articulated arms with seven degrees of motion and a torso that can tilt and bend.
Read MoreGuided Representation Alignment for Training Neural Networks
ENG: The methodology proposed by researchers at MIT and Computer Science and Artificial Intelligence Laboratory is based on aligning internal representations between two neural networks during training. Instead of training a target network independently from random initialization, the approach introduces a guide network whose role is to shape the learning dynamics of the target. During an initial guidance phase, the target network is encouraged to produce intermediate activations that are similar to those of the guide network when both are exposed to the same inputs. This alignment is enforced through an auxiliary loss that measures representational similarity at multiple layers, effectively constraining the target network to explore more favorable regions of the parameter space.
Read More


