cleaning

Push-Wiper is a robotics framework that reformulates viscous stain cleaning as an aggregation problem, using segmented pushing trajectories and a Diffusion Policy to generalize across stains, surfaces, and geometries, achieving up to 130% higher cleaning scores and zero-shot transfer.

The Dyson V16 Piston Animal Submarine is a powerful stick vacuum with a new All Floor Cones Sense cleaner head and optional wet-mopping Submarine attachment, but its high price and limited availability of accessories make the older Gen5Detect a better value for most buyers.

The author cleaned his solar panels and observed a 2-5% increase in power output, making cleaning worthwhile but with diminishing returns over time.

Aseon Labs raised $10M in seed funding to build parking space-sized autonomous pods that can inspect, clean, and charge robotaxis on the spot, aiming to eliminate costly deadhead miles and improve robotaxi profitability.

The Dreame L20 Ultra robot vacuum and mop hybrid is available for $279, a huge discount from its original $1,400, offering premium features like self-emptying, self-washing mop pads, and AI obstacle avoidance.

AI startup Shift offers free home cleaning in New York (soon expanding) in exchange for recording cleaners to gather training data for future robots. The footage is anonymized for privacy.

Xiaomi announces the Robot Vacuum H50 Pro, featuring ultra-high suction power, edge-to-edge cleaning, smarter obstacle avoidance, and carpet detection.

Figure taught two F.03 robots to fully autonomously clean a room and make a bed in under two minutes.