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Robot pool cleaner tests find AI navigation beats raw suction power

New testing of robotic pool vacuums shows that suction strength, measured in gallons of water pulled through per hour, matters less than how efficiently a robot navigates and targets debris. This year's test batch included models with AI-powered cameras and sensors that detect debris and redirect the robot toward it, a first for these tests. Corded models like the Dolphin Nautilus CC Plus generally outperformed cordless ones like the Aiper Scuba V3 due to continuous power for repeated cleaning cycles.

US clean energy capacity set for record 45GW jump despite Trump policies

S&P Global Energy projects US clean energy additions will hit a record 45 gigawatts this year, roughly 25% above 2024's record and comparable to Turkey's average electricity demand. The growth is being driven by AI data center power needs, developers racing to use expiring tax credits, and higher energy prices linked to the Iran conflict, even as the Trump administration has moved to cut subsidies and blocked large solar projects like Nevada's Esmeralda 7.

Windows driver-cleanup bug erases Nvidia GPU drivers on Asus ROG laptops in Eco mode

A Reddit user with an Asus ROG Zephyrus G14 found that running the laptop in Asus' Eco mode, which disables the discrete GeForce RTX 5070 Ti GPU to save battery, caused Windows to eventually uninstall the Nvidia drivers entirely. Investigation of Windows logs revealed that pnpclean.dll, a routine that purges drivers for hardware absent past a timeout period, treated the disabled GPU as permanently disconnected after 15 days and wiped its drivers.

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