Power

Arm, Fujitsu, and Linaro are building open standards and open-source tools so that verifiers can check the integrity of heterogeneous AI systems without custom integrations for every component. The new CoSERV API lets a verifier query endorsements and reference values through a single interface instead of stitching together vendor-specific formats.

Researchers from AO, Inc. and OrbLabs AG published a preprint that separates reasoning from style in small language models running locally. The architecture keeps the logic prompt tiny and stable while the persona adapter swaps in milliseconds.

An AI factory is a data center built by the megawatt to produce tokens instead of physical goods. Each megawatt of capacity costs roughly $60 million to build, and operators commit that capital only when they can see a clear return.

Quantum key distribution systems are calibrated for a stationary channel, but real devices drift between recalibrations. A new study shows that an attacker who cannot change the channel's own noise can still gain significant information by adapting her measurement to that drift.

The UK product safety authority has expanded a recall of power supply units that ship with Zebra prescription printers. The units can catch fire where the cable enters the housing.

A portable dry-flush toilet sold for campervans, caravans, motorhomes, boats and off-grid cabins has been recalled across Australia. The lithium-ion battery that powers its sealing mechanism can be damaged if charged at or below freezing, creating a fire risk that persists even when the unit is turned off.

Дослідники донавчили 3-мільярдну модель Ministral 3 генерувати текстові анотації білків безпосередньо з амінокислотної послідовності. Це змінює підхід до анотації: замість вибору з заздалегідь заданого набору міток модель формулює опис вільним текстом.

A wall-mounted EV charger from a brand called ROMADA was blocked from entering the UK in September 2026. The shipment never reached store shelves or driveways.

A batch of GEU 45W laptop chargers was rejected at the UK border on 15 September 2026. The plug pins do not match the dimensions required by British standard BS 1363, creating a high risk of fire and electric shock.

On a hot August evening in Silicon Valley, a utility sent a signal and an AI factory cut its draw from four megawatts to three in under a minute. No operator touched a switch, and every high-priority job kept running.

A shipment of ROMADA New Energy EV chargers was rejected at the UK border on 10 September 2026. The units carry a serious risk of electric shock because of how they are wired inside.

A black charger for electric scooters and hoverboards has been removed from Amazon. The UK product safety regulator says it can start a fire.

A preprint posted on 31 August 2026 describes a method that checks whether a new voltage control policy will keep a distribution grid inside its physical limits before anyone connects it to live equipment. The approach builds a safety interval around a simulator prediction and widens that interval to cover the gap between simulation and reality as well as the ripple effects of the new policy on other controllers.

Researchers have demonstrated that laser voltage imaging can pull embeddings, attention maps, and quantized MLP weights straight from an FPGA-based LLM accelerator while it runs inference. The attack exploits the fact that these chips reuse the same physical buffers and compute subcircuits across layers, so probing different memories at different times yields the full model.

NVIDIA has published measured performance data showing its Vera Rubin NVL72 system delivers up to 30 times higher throughput per megawatt than the previous GB300 NVL72 on agentic AI workloads. For operators of power-constrained AI factories, that means 30 times more agentic work within the same energy budget and up to 35 times lower cost per million tokens produced.

A portable power station sits in a garage or a campsite, ready to run a fridge or a medical device. The Goal Zero YETI 3000X is one of those boxes, silver and black, weighing about 92 pounds on a rolling cart.

A wall charger model RE-PD3506 was stopped at the UK border before it could reach buyers. The Office for Product Safety and Standards found insufficient insulation between the input and output circuits, creating a fire risk.

A device sold as “surge protection” absorbs nothing. It diverts the surge into a third wire, the grounding conductor — and a socket with two holes has nowhere to divert it to. The joule rating on the box does not change that.

Британський орган з безпеки продуктів зупинив і знищив партію зарядок EGTech 20W на кордоні. Причина — пластикова штирка заземлення короче за норму, тому шторки розетки не відчиняються і при відмові всередині може з'явитися небезпечна напруга на доступних частинах.