Gigabyte
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Gigabyte packs 40 Intel Lunar Lake PCs in a pizza box
Gigabyte showed off a high density server platform at Computex this week that crams 40 low-power compute nodes into a pizza box. Amid a sea of nearly identical MGX and NVL blades, the R1C7-KOA-AS1 was one of the more unusual systems on this year’s show floor. Rather than using Intel or AMD's datacenter class Xeon or Epyc, the machine is powered by dozens of notebook processors.
Microsoft's Surface Laptop Ultra looks like its first true MacBook Pro competitor
Dell, Asus, Lenovo, HP, MSI, Acer, and Gigabyte are among the PC makers that are designing systems around Nvidia's RTX Spark, Nvidia's new Arm-based chip for Windows PCs. But the flagship RTX Spark PC may be from the same company that makes Windows: the new Microsoft Surface Laptop Ultra is a high-end RTX Spark system that will offer up to 128GB of unified memory for "creators, developers, and AI builders." Microsoft says the Laptop Ultra will be available "later this year" but didn't...
Exploding rockets and exploding hardware prices make for a lousy new normal
It was explosive news week – if you're the price of a popular-but-aging piece of consumer gaming hardware or a Jeff Bezos rocket. This week on The Kettle, Brandon Vigliarolo is joined by Reg reporters Richard Speed and Dan Robinson to talk about the Steam Deck's 40+ percent price hike and what it means for the ongoing memory and storage shortage. Sure, it's just consumer hardware, but it's the latest in a line of price hikes justified in the name of AI and geopolitics – and it could spell...
What’s the Best Kindle of 2026? (So Far)
The Best Kindles to Take Your Library Anywhere Featured in this article There’s a lot to love about a Kindle if you’re a reader. If you’re looking for the best Kindle, you really can’t go wrong with any of the models. These Amazon-powered ebook readers let you bring thousands of books anywhere and typically get a month of battery life per charge.
Our systems editor flew all the way to Taiwan and still couldn't get away from AI
KETTLE El Reg's systems editor Tobias Mann has been in Taipei for the past week getting the skinny on the hottest new chips, and what he's heard has been less about actual hardware announcements and more about how chipmakers are rushing to meet the demands of AI, other customers be damned. Tobias joins host Brandon Vigliarolo to discuss what he noticed at Computex 2026, how AI has taken over yet another industry event, and whether the world is going to have to adjust to new, more expensive...
Show HN: Keybench – Scriptable, extensible performance tool for key value stores
guycipher/keybench Folders and files | Name | Name | Last commit date | || |---|---|---|---|---| Repository files navigation keybench ======== A scriptable, extensible performance tool for sorted key value stores.
Operationalising the Superficial Alignment Hypothesis via Task Complexity
Announce Type: replace Abstract: The superficial alignment hypothesis (SAH) posits that large language models learn most of their knowledge during pre-training, and that post-training merely surfaces this knowledge. The SAH, however, lacks a precise definition, which has led to (i) different and seemingly orthogonal arguments supporting it, and (ii) important critiques to it. We propose a new metric called task complexity: the length of the shortest program that achieves a target performance...
A 10 year old Xeon is all you need (for 26B-A4B MTP Drafters without GPU)
A 10 year old Xeon is all you need 17 minutes read The previous post covered getting Gemma 4’s MTP drafters quantized and paired with a verifier. This one is about running the result on a machine that has no business running it. I have a recycled server.