Linux fréttir

Colo operators flock to emerging markets to build DCs

TheRegister - Tue, 2025-08-12 10:00
Joburg and Warsaw among the hotspots for sprawling server farm construction

Lagos, Warsaw and Dubai are among the fastest growing cities for colocation services - with metro areas in the Asia-Pacific and EMEA regions expanding more rapidly than traditional datacenter hotspots.…

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Electrolyte Highway Breakthrough Unlocks Affordable Low-Temperature Hydrogen Fuel

Slashdot - Tue, 2025-08-12 10:00
Researchers at Kyushu University have developed a solid-oxide fuel cell that operates at just 300C, less than half the usual operating temperature. The team was able to do this by engineering a "ScO6 highway" in the electrolyte, allowing protons to move quickly without losing performance. "The team expects that their new findings will lead to the development of low-cost, low-temperature SOFCs and greatly accelerate the practical application of these devices," said the researchers in a press release. Interesting Engineering reports: "While SOFCs are promising due to their high efficiency and long lifespan, one major drawback is that they require operation at high temperatures of around 700-800C (1292F-1472F)," added the researchers in a press release. Such heat requires costly, specialized heat-resistant materials, making the technology expensive for many applications. A lower operating temperature is expected to reduce these manufacturing costs. The team's success comes from re-engineering the fuel cell's electrolyte, the ceramic layer that transports protons (hydrogen ions) to generate electricity. Previously, scientists faced a trade-off. Adding chemical dopants to an electrolyte increases the number of available protons but also tends to clog the material's crystal lattice, slowing proton movement and reducing performance. The Kyushu team worked to resolve this issue. "We looked for oxide crystals that could host many protons and let them move freely -- a balance that our new study finally struck," stated Yamazaki. They found that by doping two compounds, barium stannate (BaSnO3) and barium titanate (BaTiO3), with high concentrations of scandium (Sc), they could create an efficient structure. Their analysis showed that the scandium atoms form what the researchers call a "ScO6 highway." This structure creates a wide and softly vibrating pathway through the material. "This pathway is both wide and softly vibrating, which prevents the proton-trapping that normally plagues heavily doped oxides," explained Yamazaki. The resulting material achieves a proton conductivity of more than 0.01 S/cm at 300C, a performance level comparable to conventional SOFC electrolytes that run at more than double the temperature. The research has been published in the journal Nature Materials.

Read more of this story at Slashdot.

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Defra doubles contract value for cloud and DC services

TheRegister - Tue, 2025-08-12 09:15
Legacy tech for nation's farmers must migrate ... contract swells to £245M

The UK's government department for agriculture and the countryside has upped the potential contract value on offer for cloud and datacenter hosting by more than £100 million.…

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The White House could end UK's decade-long fight to bust encryption

TheRegister - Tue, 2025-08-12 08:30
Home Office officials reportedly concede Brit government on back foot as Trump moves to protect US Big Tech players

Analysis The Home Office's war on encryption – its most technically complex and controversial aspect of modern policymaking yet – is starting to look like battlefield failure after more than ten years of skirmishes.…

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UK.gov's nuclear strategy is 'slow, inefficient, and costly'

TheRegister - Tue, 2025-08-12 07:15
Taskforce delivers damning interim report on next generation of energy generation

An independent taskforce commissioned by the UK government has warned of the nation's "unnecessarily slow, inefficient, and costly" approach to nuclear power (and weaponry).…

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Amazon's Starlink Competitor Tops 100 Satellites

Slashdot - Tue, 2025-08-12 07:00
After four weather-related delays, Amazon successfully launched 24 more Kuiper internet satellites aboard a SpaceX Falcon 9, bringing its total to 102. CNBC reports: SpaceX's Starlink is currently the dominant provider of low-earth orbit satellite internet, with a constellation of roughly 8,000 satellites and about 5 million customers worldwide. Amazon is racing to get more of its Kuiper satellites into space to meet a deadline set by the Federal Communications Commission. The FCC requires that Amazon have about 1,600 satellites in orbit by the end of July 2026, with the full 3,236-satellite constellation launched by July 2029. Amazon has booked up to 83 launches, including three rides with SpaceX. While the company is still in the early stages of building out its constellation, Amazon has already inked deals with governments as it hopes to begin commercial service later this year.

Read more of this story at Slashdot.

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Poisoned telemetry can turn AIOps into AI Oops, researchers show

TheRegister - Tue, 2025-08-12 06:33
Sysadmins, your job is safe

Automating IT operations using AI may not be the best idea at the moment.…

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News from the future: ‘Rampant jellyfish cause AI outage by taking datacenter offline'

TheRegister - Tue, 2025-08-12 05:32
Don’t laugh, a French nuclear power plant just shut down for a while after invertebrates overwhelmed its intakes

Proponents of increased use of nuclear energy to power datacenters have a new foe: Jellyfish.…

Categories: Linux fréttir

LLMs' 'Simulated Reasoning' Abilities Are a 'Brittle Mirage,' Researchers Find

Slashdot - Tue, 2025-08-12 03:30
An anonymous reader quotes a report from Ars Technica: In recent months, the AI industry has started moving toward so-called simulated reasoning models that use a "chain of thought" process to work through tricky problems in multiple logical steps. At the same time, recent research has cast doubt on whether those models have even a basic understanding of general logical concepts or an accurate grasp of their own "thought process." Similar research shows that these "reasoning" models can often produce incoherent, logically unsound answers when questions include irrelevant clauses or deviate even slightly from common templates found in their training data. In a recent pre-print paper, researchers from the University of Arizona summarize this existing work as "suggest[ing] that LLMs are not principled reasoners but rather sophisticated simulators of reasoning-like text." To pull on that thread, the researchers created a carefully controlled LLM environment in an attempt to measure just how well chain-of-thought reasoning works when presented with "out of domain" logical problems that don't match the specific logical patterns found in their training data. The results suggest that the seemingly large performance leaps made by chain-of-thought models are "largely a brittle mirage" that "become[s] fragile and prone to failure even under moderate distribution shifts," the researchers write. "Rather than demonstrating a true understanding of text, CoT reasoning under task transformations appears to reflect a replication of patterns learned during training." [...] Rather than showing the capability for generalized logical inference, these chain-of-thought models are "a sophisticated form of structured pattern matching" that "degrades significantly" when pushed even slightly outside of its training distribution, the researchers write. Further, the ability of these models to generate "fluent nonsense" creates "a false aura of dependability" that does not stand up to a careful audit. As such, the researchers warn heavily against "equating [chain-of-thought]-style output with human thinking" especially in "high-stakes domains like medicine, finance, or legal analysis." Current tests and benchmarks should prioritize tasks that fall outside of any training set to probe for these kinds of errors, while future models will need to move beyond "surface-level pattern recognition to exhibit deeper inferential competence," they write.

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