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New device could make processors run 1,000 times faster without additional waste heat — scientists say it could reduce data center energy demands
New device could make processors run 1,000 times faster without additional waste heat — scientists say it could reduce data center energy demands A new device could allow computer processors to operate significantly faster, without generating waste heat. Researchers in Japan have created a device that promises to boost computer processing speeds, without generating massive amounts of additional heat. Two of the limiting factors in high-performance computing, especially for the processors...
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.
Visitors are up, but Mona remains reliant on gambling funds
Mona visitor numbers are up, but gambling continues to prop up loss-making Tasmanian gallery Fri 5 Jun 2026 at 3:57pm In short: Newly filed accounts show Hobart's Museum of Old and New Art, Mona, remains dependent on owner David Walsh tipping in large amounts of money from his gambling interests. Last week, Mr Walsh's privately owned Downward Spiral Enterprises (Tas) lodged eight years of accounts with the corporate regulator, giving a first glimpse of the finances of Mona's ultimate holding...
Predictive surrogates could cut quantum computing measurement overhead by more than 99.97%
June 6, 2026 feature Predictive surrogates could cut quantum computing measurement overhead by more than 99.97% Ingrid Fadelli Author Sadie Harley Scientific Editor Robert Egan Associate Editor Quantum computers, systems that process information leveraging quantum mechanical effects, have the potential of outperforming classical computers on some tasks. Despite their potential, the use of these systems remains very limited, due to their high cost and other challenges that have so far...
Google to pay SpaceX $920M a month for compute capacity at xAI data centers
Days before a planned IPO that's expected to raise record sums of cash, SpaceX has inked a deal with Google that will bring in $920 million a month by providing AI compute capacity to the search giant. According to a regulatory filing on Friday, Google will use about 110,000 Nvidia graphics processing units, as well as central processors, memory and other components housed in SpaceX's data centers. The agreement spans from October of this year through June 2029 at the $920 million rate, and...
Google to pay SpaceX $920 million a month for compute capacity at xAI data centers
Days before a planned IPO that's expected to bring in record sums of cash, SpaceX has inked a deal with Google that will bring in $920 million a month by providing AI compute capacity to the search giant. According to a regulatory filing on Friday, Google will use about 110,000 Nvidia graphics processing units, as well as central processors, memory and other components housed in SpaceX's data center. The agreement spans from October of this year through June 2029 at the $920 million rate,...
Privacy Implies Stability: Information-Theoretic Generalization Bounds for Quantum Learning
arXiv:2602.01177v3 Announce Type: replace-cross Abstract: We develop an information-theoretic framework connecting stability, privacy, and generalization for quantum learning algorithms. Learning procedures are modeled as quantum instruments with classical-quantum outputs, and losses are represented by observables. We prove that under a classical-quantum sub-Gaussian condition, an information-theoretic stability measure controls the expected generalization error.
Hermes: Accelerating Long-Latency Load Requests via Perceptron-Based Off-Chip Load Prediction
Announce Type: replace Abstract: Long-latency load requests continue to limit the performance of high-performance processors. To increase the latency tolerance of a processor, architects have primarily relied on two key techniques: sophisticated data prefetchers and large on-chip caches. In this work, we show that: 1) even a sophisticated state-of-the-art prefetcher can only predict half of the off-chip load requests on average across a wide range of workloads, and 2) due to the increasing...
‘Not Nvidia’: Cerebras CEO reveals strategy to break AI giant’s grip
Nvidia may dominate the artificial intelligence (AI) hardware market, but Cerebras Systems doesn’t want to work with the chip giant. The $95 billion AI chip company is positioning itself as a partner to companies looking to build AI infrastructure outside its ecosystem. Speaking at the recent Bloomberg Tech conference in San Francisco, Cerebras CEO Andrew Feldman said the AI chipmaker is working with every major hardware manufacturer in the industry except Nvidia as it expands partnerships...
Amazon, Corning sign multi-billion-dollar deal to boost fiber optics manufacturing in US
Amazon, Corning sign multi-billion-dollar deal to boost fiber optics manufacturing in US June 8 : Amazon said on Monday it has signed a multi-billion-dollar deal with specialty glass maker Corning aimed at boosting U.S. production of optical fiber and connectivity products that are used in data centers. Amazon, however, did not disclose any further financial details on the partnership.