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Graphics card prices in Korea may climb as much as 30% from August. On August 1, Xbox consoles went up $100 to $150 worldwide and the 2TB Series X was discontinued outright, with Microsoft citing console storage and memory costs up more than 2.5x. Intuition says an AI buildout is a GPU buildout, so accelerators…
Read MoreTwo years ago, the GPU question answered itself. During the 2023–2024 shortage, H100 capacity often rented for $7 to $10 per GPU-hour when it could be found at all, and buying hardware was the only way to guarantee access. That world is gone. On-demand H100 SXM instances now list at $3.99 per GPU-hour on specialized…
Read MoreOn June 30, Anthropic released Claude Sonnet 5 at $2 per million input tokens and $10 per million output during its introductory window — less than half the $5 and $25 the flagship Opus 4.8 charges, while scoring 63.2 to the flagship’s 69.2 on the SWE-bench Pro coding benchmark. Roughly ninety percent of the capability…
Read MoreHow data actually moves through an AI server, why HBM became the industry’s tightest bottleneck, and where projected technologies like High Bandwidth Flash and CXL fit into the picture. The common mental model of AI hardware goes something like this: a GPU loads the model into its memory, then starts computing. Simple. It is also…
Read MoreThe timeline for next-generation AI infrastructure is accelerating, with NVIDIA’s flagship liquid-cooled rack, the Vera Rubin NVL72, projected to enter production in the latter half of 2026. For enterprise infrastructure planners navigating capital allocation, the physical footprint remains reassuringly familiar: the architecture utilizes the same Oberon chassis form factor, retaining a density of 72 GPUs…
Read MoreBetween May 15 and May 18, 2026, NVIDIA’s Ian Buck hand-delivered the first production Vera CPU systems to Anthropic, OpenAI, and SpaceX AI on Friday, followed by Oracle Cloud Infrastructure on Monday. It was a literal white-glove launch — a vice president walking server boxes into customer lobbies with a screwdriver in his pocket. The…
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