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Two 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 MoreAMD Ryzen AI Max+ 395 vs Nvidia DGX Spark vs Apple Mac — plus when a GPU tower still beats all three. A practical hardware guide for IT managers, developers, and small-business owners weighing a local LLM machine. The short version: there’s no single winner. The right pick comes down to three numbers — how…
Read MoreAs we navigate the first quarter of 2026, the IT hardware landscape is grappling with a reality few predicted three years ago—though one we recently forecasted in our deep dive into how memory economics and AI are reshaping the graphics market. Today, that analysis has been further verified: we are witnessing a voluntary retreat from…
Read MoreDoes GPU VRAM Pose a Security Risk? What Enterprises Need to Know Before SellingIn the rapidly evolving landscape of AI infrastructure, the lifecycle management of High-Performance Computing (HPC) assets has moved from the basement to the boardroom. For the modern CTO, decommissioning a cluster of NVIDIA H100s or A100s is no longer a simple logistics…
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