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A Paradigm Shift with CUDA Tile On December 4, 2025, NVIDIA released CUDA Toolkit 13.1, unveiling what the company calls the largest and most comprehensive update to the CUDA platform since its inception. At the heart of this release is the launch of CUDA Tile — a tile-based programming model designed to simplify GPU programming…
Read MoreThe DRAM supply crunch shows no signs of easing, driven by the surging demand from AI workloads and high-performance computing. What was once a cyclical market prone to oversupply has transformed into a seller’s market, with memory and storage components in increasingly short supply. Major cloud service providers (CSPs) are making unprecedented moves to secure…
Read MoreRetired IT equipment—laptops, tablets, servers, storage arrays, networking gear, and now AI-focused hardware—carries both cost and opportunity. Every day a device sits unused, its market value declines while data exposure and environmental obligations increase. Most organizations understand the security and compliance risks, but far fewer understand the economics behind when and how to retire hardware.…
Read MoreIn today’s fast-paced technological landscape, laboratories, manufacturing facilities, and engineering departments often find themselves with an accumulation of test equipment that is no longer in active use. Whether it’s due to upgrades, project completion, or evolving operational needs, this “surplus” equipment can represent a significant, often overlooked, financial opportunity. Rather than letting these valuable assets…
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