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Daya Shankar's blogs
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How to Add Quantum-Safe Encryption to Disaster Recovery Workflows for Ransomware Resilience
Mar 6 · 8 min read · Disaster recovery (DR) is supposed to be your clean exit when ransomware hits. But attackers increasingly target the systems you rely on to recover, especially backup infrastructure and administrative
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Training vs inference on cloud GPUs: two very different infrastructure designs
Feb 9 · 5 min read · AI training and AI inference sit next to each other in the ML lifecycle, yet they pull GPU infrastructure in the cloud in opposite directions. Training is the development phase where you curate data, run experiments and update model weights repeate...
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What NVIDIA Blackwell GPUs Mean for AI Training in 2026
Dec 8, 2025 · 4 min read · I will try to give you a clear picture before you reshuffle roadmaps, just to try NVIDIA Blackwell for AI training. So, Blackwell GPUs center on higher throughput, faster on-package memory, and a tighter interconnect that links many GPUs like one lar...
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NVIDIA Blackwell GPUs (B100 B200) vs Hopper
Dec 8, 2025 · 5 min read · When NVIDIA first unveiled Blackwell, my cloud GPU brain immediately went to one question: what does this actually change compared to Hopper in a production cluster? Hype is cheap. Power, cooling and utilization charts are not. After a few months of...
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