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Showing posts from February, 2026

Dell Pro Max GB10 — A Transparent Field Perspective: Who Should Buy It

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  Over the past 60+ days, my team and I at Swaran Soft have engaged with approximately 2,000 prospects, conducted 40 deep discovery calls, and analyzed 10 technical evaluations around the Dell Pro Max GB10 powered by NVIDIAGrace Blackwell . We closed one institutional sale—a healthcare PhD research deployment—and walked away from many others. This blog is not a sales pitch. It is a transparent field report to help you make an informed decision. If GB10 fits your workload, it can be powerful. If it doesn't, you will struggle — and I would rather tell you that upfront. What GB10 Actually Is GB10 is an ARM64-based AI compute node built around NVIDIA Grace architecture, designed for GPU-accelerated AI workloads and positioned as private AI infrastructure. It is not a general-purpose x86 enterprise server. This architectural distinction matters more than marketing language. The device combines 36 NVIDIA Grace CPUs with 72 NVIDIA Blackwell GPUs, delivering massive parallel proces...

Sovereign AI Infrastructure in India: Building AI on Our Own Rules | Copilots.in

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  Not so long ago, when we were talking AI in the boardroom, speed used to be the name of the game - how fast could we deploy, scale up, and get as many models running in the cloud as possible? These days the conversation has shifted. Indian businesses are asking some tough questions now: where is our data actually stored? Who really has control over our AI models? What if the regulators come knocking tomorrow and we've got a whole mountain of problems on our hands? That shift is why the phrase " Sovereign AI Infrastructure in India " has stopped being just a buzzword and is fast becoming a business decision. Why Data Location Matters More Than Ever With all the talk of AI data localization in India , enterprises are under a lot of pressure to make sure that sensitive information doesn't get sent off to places where we can't always trust the safeguards in place. For sectors like banking and insurance, even a small slip up in compliance can give us some serio...

AI Lab in Box: Not Losing Your Grip on AI - At Least Not Yet | Copilots.in

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  AI has become the buzzword in nearly every business meeting, but bringing it to life in the real world isn't always as easy as it sounds. Companies often leap into cloud-based AI solutions, only to discover the costs are a moving target, data policies are super restrictive, and performance leaves a lot to be desired. That's where AI Lab in a Box starts to look like a sane decision. Instead of shipping all your data to the cloud - and all the potential risks that come with it - this approach brings AI muscle directly into your own infrastructure. Think of it as a way for organisations that want to use AI for real, but don't want to sacrifice control over sensitive information or lose their edge in terms of operational stability. What Makes This Approach A Cut Above the Rest AI Lab in a Box isn't just a software package, and it's not just a hardware system. It's a complete AI-ready environment - all the necessary bits and bobs delivered in one neat packag...