Prateek

Prateek adicionou um novo artigo Outro
2026-11-05 10:01:33

Where to rent an NVIDIA L4 GPU: providers compared
The L4 has become the default recommendation for cost-efficient inference, and once you start actually shopping for one, you will notice something odd. The exact same 24GB card shows up priced anywhere from a few cents an hour to well over a dollar, depending purely on where you rent it. Let me walk through what actually explains that spread, and where to look depending on what you are trying...

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Prateek adicionou um novo artigo Outro
2026-11-04 10:59:01

Hidden costs of cloud GPUs: egress, storage and idle time, audited
Here is how I would audit any cloud GPU bill. Take the hourly rate, multiply it by 730 hours in a month, then ask a rude question: for how many of those hours was anything actually running? Most teams have never done that sum. The answer tends to be uncomfortable, and it is only one of three places money leaks out. Let me walk through all three with one real-looking example, so you can run the...

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Prateek adicionou um novo artigo Outro
2026-11-04 07:34:12

How Indian e-commerce brands keep their sites up during flash sales
During a flash sale there is not only high traffic on the website but a lot of traffic arrives in the same sixty seconds. When Flipkart's Big Billion Days opened in October 2026, the company reportedly had around 6.3 million shoppers on the platform at once. It is only fair to wonder how these websites keep up with such huge numbers all at once? How do they not crash? For a big company...

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Prateek adicionou um novo artigo Outro
2026-10-30 07:12:58

A simple explanation of what a virtual machine actually is
A virtual machine is a computer that does not exist, running on a computer that does. That sounds like a riddle, but it is a fair description. If you have ever opened a cloud server, run Windows on a Mac, or used almost any website, you have touched one. This is the plain-language version, with no jargon left unexplained. What is a virtual machine? A virtual machine, or VM, is a...

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Prateek adicionou um novo artigo Outro
2026-10-28 05:47:31

VPC vs VPS: two terms that are often confused
Honestly, despite knowing what both these terms are, I myself sometimes get confused between both of them just because of the sound of it. But there is also a genuine confusion between the two terms amongst people when you are new to listening to them. The names are almost the same, and the two things sit at completely different layers. Here is the clean version, so you can tell which one...

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Prateek adicionou um novo artigo Outro
2026-10-27 06:29:43

GPU prices just spiked again: here's what that actually means for your AI budget
The RTX 5090, a gaming card, with some listings reported an increase again. It was nearly $8,500 which was $1,999 when it was launched. It is a scary number. Although it is not what lands on your invoice at the end of month. But the scarier part is, GPU’s hourly/monthly rate is not the only number that lands on your invoice when you run AI workloads and rent your compute. What lands...

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Prateek adicionou um novo artigo Outro
2026-10-26 05:51:11

RTX PRO 6000 for AI Inference: Models, Performance, and Cloud Deployment
AI is becoming part of everyday business operations. From customer support chatbots to AI-powered search, document summarization, and image generation, more applications now rely on AI models to deliver results in real time. Behind these applications is AI inference, the process of using a trained model to generate responses or predictions. As models become larger and applications serve more...

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Prateek adicionou um novo artigo Outro
2026-10-16 05:55:38

Why we stopped recommending the A100 for AI inference
In 2020 when A100 was launched by Nvidia. If someone asked what GPU to use for inference, the A100 was our default answer. It was not a bad recommendation at the time. It was genuinely one of the best data center GPUs available, and for a few years there was not a clearly better option built specifically for serving models rather than training them. That stopped being true a while ago, and we...

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Prateek adicionou um novo artigo Outro
2026-10-15 10:16:35

Why "hosted in India" isn't the same as "data sovereign"
Next time a cloud vendor tells you "your data stays in India," try this. Ask one follow-up: if a court in another country ordered you to hand over my data, would you have to? A good vendor answers that straight. A less good one goes back to talking about their Mumbai data centre, which is a different question altogether. That mix-up is what I want to untangle here. "Where does my...

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Prateek adicionou um novo artigo Outro
2026-10-12 05:44:16

AWS vs Indian cloud providers: data residency and compliance guide
Every compliance conversation in India eventually lands on the same question: can we just use AWS, or do we actually need an Indian provider? The honest answer is "it depends on what you're storing," and most teams do not find that out until an auditor asks for evidence they cannot produce. Here is how to actually think through this decision. Quick answer: AWS operates fully compliant,...

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Prateek adicionou um novo artigo Outro
2026-10-08 06:08:15

Where to rent an NVIDIA L4 GPU: providers compared
The L4 has become the default recommendation for cost-efficient inference, and once you start actually shopping for one, you will notice something odd. The exact same 24GB card shows up priced anywhere from a few cents an hour to well over a dollar, depending purely on where you rent it. Let me walk through what actually explains that spread, and where to look depending on what you are trying...

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Prateek adicionou um novo artigo Outro
2026-10-07 06:33:11

LLM VRAM requirements: what fits on 8, 16, 24, 48 and 80GB
Have you ever found yourself stuck in this question: "will this model fit on my GPU?". A lot of us have. The honest answer is always "it depends on quantization and context length," which is true but not actually useful when someone just wants to know if their card can run the model they want to try. So here is the practical version. A real, tier-by-tier breakdown of what actually fits on the...

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