Tag: AI
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Building Enterprise AI with NVIDIA NeMo Microservices: From Data to Guardrails
The GenAI wave is no longer about just calling an LLM API. It’s about building reliable, scalable, secure, and continuously improving AI systems. While many teams are still experimenting with prompts, enterprises are moving toward something bigger: 👉 AI factories powered by microservices And that’s exactly where NVIDIA NeMo comes in. The Big Picture: Enterprise…
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What is NVIDIA NeMo — and Why It Matters for Agentic AI
When people talk about AI systems, they often focus on models or APIs. But once you move beyond simple use cases, a bigger challenge appears: How do you control, guide, and manage AI behavior in real-world systems? This is where NVIDIA NeMo becomes critical. If NIM is the layer that runs AI models, then NeMo…
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What is NVIDIA NIM — and Why It Matters for Modern AI Systems
When most people start learning AI, they focus on models—LLMs, vision models, embeddings, and so on. But in real-world systems, models alone are not enough. The real challenge is how to run these models reliably, at scale, and in a way that applications can actually use them. This is exactly where NVIDIA NIM comes into…
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Preparing for NVIDIA Certified Professional – AI Infrastructure? Here’s What Actually Happened to Me
“I’m not from AI… can I even do this?” When I first decided to prepare for the NVIDIA Certified Professional – AI Infrastructure, I had a very honest thought: “I’m not from a pure AI background… how am I going to understand all this?” Yes, I did have some exposure to AI/ML during my PhD.…
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VMware Private AI Foundation in VCF 9: Everything You Need to Know (FAQs)
Category Question Answer Deployment & Infrastructure What kind of infrastructure is required to run VMware Private AI on-premises? VMware vSphere / VCF 9 clusters with NVIDIA GPUs (Blackwell GPUs recommended for high-performance AI workloads). Deployment & Infrastructure Can it run on existing VMware vSphere clusters or do we need new hardware? Yes, it integrates with…
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How VMware Private AI Foundation with NVIDIA in VCF 9 is Changing Enterprise AI
A few months ago, I was working with a customer who was running critical workloads on VMware on-premises. They were already using AWS internally for a GenAI chatbot, but now they wanted to expand AI use cases to predict and remediate infrastructure issues, including agentic AI solutions. The challenge? They didn’t want to rely on…
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Zero Downtime for AI Workloads: How VCF 9 Transforms vMotion for AI/ML Environments
Imagine this, your GPUs are crunching away at massive models, everything looks good… and then the dreaded email arrives from IT: “We received a critical patch for ESXi and need to patch the host tonight. Please stop your workload, as there will be slight downtime for heavy workload based VMs during this activity.” Stopping wasn’t…
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How VMware Runs Just ~1% Slower Than Bare Metal in VCF 9 (And Why That’s Amazing)
During one of the migration projects, I was doing workshop sessions with Modern Apps team, and they were pushing hard for bare-metal servers, instead of running on Virtual environment.Their argument was simple: “Virtual machines are slower. We need maximum performance for AI and analytics. Should we really migrate our applications on virtualization platform!” At that…
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What is Ollama? A Simple explanation to understand!
Artificial Intelligence might sound complicated, but tools like Ollama are making it simple for everyone. Imagine having a smart personal assistant that can answer questions, help you write, or even solve problems, right on your own computer. That’s what Ollama does! Usually, AI tools like ChatGPT live in the cloud. That means your questions and…
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What is Ollama? A Simple explanation to understand!
Artificial Intelligence might sound complicated, but tools like Ollama are making it simple for everyone. Imagine having a smart personal assistant that can answer questions, help you write, or even solve problems, right on your own computer. That’s what Ollama does! Usually, AI tools like ChatGPT live in the cloud. That means your questions and…
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How HCL BigFix AEX is Changing the Way Employees Get IT Help — Fast and Easy! – A Generative AI Solution
Let’s be honest — we’ve all faced those frustrating moments waiting on hold for IT support or trying to get help with tech issues at work. What if I told you there’s a smarter way to fix problems and get answers without waiting or calling anyone? Enter HCL BigFix AEX, a cool new AI-powered assistant…
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How VCF 9’s NVMe Tiering Lowers Memory TCO by 38% and How It Benefits Customers?
If you’ve ever managed high-performance workloads, you know memory costs can eat up your budget faster than compute or storage. But guess what? With VMware Cloud Foundation (VCF) 9.0, NVMe Memory Tiering has introduced, and it’s changing how we think about infrastructure design. Let’s break it down in simple terms, and explore how this delivers…
Architect’s Toolkit
PJ’s Tools
VMware Cloud Foundation
- VCF Documentation
- VCF 9 Planning & Preparation Workbook
- VCF Bill of Materials (BoM)
- VMware Compatibility Guide
- VMware Interoperability Matrix
- VMware Configuration Maximums
- VMware Ports & Protocols
- VMware Hands-on Labs
- RVTools Download
Nutanix
AI & Cloud-Native Platform
- NVIDIA Build (Model Catalog)
- NVIDIA AI Enterprise Reference Architecture
- NVIDIA NIM Performance Benchmarking
- NVIDIA NGC Catalog
- NeMo Microservices Helm Chart
- Helm Charts Repository
- Hugging Face Models
Architecture & Design
About the Author
Dr Pranay Jha
Dr. Pranay Jha is a Cloud and AI Consultant with 18+ years of experience in hybrid cloud, virtualization, and enterprise infrastructure transformation. He specializes in VMware technologies, multi-cloud strategy, and Generative AI solutions. He holds a PhD in Computer Applications with research focused on Cloud and AI, has published multiple research papers, and has been a VMware vExpert since 2016 and a VMUG Community Leader.
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