Tag: Red Hat AI
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Red Hat AI Hybrid Cloud Deployment, and Where It Actually Runs (Red Hat Gen AI Series, Part 4)
Red Hat AI runs on bare metal, in your private cloud, on public cloud GPU instances and in air gapped sites. Here is how to place a self hosted GenAI project when its data cannot leave the building.
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RHEL AI vs RHEL vs OpenShift AI, and Where a Project Belongs (Red Hat Gen AI Series, Part 3)
RHEL, RHEL AI and OpenShift AI get confused constantly. One is an operating system, one runs a single model on one server, one runs many across a cluster. Here is how to pick the right one for a project, with the trade offs named.
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Granite Model Family and Choosing a Size Under Apache 2.0 (Red Hat Gen AI Series, Part 2)
Granite 4.0 comes in four practical sizes under Apache 2.0. Here is how total versus active parameters decide GPU memory, and why H-Tiny, not H-Small, is the right first model for a self hosted support assistant.
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Red Hat AI Explained, and How RHEL AI, OpenShift AI and the Inference Server Fit (Red Hat Gen AI Series, Part 1)
Red Hat AI is not one product but three: RHEL AI, OpenShift AI and the AI Inference Server. Here is what each does, the open source thesis behind them, and where to start when you have used a hosted model API but never run your own inference.
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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