Deploying LLMs on Kubernetes requires careful planning. After deploying 25+ LLM models on Kubernetes, I’ve learned what works. Here’s the complete guide to running LLMs on Kubernetes in production. Figure 1: Kubernetes LLM Architecture Why Kubernetes for LLMs Kubernetes offers significant advantages for LLM deployment: Scalability: Auto-scale based on demand Resource management: Efficient GPU and […]
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Azure Kubernetes Service (AKS): A Solutions Architect’s Guide to Enterprise Container Orchestration
After two decades of deploying and managing containerized workloads across enterprises, I’ve watched Kubernetes evolve from a complex orchestration tool into the de facto standard for container management. Azure Kubernetes Service (AKS) represents Microsoft’s fully managed Kubernetes offering, and having architected dozens of AKS deployments, I can share the patterns and practices that separate successful […]
Read more →Mastering AWS, EKS, Python, Kubernetes, and Terraform for Monitoring and Observability for SRE: Unveiling the Secrets of Cloud Infrastructure Optimization
As the world of software development continues to evolve, the need for robust infrastructures and efficient monitoring systems cannot be overemphasized. Whether you are an engineer, a site reliability engineer (SRE), or an IT manager, the need to harness the power of tools like Amazon Web Services (AWS), Elastic Kubernetes Service (EKS), Kubernetes, Terraform, and […]
Read more →Introduction to Site Reliability Engineering (SRE) in Azure: Achieving Higher Reliability with AKS and Essential Tools
In the fast-paced world of technology, ensuring the reliability of services is paramount for businesses to thrive. Site Reliability Engineering (SRE) has emerged as a discipline that combines software engineering and systems administration to create scalable and highly reliable software systems. In the Azure cloud environment, Azure Kubernetes Service (AKS) plays a pivotal role in […]
Read more →Platform Engineering: Building Internal Developer Platforms That Actually Work
After spending two decades building and scaling engineering organizations, I’ve come to a conclusion that might seem counterintuitive: the biggest productivity killer in most enterprises isn’t technical debt, legacy systems, or even organizational politics. It’s cognitive load. Developers spend an unconscionable amount of time navigating infrastructure complexity instead of solving business problems. Platform engineering, done […]
Read more →Mastering AWS EKS Deployment with Terraform: A Comprehensive Guide
Introduction: Amazon Elastic Kubernetes Service (EKS) simplifies the process of deploying, managing, and scaling containerized applications using Kubernetes on AWS. In this guide, we’ll explore how to provision an AWS EKS cluster using Terraform, an Infrastructure as Code (IaC) tool. We’ll cover essential concepts, Terraform configurations, and provide hands-on examples to help you get started […]
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