Three months into production, our RAG system started failing at 2AM. Not gracefully—complete outages. The problem wasn’t the models or the embeddings. It was the architecture. After rebuilding it twice, here’s what I learned about building RAG systems that actually work in production. Figure 1: Production RAG Architecture Overview The Night Everything Broke It was […]
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Running LLMs on Kubernetes: Production Deployment Guide
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 […]
Read more →Deploying LLM Applications on Cloud Run: A Complete Guide
Last year, I deployed our first LLM application to Cloud Run. What should have taken hours took three days. Cold starts killed our latency. Memory limits caused crashes. Timeouts broke long-running requests. After deploying 20+ LLM applications to Cloud Run, I’ve learned what works and what doesn’t. Here’s the complete guide. Figure 1: Cloud Run […]
Read more →AWS DevOps and Infrastructure as Code: CDK, CloudFormation, Terraform, and CI/CD (Part 6 of 6)
Infrastructure as Code (IaC) enables you to manage AWS resources through code, providing version control, repeatability, and collaboration. This guide compares AWS CDK, CloudFormation, and Terraform with production-ready examples. 📚 AWS FUNDAMENTALS SERIES – FINAL PART This is the final part of a 6-part series covering AWS Cloud Platform. Part 1: Fundamentals Part 2: Compute […]
Read more →Cloud Native and Multi-Cloud Architecture: A Complete Guide to Modern Infrastructure
The evolution of cloud computing has fundamentally transformed how we architect, deploy, and operate applications. Cloud-native architecture and multi-cloud strategies are no longer optional—they’re essential for organizations seeking agility, resilience, and competitive advantage in the digital economy. This comprehensive guide covers cloud-native principles, multi-cloud strategies, Kubernetes orchestration, and practical implementation patterns with real-world examples. Cloud […]
Read more →Azure DevOps Remote Work Best Practices
Remote work changes how we use Azure DevOps. Here are best practices for distributed teams. Async Collaboration Work item discussions: Keep context in tickets, not chat PR comments: Thorough reviews since you can’t tap shoulders Wiki updates: Document decisions for async consumption Visibility Improvements Create dashboards for team visibility Use status badges in README files […]
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