Insights from the Cutting Edge
Expert perspectives on platform engineering, cloud-native application delivery, and the future of AI/ML infrastructure.
Featured Articles
Small Steps, Big Impact: Why StarOps is Built for Beginners
Like an astronaut's first step on a new planet, launching a new tool is the beginning of an exciting journey. At Ingenimax, we believe that success in cloud-native technology begins with making those first steps accessible to everyone.
What Is an Internal Developer Platform (IDP)? Beginner's Guide to Modern Platform Engineering
Learn what an Internal Developer Platform (IDP) is and whether your team needs one. Discover the pros, cons, and future of modern platform engineering.
Hot Swap Your Models: Designing for the AI UX That Learns With You
Design adaptive AI experiences with dynamic model/agent hot swapping, parallel chains, and Kubernetes-native routing.
Kubernetes Roulette: Why Troubleshooting Feels Like a High-Stakes Game (And How to Get Better at It)
If you've ever tailed logs for hours, scoured YAML configs like a detective, or stared blankly at an ImagePullBackOff at 2am—congrats. You've played the game of Kubernetes Roulette. And if you're reading this, you probably lost a round or two.
Why 85% of AI Projects Fail to Make It to Production
Discover the key reasons why most AI projects never reach production and learn practical strategies to ensure your AI initiatives succeed.
All Articles
Service Quotas: The Side Quest No One Asked For
Cloud quotas are like invisible walls that ambush you in production. Learn how to avoid the dreaded quota quest and keep shipping instead of filing support tickets.
Production-Ready Isn't a Vibe: Lessons from Kiro's Rocky Launch
Kiro’s rocky AWS launch is a reminder: production-ready isn’t a tagline, it’s a promise. Lessons for every team shipping agentic infra.
Zero Trust in the Age of GenAI, Agents, and MCP
Just because your AI is 'smart' doesn't mean it should be trusted. Learn how to implement zero trust security for AI agents and prevent prompt injection attacks.
AI Engineers Deserve Better Infrastructure
AI engineers are expected to innovate at breakneck speed — but are held back by unreliable environments, glue code, and fragile ops scaffolding. It's time for infrastructure that actually understands AI workflows.
Before You Build an Agent, Build This First
Everyone's racing to build the next AI agent. But most teams skip the foundational question: How will you actually run it safely, observe it meaningfully, and evolve it without fear?
Setup Kubernetes in AWS in 10 Minutes with AI: A Step-by-Step Guide
Learn how to deploy a production-ready Kubernetes cluster on AWS EKS in just 10 minutes using AI-powered tools. This comprehensive guide covers Terraform, Helm, and kubectl best practices for rapid infrastructure deployment.
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