MCP Server Development Guide: Local Testing to Serverless Deployment on AWS

From Local Dev to Live on AWS: Your MCP Server Development Guide If you’re building AI-powered tools and want them to actually work in the real world, you need a solid MCP server setup — one you can test locally and trust enough to ship to production. This guide is for developers who are already […]

Modern Kubernetes Scaling Architectures: KEDA vs Native HPA

Modern Kubernetes Scaling Architectures: KEDA vs Native HPA Scaling Kubernetes workloads sounds simple until your traffic spikes at 2 AM and your pods can’t keep up. If you’re a platform engineer, DevOps practitioner, or backend developer trying to build reliable, cost-efficient systems, picking the right Kubernetes scaling strategy matters more than most people realize. This […]

Designing Secure Agentic AI Workflows on AWS

Designing Secure Agentic AI Workflows on AWS AI agents are no longer just running simple tasks — they’re making decisions, calling APIs, reading databases, and taking actions with real consequences. That shift from passive tools to autonomous systems creates security gaps that traditional cloud security frameworks weren’t built to handle. This guide is for cloud […]

Dev Containers: The Missing Piece in Modern Developer Experience

Dev Containers: The Missing Piece in Modern Developer Experience You’ve seen it happen. A new developer joins the team, spends two days wrestling with environment setup, and still can’t run the app locally. Or your code works perfectly on your machine but breaks in CI. These aren’t edge cases — they’re everyday friction that slows […]

AWS Security Automation: Replacing Manual IAM Key Rotation with Code

Stop Rotating AWS IAM Keys by Hand — Here’s How to Automate It If you’re still logging into the AWS console to manually rotate IAM access keys, you’re spending time on a task that code can handle better, faster, and without human error. This guide is for DevOps engineers, cloud security teams, and AWS administrators […]