Designing intelligent systems, one layer at a time.
The first time I watched a security vulnerability slip through our CI/CD pipeline and make it to production, I felt the same sinking feeling every engineer knows: that moment when…
The evolution of container orchestration has reached an inflection point where the complexity of managing Kubernetes clusters often overshadows the benefits of containerization itself. Azure Container Apps represents Microsoft’s answer…
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…
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,…
After two decades of building enterprise systems, I’ve witnessed numerous technology waves—from SOA to microservices, from on-premises to cloud-native. But nothing has matched the velocity and transformative potential of generative…
The journey from experimental machine learning models to production-grade systems represents one of the most challenging transitions in modern software engineering. After spending two decades building distributed systems and watching…