Contributing Writer
Engineering leader writing about scalable systems, team knowledge management, and AI-augmented development workflows.
Cloud-native isn't just containers and functions. It's a fundamental shift in how we build, deploy, and reason about systems. Here's what that means.
MCP connects AI assistants to your codebase intelligence. Stop explaining your product architecture—let Claude and Cursor query it directly.
Legacy systems are black boxes to AI coding tools. Here's how to make decades-old code readable to both humans and LLMs without a full rewrite.
AI code completion breaks down on cross-file refactors, legacy code, and tickets requiring business context. The problem isn't the AI — it's the context gap.