I make software, infrastructure, and the automation that holds them together.

AgentCore Code Interpreter is one of the built-in tools in the AgentCore family. It gives an agent a sandboxed environment where it can write and run real code — Python, JavaScript, or TypeScript — and get the actual output back, including tracebacks and generated artifacts like charts.

An argument that AI is pushing product design from deterministic, navigation-based interfaces toward probabilistic, intent-driven systems that still need deterministic anchors for anything that matters.

A step-by-step walkthrough of untangling Docker networks, fixing Traefik proxy labels, and getting a Next.js standalone app to actually receive traffic on Coolify.