When your AI coding buddy can't touch the network, run Docker, or even install packages, the 'agent' part starts to feel pretty theoretical.

A small Django project built with Claude Code to solve my newsletter triage: decision-timing labels, in-browser embeddings, CPU training, and an agentic loop that pushed recall up.

How coding agents accelerate learning new languages like Rust and refreshing memory of languages like C# by providing context and working examples.

Why I build and write with AI, how I choose tools, and a rough map of today's AI developer tooling.