learn
Five things to learn before you trust an AI coding agent.
Governed AI Coding
What it means to put a control layer between human intent and AI execution.
Local-first AI Development
When the loop runs on your machine — when it doesn't — and why that distinction matters.
Validation-driven AI Coding
Typecheck, test, build, smoke, and checkpoint gates that catch AI mistakes before they ship.
BYO-key AI Development
Why your subscription and your AI provider plan are two separate bills, and how that protects you.
Safe AI Software Development
Practices that keep an AI coding agent useful without letting it wreck your machine or codebase.