Journal / category
A focused reading collection for ai & development.
An AI-assisted change becomes useful when another person can understand its purpose and verify its behavior. The articles in this category examine the development workflow around that result: task definition, repository context, isolated edits, diff review, and a clear handoff. This collection focuses on complete reads, while the AI development hub connects the main concepts and helps you choose a starting point.
Read the reviewable AI IDE workflow when a coding assistant is touching more files than you can comfortably assess. Use its task format to define an observable outcome, then compare the assistant's explanation with the actual changes. For web design work, include the rendered page and interaction in that comparison. The practical aim is a focused commit supported by meaningful evidence, with any remaining limitation explained clearly enough that the next reviewer can act on it.
Turn AI-assisted edits into changes you can explain. Learn how to define a task, isolate work, inspect the full diff, verify real behavior, and write a useful handoff before merging or deploying.