Make the Bug Smaller Before You Ask AI to Fix It
Before handing a bug to AI, shrink the problem first. A smaller repro saves tokens, reduces bad fixes, and makes debugging less messy.
Modern tools. Old-stack common sense.
Notes for people learning to code with AI, covering basic web development, debugging habits, code structure, and safer ways to build.
Before handing a bug to AI, shrink the problem first. A smaller repro saves tokens, reduces bad fixes, and makes debugging less messy.
Vibe coding can help non-programmers build useful tools, but only if they keep the work small, test properly, and don’t let AI run the project blind.
Stop retyping the same ChatGPT setup prompt. Custom GPTs turn repeated instructions, style rules, and project context into reusable workflows for real work.
A practical AI coding workflow for solo builders: give the assistant the latest real code, ask for focused full-file patches, test the app yourself, then commit only what…