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.
Step-by-step practical guides for building, fixing, deploying, testing, and improving small web tools, WordPress sites, and AI-assisted workflows.
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.
Turn an old PC into a useful Ubuntu home server for web development, with Apache, MySQL, PHP, SSL, domains, and safer outside access.