MY AI HAD ALREADY FIXED THE CODE BEFORE I SAW IT

Summary from the TLDR Web Dev newsletter

Compounding engineering is a development approach where AI tools learn from every code review, bug fix, and pull request, building systems that improve themselves. By codifying preferences and architectural decisions, engineers can train AI agents like Claude to automate tasks and enforce consistent standards. This method turns production errors into permanent fixes.