
Prepare Your Codebase for AI Agents, One Change at a Time
A practical method for making an existing codebase easier to change: name one painful change, clear only its path, and let the finished change justify the cleanup.
Articles and insights about technical debt.

A practical method for making an existing codebase easier to change: name one painful change, clear only its path, and let the finished change justify the cleanup.

AI agents can accelerate delivery, but they also amplify the patterns already living in your codebase, so cleanup and standardization should come first.

Learn to recognize the early indicators that your AI or vibe coding project is heading for trouble before it's too late.

Beyond the obvious technical debt, discover the hidden business costs of poor AI-generated code and how professional cleanup drives ROI.

Fresh perspective. Clear plan. 2 hours well spent.

Discover the technical red flags in AI-assisted development that can turn your creative coding session into a maintenance nightmare.