An interesting pattern working with AI is: AI likes clarity and clear naming.

If your codebase is well organized and consistently named, it's much easier for the AI to follow those patterns.

A similar thing happens in effective organizations. If your ways of working are well organized and consistently named, it's much easier and faster for humans to get work done.

-> And to bring that thought all the way around, if your organization is well organized in this way, it will be much easier to leverage AI in it.

-> Introducing AI can help force clarity and simplicity in your organization?

AI wants clarity.

# Dec 20, 2025