The One-Shot Paradigm with Agents by Helena Zhang:

Over the past two months, we have studied the designs behind powerful AI agents like Cursor and Claude Code. These tools have created new ways for AI to interact with codebases.

It’s extraordinary how tools like Cursor have embedded themselves so centrally into so many devs workflows without many of us having a clear understanding of how they actually work.