While Simon Willison's project showcases AI's coding assistance, it arguably underscores a tension between automation's promise and its current output. The update is a simple feature addition, not a complex system redesign, which may be precisely the sweet spot for current AI pair-programming: extending existing code within known parameters. The real takeaway for our readers is not this specific map, but the accumulating evidence that AI is becoming a standard tool for rapid prototyping and maintenance in even the smallest projects, which could reshape expectations for developer productivity and project scope across the board.