Does it help? Not by itself but yes with a little more guidance.

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Software Design: Tidy First?

Kent Beck experiments with AI coding assistants to understand how different prompting strategies affect code quality. Through a controlled experiment implementing the Rope data structure, he discovers that persona-based prompts ("code like Kent Beck") improve micro-level behaviors like testing style and naming, while explicit architectural constraints ("use Composite pattern") drive macro-level design decisions. The combination yields the best results. He concludes by proposing a computational approach inspired by "The Bitter Lesson": instead of encoding human expertise through prompts, train AI by having millions of instances compete to implement features at lowest cost, letting computation discover optimal development patterns.

Taming the Genie: "Like Kent Beck"