I have been using exactly author's approach with "great success: (quote Borat) over the last two months

virtualritz on Hacker News

In the thread “Turning Claude Code into my best design partner”

Helped: Writing architecture docs and using statically-typed languages.

Got in the way: Python codebases caused more model errors and loops.