Idiomatic Julia code in AI generated code

I find AI coding tools such as Claude Code incredibly useful, especially when combined with tools like Kaimon.jl. However, I also find that the code they generate is often surprisingly non-idiomatic Julia. Beyond aesthetics, this has practical consequences. The generated code frequently misses opportunities for classic Julia strengths such as multiple dispatch, leveraging existing package functionality, and introducing concrete types or type information early in the design. Instead, it often pr...