Reading the code will not give you the same mental model as writing it. Sure you can catch some high level issues, but the brain is incentivized to skip over the lines which look like boilerplate. any issue in between boilerplate is going to be unnoticed.

The original sin of the programming industry is not valuing expressive notation and expressive programming languages. (I am not talking about map/filter/reduce level party tricks but better metaprogramming and coherent abstractions). No amount of sacrificing tokens for Anthropicus is going to give you the same amount of understanding as writing the program.