Before LLMs you either built good abstractions to make it possible to not understand large chunks of the code base or you flailed.

A lot of the time people flailed.

The one thing Ive never seen an LLM do well is shape clean, coherent abstractions. To be fair it's a rare human skill as well but in LLMs if they don't have a direct analog in their training data they flail.