LLMs speed you up more if you have an appropriate theory in greenfield tasks (and if you do the work of writing your scaffold yourself).

Brownfield tasks are harder for the LLM at least in part because it’s harder to retroactively explain regular structure in a way the LLM understands and can serialize into eg CLAUDE.md.