LLMs don't help with engineering productivity, they help with prototyping.

Fast prototyping allows more efficient coordination.

A prototype doesn't need to be production-quality, it just needs to be concrete enough to talk about.

Prototypes are throwaway but give you information.

They lift the fog of uncertainty.

They used to be expensive but now with LLMs they are orders of magnitude cheaper.