In other word, complex applications can still be fully specified in plain English, even if it might take more words.

An LLM can do increasingly well as a fly on the wall, but it’s common for people using an LLM to be less collaborative with an LLM and for them to expect the LLM to structure the conversation. Hence the suggestion to be careful in your prompting.