Planning is important because you get the LLM to explain the problem and solution in its language and structure, not yours.

This shortcuts a range of problem cases where the LLM fights between the users strict and potentially conflicting requirements, and its own learning.

In the early days we used to get LLM to write the prompts for us to get round this problem, now we have planning built in.