While LLMs allow us to work at a "fuzzy abstraction" level (the abstraction is not ready to be formalized, but it is forming and shaping the words used to describe a problem) as well as quickly explore concrete implementations, "controlling" an LLM is best done by having a solid understanding of the problem in mind.