It is not unsurprising to find dev lacking knowledge in domain stuff that would be actually required if they were doing the development themselves, rather than outsource it to an LLM.

So the client who writes the ticket understand the domain, the LLM that implement it understand it too.

The dev is the only one that is clueless.