Calling it AI is where the problem lies. An LLM is not AI. It is a next token prediction function. That is a very powerful function but just one function out of millions in the overall stack. As an engineer you still have to have the right framework to call that function with the right inputs at the right places and validate the results. But if you focus on the technical details and not the marketing hype you can get amazing results in the areas where it works.