The LLM will tell you an approximation of what many responses on the Internet said the math should be, but you should have the knowledge and check if it's actually correct.

An LLM can give you a hazy picture, but it's your job to focus it.

Exactly, which matches with precisely with how I'm using them. So with that perspective, you then agree they're a fundamental/core technology, at least for more than just me?