I find these criticisms to be similar to those low context brain teasers.

If a woman gets married at 25 and her kid is 25, how old is she?

This is what LLMs are dealing with. You dont tell them everything they need to know and they are left to fill in the gaps. Which may, and sometimes often means they lie.

That's what Agentic does differently, it'll go find the gaps before answering.

Agentic is AGI. You can hire many minimum wage workers who are generally intelligent who dont even go to that level.