It's all 'clever prompting' all the way down. 'Chain of thought', excuse me, 'reasoning', 'agents'. It's all just prompt scaffolding and language models.
There is no way this ends the way the salespeople are saying it will. Indexing over a compressed space and doing search is not the future of computation.