Giving LLMs the right context -- eg in the form of predefined "cognitive tools", as explored with a ton of rigor here^1 -- seems like the way forward, at least to this casual observer.

1. https://github.com/davidkimai/Context-Engineering/blob/main/...

(the repo is a WIP book, I've only scratched the surface but it seems pretty brilliant to me)