I'm not following. How do you propose search is performed by the ASI designed for "AI Research"? (as proposed by the article)
Certainly compute to test ideas (at scale) is the limiting factor for LLM developments (says Sholto @ Google), but if we're talking moving beyond LLMs, not just tweaking them, then it seems we need more than architecture search anyways.