It feels like it’s been a really long time since humans invented anything just by thinking about it. At this stage we mostly progress by cycling between ideas and practical experiments. The experiments are needed not because we’re not smart enough to reason correctly with data we have, but because we lack data to reason about. I don’t see how more intelligent AI will tighten that loop significantly.