It looks like most of the big ideas have been discovered (although physicists were saying this in the 1890s as well), but there are still many things whose collective behavior is not well understood.
It looks like most of the big ideas have been discovered (although physicists were saying this in the 1890s as well), but there are still many things whose collective behavior is not well understood.
Are many people really saying that now? I'm emphatically not an expert, but my impression was that it's generally agreed that there are clear theoretical signs (quantum physics vs. general relativity) as well as experimental ones (dark energy, dark matter etc.) that our understanding of fundamental physics remains highly incomplete, and that completing it will likely require a lot of very novel physics. There are some hot takes that there may simply be no grand theory that could explain all the relevant observations, but AFAICT they're far from being the general consensus. The more common pessimism is that humanity has been stuck in roughly the same place for several decades now, and there's no clear sign of any experimental or theoretical line of attack that (still) seems likely to get us out of it. This situation doesn't really resemble the complacent belief in the near-completeness of fundamental physics that supposedly existed in the 1890s. (And I'm not sure if that complacency was actually as strong as it's often claimed to be, at least among actual research physicists of the time as opposed to onlookers and popularisers.)
Did you mean to allude to Godel's incompleteness theorem instead?
Basically: no matter how hard you try, you couldn't teach a dog how to perform engine mechanics (or any number of other higher cognition things), simply because its cranial biology isn't up to the task of fundamentally understanding such things. I have a sneaking (layman's) fear that we might be close to our own version of the same thing in certain fields.
It would be nice to argue that AI augmentation of human-led scientific advancement will help us along considerably, but it still seems deeply hand wavy to say that. Sure, computers help enormously with vast amounts of technical number crunching, and enable the practical application of physics (among other fields) in ways that we could never achieve without them, but fundamental, self-directed discovery is still way beyond the scope of any AI I know of or foresee for the near future.
Edit: emphasis on "only" added