Most breakthroughs that are published are for efficiency because most breakthroughs that are published are for open source.'
All the foundation model breakthroughs are hoarded by the labs doing the pretraining. That being said, RL reasoning training is the obvious and largest breakthrough for intelligence in recent years.
With all the floating around of AI researchers though, I kind of wonder how "secret" all these secrets are. I'm sure they have internal siloing, but even still, big players seem to regularly defect to other labs. On top of this, all the labs seem to be pretty neck and neck, with no one clearly pulling ahead across the board.