don't miss the (formerly over-hyped) Google Research's Titans+Atlas thread, they are quite inspiring and informative on the subject; even if I don't think they released anything (open, at least) as a follow-up to their research.
https://arxiv.org/abs/2501.00663https://arxiv.org/abs/2505.23735