An interesting idea, but I'm surprised that they only mention MemGPT/Letta [0] in passing; from what I've seen of Letta's work and e.g. their recent paper on "sleep-time compute", they are really pushing this space forward.

[0] https://www.letta.com/

[1] https://arxiv.org/abs/2504.13171