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it feels like structured state space models and things like kalman filters have a lot of conceptual overlap with these needs, and i've built some experimental systems that do this (and work decently, with room for improvement), but i really need to do a deeper dive into the literature.
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a quick initial research notes dump, in case anyone else is curious: gist.github.com/rand/65bd9bc...
gist.github.comstructured-state-kalman-memory.mdGitHub Gist: instantly share code, notes, and snippets.