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I just posted this on HN this morning and was looking through "new" but I'm trying to solve this exact problem:

https://annealit.ai



That's interesting. I mean, I've got an openclaw setup with Claude that is merging and storing chats from whatsapp and the web client once a day, has a ton of context accessible... but there's something about being right in the middle of solving a hard technical problem where you're deep in the weeds about which columns should represent which data, and suddenly it's like, what were we talking about? Oh I should trying to read the database structure again from scratch. I don't think that's a problem that any clever arrangement of memory or personality files can actually solve.


But I think when you actually structure memory in the right form based on "workload" (i.e. Google Spreadsheet, Microsoft Word XML, coding lang AST/DAGs), then this is truly possible to have additive "unforgetting".

Edit:

I truly believe this is solvable just like we're doing for natural language but with code/schema/etc! Relational, document, graph, vector!




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