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Notes from building millfolio — product updates, design decisions, and the problems along the way. RSS ↗

Managing a small local AI budget

on-device-aiarchitecturetagsperformance

How millfolio keeps thousands of records queryable with an on-device model — a three-flavor tag system, batched classification with priorities, and previews that show you what a tag would actually match.