Software
Timeline Assembly as Infrastructure
A user-visible history blends signals that behave nothing alike: taps and toggles from the app, device-originated events, backend jobs that complete later, human edits, and (increasingly) AI insights that evolve as models improve. These inputs arrive asynchronously, often out of order, sometimes duplicated, and occasionally retracted. If you treat the