Everyone building AI agent memory right now is solving the same problem: how do you persist knowledge across context windows? The answers are increasingly sophisticated — sleep-inspired consolidation, Ebbinghaus decay curves, knowledge graphs, FSRS scheduling, surprise-gated writes.

They're all missing something obvious.




The Problem...