>here's how an AI brain actually remembers.
>you toss in notes, toss in decisions, toss in chats.
>AI turns each into a card, drops it in a pool. before answering, it pulls 12 and lays them on a desk.
>once the pool hits 10k cards, AI pulls wrong ones without noticing. holds up a 6-month-old card and tells you, with a straight face, that this is the current rule.
>get this layer right, your card pool gets thicker every day, your AI feels more like someone who actually knows you. and you don't have to wonder if it's reading you an old card anymore.