10 July 2026 · technology Memory is (almost) solved. time is next. AI can’t tell if a memory is two minutes or two weeks old. The fix isn’t making models feel time — it’s cache invalidation: an as-of stamp on every fact, a clock in the context, and a freshness window for anything volatile. ai-memory temporal-grounding cache-invalidation information-architecture decision-making