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.
The most productive day in an organization’s life usually looks like nothing happened. No launches, no features, no announcements. Just people quietly making the existing work more honest.
