This is a follow-up to I Tried to Turn Agent Memory Into Plumbing Instead of Philosophy. If you haven't read that one, the short version: I built a persistent memory system for AI agents called OrKa Brain, ran 30 benchmark tasks, got a 63% pairwise win rate and a +0.10 rubric improvement, and concluded that "the model already knew most of what the...