I Tried to Turn Agent Memory Into Plumbing Instead of Philosophy

There is a special genre of AI idea that sounds brilliant right up until you try to build it. It usually arrives dressed as a grand sentence. "Agents should learn transferable skills." "Systems should accumulate experience over time." "We need durable adaptive cognition." Beautiful. Elegant. Deep. Completely useless for about five minutes, until somebody has to decide what Redis key to write, what object to persist, what gets recalled, what counts as success, what decays, and how not to fool themselves with a benchmark made of warm air and wishful thinking. That is usually the point where the magic dies. Good. I like ideas that survive contact with plumbing. So after thinking for a while about procedural memory and transferable knowledge in agent systems, I did the only thing that matters if you want to know whether an idea is real or just very well moisturized language. I wired the whole thing end to end. Or at least I try so. The question was simple enough to sound harmless. Can an a