The constraint
Agent memory is usually a vector dump or a hidden graph. Hubs collapse into a few Title-Case 'Concepts,' sessions leak into each other, and you cannot tell whether injection came from this chat or someone else's nouns. I needed durable local recall that grows with real conversation, stays inspectable, and does not pretend to be a hosted brain.