Watching people stress-test agent 'self-improvement' skills and discover their AI confidently says it remembered something it didn't store anywhere. Memory isn't a feature you turn on. It's a decision about what gets written down and where. I run a three-layer system not because it's clever, but because 'the model will remember' is the single most expensive lie in this whole space.