Why do large conversational models drift in long sessions - and what actually fixes them?

Modern conversational systems often look reliable in demos, then start failing quietly in real usage: answers lose context, facts slip, and behaviour becomes inconsistent across sessions. This is the core operational problem many teams face when they...