Agentic loops rely on a cycle of thinking and tool use that eventually exhausts context windows. Ben's Bites argues that persistent file storage is the critical differentiator for personal agents. This mechanism allows tools like Grok Bot to maintain long-term memory. Practitioners should prioritize external state management over larger context windows.