Agentic loops rely on a cycle of thinking and tool use until context windows overflow. Ben's Bites argues that persistent file storage differentiates personal agents from standard chat interfaces. This packaging allows Grok Bot and similar tools to maintain long-term state. Practitioners should prioritize external memory over raw context for stability.