Agentic loops rely on a cycle of thinking and tool use until context limits trigger session compaction. Ben's Bites argues that saving critical data to files differentiates personal agents from standard chatbots. This packaging creates a persistent memory layer. Practitioners should prioritize external file storage to maintain long-term agent coherence.