Context compaction wipes active agent sessions, necessitating external files for long-term memory. This architectural requirement defines the utility of personal agents like Grok Bot and OpenClaw. These tools package standard LLM loops into persistent personas. Practitioners should prioritize structured file storage to maintain agent coherence across fragmented sessions.