Session compaction wipes agent memory, necessitating external files for long-term persistence. This architectural requirement defines the utility of personal agents like Grok Bot or OpenClaw. They package standard LLM loops with persistent storage. Practitioners should focus on how these tools manage context windows to avoid critical data loss during long sessions.