Continuity Through Discontinuity: The Capsule Pattern for Autonomous AI

Long-running AI systems face an inherent tension between limited context windows and the need for continuity—and most solutions waste precious tokens on bloated state files. The capsule pattern solves this by compressing essential state into a minimal bootstrap that lets restarted instances orient themselves without waste. This approach is increasingly critical for developers building persistent autonomous agents.