This deep dive explores how the Cloud Agent SDK manages AI agent sessions, including session persistence, resuming from a specific point, and creating parallel timelines (forking). It covers the challenges of stateless LLM APIs and the SDK's solution for stateful operation, utilizing JSON lines files for efficient state management and the CRF framework (Continue, Resume, Fork) for manipulating agent sessions.