multi agent state management

Elevates state management from single-turn conversations to 'task lifecycles across autonomous, multi-vendor entities'—extends pattern to distributed systems context.

The core problem described is how to maintain shared state across multiple agents in an orchestration pipeline—this is a canonical multi-agent state management problem.

The article lists frameworks explicitly designed to manage state across agent interactions. This is a core context engineering surface.

Addresses how agents maintain coherent state over time, with scope options (project-wide vs user-scoped).

Article describes four agents sharing state, which is a multi-agent orchestration pattern relevant to context engineering, though implementation details are sparse.