orchestrating

Multi-agent task coordination is managed by spawning teammates, routing messages, and creating tasks with dependencies. This framework provides a structured YAML entry point and Markdown runtime instructions to handle shared state and inter-agent messaging across backends.

Parallel code reviews are supported through team creation and leader coordination. You can organize a team of agents to perform review workflows simultaneously, report findings, and manage shared state to enable scalable collaboration across the codebase.

Inter-agent messaging routes instructions between spawned teammates to coordinate pipelines with dependencies. The task system tracks status and lifecycle management, ensuring agents handle sequential operations and route messages correctly across different backends.

Task lifecycle management and robust error handling are built into the orchestration patterns. The framework supports swarm workflows with status tracking, dependency resolution, and safe shutdown procedures to maintain back-end stability when agents encounter errors.

Self-organizing task queues across backends require no external dependencies. The framework auto-detects available backends and uses a YAML frontmatter entry point to configure team spawning, task routing, and safe shutdown without additional packages.

A dedicated orchestration framework solves the complexity of coordinating many Claude Code agents by providing structured task systems, dependency tracking, and inter-agent messaging. Manual coordination lacks the shared state management and error handling needed for scalable team-based workflows.