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Multi-Agent Architecture Patterns provides advanced blueprints for orchestrating multiple Claude Code agent instances to solve large-scale engineering problems. By implementing specialized patterns such as Supervisor/Orchestrator, Peer-to-Peer, and Hierarchical layers, this skill enables developers to manage context isolation and parallelize subtasks effectively. It helps prevent the 'lost-in-the-middle' effect and performance degradation by ensuring each sub-agent operates within a focused, clean context window optimized for its specific domain.