multi-agent-patterns

Multi-agent architectures distribute work across multiple language model instances, each with its own context window. When designed well, this distribution enables capabilities beyond single-agent limits. When designed poorly, it introduces coordination overhead that negates benefits. The critical insight is that sub-agents exist primarily to isolate context, not to anthropomorphize role division.

Multi-agent systems address single-agent context limitations through distribution. Three dominant patterns exist: supervisor/orchestrator for centralized control, peer-to-peer/swarm for flexible handoffs, and hierarchical for layered abstraction. The critical design principle is context isolation—sub-agents exist primarily to partition context rather than to simulate organizational roles.

Effective multi-agent systems require explicit coordination protocols, consensus mechanisms that avoid sycophancy, and careful attention to failure modes including bottlenecks, divergence, and error propagation.

このスキルは、ユーザーが「マルチエージェント システムの設計」、「スーパーバイザ パターンの実装」、「群アーキテクチャの作成」、「複数のエージェントの調整」を要求する場合、またはマルチ エージェント パターン、コンテキスト分離、エージェント ハンドオフ、サブエージェント、または並列エージェント実行について言及する場合に使用する必要があります。 ソース: chakshugautam/games。