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其次，In this comprehensive tutorial, we present the core architecture of ClawTeam, an open-source Agent Swarm Intelligence framework developed by HKUDS. We implement the fundamental concepts that make ClawTeam powerful: a leader agent that decomposes complex goals into sub-tasks, specialized worker agents that execute those tasks autonomously, a shared task board with automatic dependency resolution, and an inter-agent messaging system that enables real-time coordination. We designed this tutorial to run seamlessly in Colab, requiring only an OpenAI API key, so anyone can experience multi-agent orchestration without setting up local infrastructure like tmux, git worktrees, or filesystem-based message queues that the original ClawTeam CLI requires.
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此外，对于考虑是否使用Composer 2的读者，最重要的问题可能不仅仅是基准性能。或许是他们是否需要一款为Cursor自身产品体验优化的模型。
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