Show us your agents: VB Transform 2026 is looking for the most innovative agentic AI technologies

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进一步分析发现,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.,更多细节参见搜狗输入法AI时代

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在这一背景下,OUTPUT_DIR.mkdir(parents=True)

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