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.
1. Structured Data1. Your "Data Repository"Launch a Google Sheet. The initial row contains your field names. Subsequent rows hold your information. Well done, you've successfully designed a database.
，更多细节参见有道翻译
While the French naval task force's general presence in the area was known—following a deployment order by President Emmanuel Macron announced on March 3rd—the specific location was sensitive. The Charles de Gaulle, France's sole aircraft carrier, had been participating in NATO drills in the Baltic Sea and was not expected to depart until May. French officials confirmed its passage through the Strait of Gibraltar on March 6th.
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本周将上演多场关键的世界杯预选赛，其中捷克对阵爱尔兰的比赛备受瞩目。这场单败淘汰制的半决赛胜者，将迎战丹麦或北马其顿，争夺2026年世界杯的入场券。当这两支队伍在福图纳体育场相遇，为今夏的盛会席位展开激战时，现场气氛必将沸腾。