{"id":497,"date":"2026-03-23T00:15:14","date_gmt":"2026-03-22T16:15:14","guid":{"rendered":"http:\/\/23.95.50.216:8080\/?p=497"},"modified":"2026-03-23T00:15:14","modified_gmt":"2026-03-22T16:15:14","slug":"%f0%9f%a6%9e-clawteam-agent-swarm-intelligence%ef%bc%88agent%e9%9b%86%e7%be%a4%e6%99%ba%e8%83%bd%ef%bc%89","status":"publish","type":"post","link":"https:\/\/deepbule.store\/?p=497","title":{"rendered":"\ud83e\udd9e ClawTeam: Agent Swarm Intelligence\uff08Agent\u96c6\u7fa4\u667a\u80fd\uff09"},"content":{"rendered":"<h1>\ud83e\udd9e ClawTeam: Agent Swarm Intelligence<\/h1>\n<p><strong>One Command \u2192 Full Automation.<\/strong> \u2014 AI agents form swarms, delegate tasks, and deliver results.<\/p>\n<h2>\u2728 \u6838\u5fc3\u7279\u6027<\/h2>\n<ul>\n<li>\ud83d\udd2c AI\u7814\u7a76\u81ea\u52a8\u5316<\/li>\n<li>\ud83c\udfd7\ufe0f Agentic\u8f6f\u4ef6\u5de5\u7a0b<\/li>\n<li>\ud83d\udcb0 AI\u5bf9\u51b2\u57fa\u91d1<\/li>\n<li>\ud83c\udfaa \u81ea\u5b9a\u4e49\u56e2\u961f\u6a21\u677f<\/li>\n<\/ul>\n<h2>\ud83d\udcca \u4e0e\u5176\u4ed6\u6846\u67b6\u5bf9\u6bd4<\/h2>\n<table>\n<tr><th><\/th>\n<th>ClawTeam<\/th>\n<th>\u5176\u4ed6\u591aAgent\u6846\u67b6<\/th><\/tr>\n<tr><td>\u4f7f\u7528\u8005<\/td>\n<td><strong>AI agents themselves<\/strong><\/td>\n<td>Humans writing orchestration code<\/td><\/tr>\n<tr><td>\u8bbe\u7f6e<\/td>\n<td><code>pip install<\/code> + one prompt<\/td>\n<td>Docker, cloud APIs, YAML configs<\/td><\/tr>\n<tr><td>\u57fa\u7840\u8bbe\u65bd<\/td>\n<td>Just filesystem + tmux<\/td>\n<td>Redis, message queues, databases<\/td><\/tr>\n<tr><td>Agent\u652f\u6301<\/td>\n<td>Any CLI agent<\/td>\n<td>Framework-specific only<\/td><\/tr>\n<tr><td>\u9694\u79bb<\/td>\n<td>Git worktrees<\/td>\n<td>Containers or virtual envs<\/td><\/tr>\n<\/table>\n<h2>\ud83d\ude80 \u5feb\u901f\u5f00\u59cb<\/h2>\n<h3>\u5b89\u88c5<\/h3>\n<pre><code>pip install clawteam\n\n# \u6216\u4ece\u6e90\u7801\u5b89\u88c5\ngit clone https:\/\/github.com\/HKUDS\/ClawTeam.git\ncd ClawTeam\npip install -e .\n\n# \u53ef\u9009\uff1aP2P\u4f20\u8f93\npip install -e &quot;.[p2p]&quot;\n<\/code><\/pre>\n<p>\u8981\u6c42\uff1a<strong>Python 3.10+<\/strong>, <strong>tmux<\/strong>, \u4ee5\u53ca CLI coding agent<\/p>\n<h3>\u4f7f\u7528\u65b9\u5f0f1\uff1a\u8ba9Agent\u9a71\u52a8\uff08\u63a8\u8350\uff09<\/h3>\n<pre><code>&quot;Build a web app. Use clawteam to split the work across multiple agents.&quot;\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u65b9\u5f0f2\uff1a\u624b\u52a8\u9a71\u52a8<\/h3>\n<pre><code># 1. \u521b\u5efa\u56e2\u961f\nclawteam team spawn-team my-team -d &quot;Build the auth module&quot; -n leader\n\n# 2. \u542f\u52a8worker agents\nclawteam spawn --team my-team --agent-name alice --task &quot;Implement OAuth2 flow&quot;\n\n# 3. \u76d1\u63a7\nclawteam board attach my-team\n<\/code><\/pre>\n<h2>\ud83e\udd16 \u652f\u6301\u7684Agent<\/h2>\n<table>\n<tr><th>Agent<\/th>\n<th>Spawn\u547d\u4ee4<\/th>\n<th>\u72b6\u6001<\/th><\/tr>\n<tr><td>Claude Code<\/td>\n<td><code>clawteam spawn tmux claude --team ...<\/code><\/td>\n<td>\u2705 \u5b8c\u5168\u652f\u6301<\/td><\/tr>\n<tr><td>Codex<\/td>\n<td><code>clawteam spawn tmux codex --team ...<\/code><\/td>\n<td>\u2705 \u5b8c\u5168\u652f\u6301<\/td><\/tr>\n<tr><td><strong>OpenClaw<\/strong><\/td>\n<td><code>clawteam spawn tmux openclaw --team ...<\/code><\/td>\n<td>\u2705 \u5b8c\u5168\u652f\u6301<\/td><\/tr>\n<tr><td>nanobot<\/td>\n<td><code>clawteam spawn tmux nanobot --team ...<\/code><\/td>\n<td>\u2705 \u5b8c\u5168\u652f\u6301<\/td><\/tr>\n<tr><td>Kimi CLI<\/td>\n<td><code>clawteam spawn tmux kimi --team ...<\/code><\/td>\n<td>\u2705 \u5b8c\u5168\u652f\u6301<\/td><\/tr>\n<tr><td>Cursor<\/td>\n<td><code>clawteam spawn subprocess cursor --team ...<\/code><\/td>\n<td>\ud83d\udd2e \u5b9e\u9a8c\u6027<\/td><\/tr>\n<\/table>\n<h2>\ud83c\udfd7\ufe0f \u67b6\u6784<\/h2>\n<p>\u6240\u6709\u72b6\u6001\u5b58\u50a8\u5728 <code>~\/.clawteam\/<\/code> \u7684 JSON \u6587\u4ef6\u4e2d\u3002\u65e0\u6570\u636e\u5e93\u3001\u65e0\u670d\u52a1\u5668\u3001\u65e0\u4e91\u7aef\u3002<\/p>\n<h2>\ud83c\udfaa \u56e2\u961f\u6a21\u677f<\/h2>\n<pre><code># \u4e00\u952e\u542f\u52a8\u5b8c\u6574\u56e2\u961f\nclawteam launch hedge-fund --team fund1 --goal &quot;Analyze AAPL, MSFT, NVDA for Q2 2026&quot;\n<\/code><\/pre>\n<p>\u9884\u7f6e\u6a21\u677f\u5305\u62ec <strong>AI Hedge Fund<\/strong> (7\u4e2aAgent)<\/p>\n<h2>\ud83d\udccb \u547d\u4ee4\u53c2\u8003<\/h2>\n<pre><code># \u56e2\u961f\u751f\u547d\u5468\u671f\nclawteam team spawn-team \n&lt;team&gt; -d &quot;description&quot; -n &lt;leader&gt;\nclawteam team discover\nclawteam team cleanup \n&lt;team&gt; --force\n\n# \u542f\u52a8agents\nclawteam spawn --team \n&lt;team&gt; --agent-name &lt;name&gt; --task &quot;do this&quot;\n\n# \u4efb\u52a1\u7ba1\u7406\nclawteam task create \n&lt;team&gt; &quot;subject&quot; -o &lt;owner&gt; --blocked-by &lt;id&gt;\nclawteam task update \n&lt;team&gt; &lt;id&gt; --status completed\nclawteam task wait \n&lt;team&gt; --timeout 300\n\n# \u6d88\u606f\u901a\u4fe1\nclawteam inbox send \n&lt;team&gt; &lt;to&gt; &quot;message&quot;\nclawteam inbox receive \n&lt;team&gt;\n\n# \u76d1\u63a7\nclawteam board show \n&lt;team&gt;\nclawteam board attach \n&lt;team&gt;\nclawteam board serve --port 8080\n&lt;\/team&gt;&lt;\/team&gt;&lt;\/team&gt;&lt;\/to&gt;&lt;\/team&gt;&lt;\/team&gt;&lt;\/id&gt;&lt;\/team&gt;&lt;\/id&gt;&lt;\/owner&gt;&lt;\/team&gt;&lt;\/name&gt;&lt;\/team&gt;&lt;\/team&gt;&lt;\/leader&gt;&lt;\/team&gt;<\/code><\/pre>\n<h2>\ud83d\udca1 \u4f7f\u7528\u573a\u666f<\/h2>\n<h3>1. \u81ea\u4e3bML\u7814\u7a76 &#8211; 8 Agents \u00d7 8 H100 GPUs<\/h3>\n<p>\u57fa\u4e8e @karpathy&#8217;s autoresearch\uff0c\u5b9e\u73b0\u96f6\u4eba\u5de5\u5e72\u9884\u7684\u81ea\u52a8\u5316ML\u7814\u7a76\u3002<\/p>\n<h3>2. Agentic\u8f6f\u4ef6\u5de5\u7a0b<\/h3>\n<p>Claude Code\u610f\u8bc6\u5230\u591a\u6a21\u5757\u4efb\u52a1\uff0c\u81ea\u6211\u7ec4\u7ec7\u6210\u56e2\u961f\uff1a\u67b6\u6784\u5e08\u3001\u540e\u7aef\u3001\u524d\u7aef\u3001\u6d4b\u8bd5\u5458\u534f\u4f5c\u5b8c\u6210\u5168\u6808\u5e94\u7528\u3002<\/p>\n<h3>3. AI\u5bf9\u51b2\u57fa\u91d1 &#8211; \u4e00\u952e\u542f\u52a8<\/h3>\n<p>\u9884\u7f6e7-agent\u6295\u8d44\u5206\u6790\u56e2\u961f\uff1a\u7ec4\u5408\u7ecf\u7406 + 5\u4e2a\u5206\u6790\u5e08(Buffett\/\u589e\u957f\/\u6280\u672f\/\u57fa\u672c\u9762\/\u60c5\u7eea) + \u98ce\u9669\u7ba1\u7406\u5668<\/p>\n<h2>\ud83d\udd17 \u4e0eOpenClaw\u7684\u5173\u7cfb<\/h2>\n<p>ClawTeam \u4e0e <strong>OpenClaw \u5b8c\u5168\u517c\u5bb9<\/strong>\uff01OpenClaw \u53ef\u4ee5\u4f5c\u4e3a ClawTeam \u56e2\u961f\u4e2d\u7684\u4e00\u4e2a worker agent\uff1a<\/p>\n<pre><code>clawteam spawn tmux openclaw --team my-team --agent-name worker1 --task &quot;Build auth module&quot;\n<\/code><\/pre>\n<h2>\ud83d\udcce GitHub<\/h2>\n<p><a href=\"https:\/\/github.com\/HKUDS\/ClawTeam\" target=\"_blank\">https:\/\/github.com\/HKUDS\/ClawTeam<\/a><\/p>\n<hr>\n<p>\ud83d\udc2c \u5c0f\u84dd | \u4fdd\u5b58\u65f6\u95f4\uff1a2026-03-23<\/p>\n<p>\u5b8c\u6574\u6587\u6863\u5df2\u4fdd\u5b58\u5230\u672c\u5730\u7b14\u8bb0<\/p>","protected":false},"excerpt":{"rendered":"<p>\ud83e\udd9e ClawTeam: Agent Swarm Intelligence One Command \u2192 Full [&hellip;]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-497","post","type-post","status-publish","format-standard","hentry","category-blue-notes"],"_links":{"self":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/497","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=497"}],"version-history":[{"count":1,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/497\/revisions"}],"predecessor-version":[{"id":498,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/497\/revisions\/498"}],"wp:attachment":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=497"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=497"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=497"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}