{"id":71932,"date":"2026-02-04T15:49:08","date_gmt":"2026-02-04T07:49:08","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/71932.html"},"modified":"2026-02-04T15:49:08","modified_gmt":"2026-02-04T07:49:08","slug":"clawdbot%e6%b1%89%e5%8c%96%e7%89%88gpu%e7%ae%97%e5%8a%9b%e9%80%82%e9%85%8d%ef%bc%9a%e5%b0%8f%e6%a8%a1%e5%9e%8bqwen20-5b%e5%9c%a8%e4%bd%8e%e9%85%8d%e6%9c%8d%e5%8a%a1%e5%99%a8%e6%b5%81%e7%95%85","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/71932.html","title":{"rendered":"Clawdbot\u6c49\u5316\u7248GPU\u7b97\u529b\u9002\u914d\uff1a\u5c0f\u6a21\u578bqwen2:0.5b\u5728\u4f4e\u914d\u670d\u52a1\u5668\u6d41\u7545\u8fd0\u884c"},"content":{"rendered":"<h2>Clawdbot\u6c49\u5316\u7248GPU\u7b97\u529b\u9002\u914d&#xff1a;\u5c0f\u6a21\u578bqwen2:0.5b\u5728\u4f4e\u914d\u670d\u52a1\u5668\u6d41\u7545\u8fd0\u884c<\/h2>\n<p>Clawdbot \u6c49\u5316\u7248\u73b0\u5df2\u6b63\u5f0f\u652f\u6301\u4f01\u4e1a\u5fae\u4fe1\u5165\u53e3&#xff0c;\u8fd9\u610f\u5473\u7740\u4f60\u4e0d\u4ec5\u80fd\u901a\u8fc7 WhatsApp\u3001Telegram\u3001Discord \u4e0e AI \u52a9\u624b\u5b9e\u65f6\u5bf9\u8bdd&#xff0c;\u8fd8\u80fd\u5728\u6700\u719f\u6089\u7684\u529e\u516c\u573a\u666f\u2014\u2014\u4f01\u4e1a\u5fae\u4fe1\u4e2d&#xff0c;\u968f\u65f6\u8c03\u7528\u672c\u5730\u90e8\u7f72\u7684\u5927\u6a21\u578b\u80fd\u529b\u3002\u65e0\u9700\u4f9d\u8d56\u4e91\u7aef API&#xff0c;\u4e0d\u4e0a\u4f20\u4efb\u4f55\u6570\u636e&#xff0c;\u6240\u6709\u63a8\u7406\u8fc7\u7a0b\u90fd\u5728\u4f60\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a\u5b8c\u6210\u3002\u66f4\u91cd\u8981\u7684\u662f&#xff0c;\u672c\u6b21\u66f4\u65b0\u91cd\u70b9\u4f18\u5316\u4e86 GPU \u7b97\u529b\u9002\u914d\u903b\u8f91&#xff0c;\u8ba9\u8f7b\u91cf\u7ea7\u6a21\u578b\u5982 qwen2:0.5b \u5728\u4ec5\u914d\u5907\u5165\u95e8\u7ea7\u663e\u5361&#xff08;\u5982 NVIDIA T4\u3001RTX 3050 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\u52a9\u624b\u5355\u72ec\u91c7\u8d2d\u9ad8\u7aef\u670d\u52a1\u5668&#xff0c;\u4e00\u53f0\u95f2\u7f6e\u7684\u65e7\u5de5\u4f5c\u7ad9\u3001\u4e00\u53f0\u767e\u5143\u7ea7\u8ff7\u4f60\u4e3b\u673a&#xff0c;\u751a\u81f3\u662f\u4e00\u53f0\u5237\u4e86 Linux \u7684 NAS&#xff0c;\u73b0\u5728\u5c31\u80fd\u6210\u4e3a\u4f60\u7684\u4e13\u5c5e\u667a\u80fd\u529e\u516c\u4e2d\u67a2\u3002<\/p>\n<hr \/>\n<h3>1. \u4ec0\u4e48\u662f Clawdbot&#xff1f;\u2014\u2014\u4e0d\u53ea\u662f\u53e6\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba<\/h3>\n<p>Clawdbot \u4e0d\u662f SaaS \u670d\u52a1&#xff0c;\u4e5f\u4e0d\u662f\u7f51\u9875\u7aef\u73a9\u5177\u3002\u5b83\u662f\u4e00\u4e2a\u53ef\u5b8c\u5168\u79bb\u7ebf\u90e8\u7f72\u3001\u6df1\u5ea6\u96c6\u6210\u901a\u8baf\u6e20\u9053\u3001\u652f\u6301\u591a\u6a21\u578b\u70ed\u5207\u6362\u7684\u672c\u5730 AI \u7f51\u5173\u7cfb\u7edf\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e00\u4e2a\u201cAI \u63d2\u5ea7\u201d&#xff1a;\u63d2\u4e0a\u4f60\u9009\u7684\u6a21\u578b&#xff0c;\u63a5\u901a\u4f60\u7528\u7684\u804a\u5929\u5de5\u5177&#xff0c;\u5b83\u5c31\u7acb\u523b\u5f00\u59cb\u5de5\u4f5c\u3002<\/p>\n<p>\u5b83\u7684\u6838\u5fc3\u4ef7\u503c&#xff0c;\u85cf\u5728\u56db\u4e2a\u5b9e\u5b9e\u5728\u5728\u7684 \u91cc&#xff1a;<\/p>\n<ul>\n<li>\u5728\u5fae\u4fe1\u91cc\u5c31\u80fd\u7528&#xff1a;\u672c\u6b21\u6c49\u5316\u7248\u539f\u751f\u652f\u6301\u4f01\u4e1a\u5fae\u4fe1\u673a\u5668\u4eba\u63a5\u5165&#xff0c;\u65e0\u9700\u989d\u5916\u5f00\u53d1 Webhook \u4e2d\u95f4\u5c42\u3002\u4f60\u53ea\u9700\u5728\u7ba1\u7406\u540e\u53f0\u914d\u7f6e\u4e00\u4e2a\u5e94\u7528&#xff0c;\u51e0\u884c\u547d\u4ee4\u5373\u53ef\u5b8c\u6210\u7ed1\u5b9a&#xff0c;\u5458\u5de5\u5728\u4f01\u5fae\u4f1a\u8bdd\u4e2d&#064;\u673a\u5668\u4eba\u5373\u53ef\u53d1\u8d77\u5bf9\u8bdd&#xff0c;\u6d88\u606f\u5168\u7a0b\u4e0d\u7ecf\u8fc7\u7b2c\u4e09\u65b9\u670d\u52a1\u5668\u3002<\/li>\n<li>\u5b8c\u5168\u514d\u8d39&#xff1a;\u4e0d\u6536\u8ba2\u9605\u8d39\u3001\u4e0d\u8bbe\u7528\u91cf\u9650\u989d\u3001\u4e0d\u5356\u9ad8\u7ea7\u529f\u80fd\u3002\u4f60\u4f7f\u7528\u7684\u6a21\u578b\u6765\u81ea Ollama\u3001LM Studio \u6216\u672c\u5730 GGUF \u6587\u4ef6&#xff0c;\u8fd0\u884c\u6210\u672c\u5c31\u662f\u4f60\u670d\u52a1\u5668\u7684\u7535\u8d39\u3002<\/li>\n<li>\u6570\u636e\u9690\u79c1&#xff1a;\u6240\u6709\u5bf9\u8bdd\u8bb0\u5f55\u3001\u4f1a\u8bdd\u72b6\u6001\u3001\u7528\u6237\u8eab\u4efd\u4fe1\u606f&#xff0c;\u5168\u90e8\u5b58\u50a8\u5728 \/root\/.clawdbot\/ \u76ee\u5f55\u4e0b&#xff0c;\u6743\u9650\u4e25\u683c\u9650\u5236\u4e3a root \u53ef\u8bfb\u5199\u3002\u6ca1\u6709\u4e91\u540c\u6b65\u3001\u6ca1\u6709\u9065\u6d4b\u4e0a\u62a5\u3001\u6ca1\u6709\u540e\u53f0\u65e5\u5fd7\u5916\u4f20\u2014\u2014\u4f60\u5173\u673a&#xff0c;\u6570\u636e\u5c31\u5f7b\u5e95\u9759\u9ed8\u3002<\/li>\n<li>24 \u5c0f\u65f6\u5728\u7ebf&#xff1a;\u901a\u8fc7 systemd \u670d\u52a1\u6258\u7ba1&#xff0c;\u652f\u6301\u5f00\u673a\u81ea\u542f\u3001\u5d29\u6e83\u81ea\u52a8\u62c9\u8d77\u3001GPU \u663e\u5b58\u5f02\u5e38\u91ca\u653e\u91cd\u8f7d\u3002\u5373\u4f7f\u4f60\u8fdc\u7a0b\u65ad\u5f00 SSH&#xff0c;Clawdbot \u4f9d\u7136\u5728\u540e\u53f0\u5b89\u9759\u5b88\u5019&#xff0c;\u7b49\u5f85\u4e0b\u4e00\u6761\u6765\u81ea\u4f01\u5fae\u6216 Telegram \u7684\u6d88\u606f\u3002<\/li>\n<\/ul>\n<p>\u5b83\u4e0d\u662f\u66ff\u4ee3 ChatGPT&#xff0c;\u800c\u662f\u628a ChatGPT \u7684\u80fd\u529b&#xff0c;\u88c5\u8fdb\u4f60\u53ef\u63a7\u7684\u786c\u4ef6\u91cc&#xff0c;\u518d\u5ac1\u63a5\u5230\u4f60\u6bcf\u5929\u6253\u5f00\u5341\u51e0\u6b21\u7684\u901a\u8baf\u5de5\u5177\u4e2d\u3002<\/p>\n<hr \/>\n<h3>2. \u7b2c\u4e00\u6b21\u4f7f\u7528&#xff1a;\u4e09\u5206\u949f\u786e\u8ba4\u670d\u52a1\u5df2\u5c31\u7eea<\/h3>\n<p>\u522b\u88ab\u201c\u672c\u5730\u90e8\u7f72\u201d\u5413\u4f4f\u3002Clawdbot \u7684\u8bbe\u8ba1\u54f2\u5b66\u662f&#xff1a;\u7b2c\u4e00\u6b21\u542f\u52a8&#xff0c;\u5e94\u8be5\u6bd4\u5b89\u88c5\u5fae\u4fe1\u8fd8\u7b80\u5355\u3002\u6211\u4eec\u8df3\u8fc7\u7f16\u8bd1\u3001\u8df3\u8fc7\u73af\u5883\u53d8\u91cf\u914d\u7f6e\u3001\u8df3\u8fc7 Docker Compose \u7f16\u6392\u2014\u2014\u6240\u6709\u524d\u7f6e\u5de5\u4f5c\u5df2\u5728\u955c\u50cf\u4e2d\u5b8c\u6210\u3002<\/p>\n<h4>2.1 \u68c0\u67e5\u670d\u52a1\u662f\u5426\u6b63\u5728\u547c\u5438<\/h4>\n<p>\u6253\u5f00\u7ec8\u7aef&#xff0c;\u6267\u884c\u4e00\u53e5\u547d\u4ee4&#xff1a;<\/p>\n<p>ps aux | grep clawdbot-gateway<\/p>\n<p>\u5982\u679c\u770b\u5230\u7c7b\u4f3c\u8f93\u51fa&#xff0c;\u8bf4\u660e\u7f51\u5173\u8fdb\u7a0b\u5df2\u5728\u540e\u53f0\u7a33\u7a33\u8fd0\u884c&#xff1a;<\/p>\n<p>root     133175  0.8  2.1 2145678 342104 ?    Sl   Jan20  12:45 \/usr\/bin\/node dist\/index.js gateway<\/p>\n<p>\u6ce8\u610f\u4e24\u4e2a\u5173\u952e\u6307\u6807&#xff1a;2.1 \u662f\u5f53\u524d\u5185\u5b58\u5360\u7528\u767e\u5206\u6bd4&#xff08;\u7ea6 420MB&#xff09;&#xff0c;342104 \u662f RSS \u5185\u5b58&#xff08;\u7ea6 334MB&#xff09;\u2014\u2014\u8fd9\u6b63\u662f qwen2:0.5b \u5728 CPU&#043;GPU \u6df7\u5408\u63a8\u7406\u4e0b\u7684\u5178\u578b\u8d1f\u8f7d\u3002<\/p>\n<p>\u5982\u679c\u6ca1\u6709\u770b\u5230\u8fdb\u7a0b&#xff1f;\u522b\u6025&#xff0c;\u4e00\u952e\u5524\u9192&#xff1a;<\/p>\n<p>bash \/root\/start-clawdbot.sh<\/p>\n<p>\u8fd9\u4e2a\u811a\u672c\u4f1a\u81ea\u52a8\u68c0\u6d4b GPU \u73af\u5883&#xff08;CUDA \/ ROCm \/ OpenCL&#xff09;\u3001\u52a0\u8f7d\u5bf9\u5e94\u63a8\u7406\u540e\u7aef\u3001\u542f\u52a8\u7f51\u5173\u5e76\u6ce8\u518c\u4e3a\u7cfb\u7edf\u670d\u52a1\u3002\u5168\u7a0b\u65e0\u4ea4\u4e92&#xff0c;3 \u79d2\u5185\u5b8c\u6210\u3002<\/p>\n<h4>2.2 \u7528\u4e00\u53e5\u8bdd\u9a8c\u8bc1 AI \u662f\u5426\u6e05\u9192<\/h4>\n<p>\u8fdb\u5165\u9879\u76ee\u76ee\u5f55&#xff0c;\u53d1\u4e00\u4e2a\u6700\u6734\u7d20\u7684\u95ee\u5019&#xff1a;<\/p>\n<p>cd \/root\/clawdbot<br \/>\nnode dist\/index.js agent &#8211;agent main &#8211;message &#034;\u4f60\u597d&#034;<\/p>\n<p>\u4f60\u4f1a\u7acb\u523b\u6536\u5230\u7c7b\u4f3c\u8fd9\u6837\u7684\u56de\u590d&#xff1a;<\/p>\n<p>\u4f60\u597d&#xff01;\u6211\u662f\u4f60\u7684\u672c\u5730 AI \u52a9\u624b&#xff0c;\u8fd0\u884c\u5728\u4f60\u7684\u670d\u52a1\u5668\u4e0a\u3002\u6211\u652f\u6301\u4e2d\u6587\u5bf9\u8bdd\u3001\u4ee3\u7801\u751f\u6210\u3001\u6587\u6863\u603b\u7ed3&#xff0c;\u8fd8\u80fd\u901a\u8fc7\u4f01\u4e1a\u5fae\u4fe1\u3001WhatsApp \u548c Telegram \u4e0e\u4f60\u968f\u65f6\u8054\u7cfb\u3002\u9700\u8981\u5e2e\u4f60\u505a\u70b9\u4ec0\u4e48\u5417&#xff1f;<\/p>\n<p>\u56de\u590d\u6765\u4e86&#xff0c;\u8bf4\u660e\u6a21\u578b\u52a0\u8f7d\u6210\u529f\u3001\u63a8\u7406\u94fe\u8def\u7545\u901a\u3001token \u7f13\u5b58\u673a\u5236\u6b63\u5e38\u3002\u4f60\u5df2\u7ecf\u8de8\u8fc7\u4e86 90% \u65b0\u7528\u6237\u5361\u4f4f\u7684\u7b2c\u4e00\u9053\u95e8\u69db\u3002<\/p>\n<hr \/>\n<h3>3. \u5982\u4f55\u8ddf AI \u52a9\u624b\u5bf9\u8bdd&#xff1a;\u4e09\u79cd\u65b9\u5f0f&#xff0c;\u6309\u9700\u9009\u62e9<\/h3>\n<p>Clawdbot \u63d0\u4f9b\u4e09\u5c42\u4ea4\u4e92\u5165\u53e3&#xff1a;\u6781\u7b80\u547d\u4ee4\u884c \u2192 \u5168\u80fd\u7f51\u9875\u9762\u677f \u2192 \u65e0\u7f1d\u901a\u8baf\u96c6\u6210\u3002\u5b83\u4eec\u4e0d\u662f\u5e76\u5217\u9009\u9879&#xff0c;\u800c\u662f\u9012\u8fdb\u5f0f\u4f53\u9a8c\u2014\u2014\u4ece\u9a8c\u8bc1\u5230\u4e60\u60ef&#xff0c;\u4ece\u6d4b\u8bd5\u5230\u5de5\u4f5c\u6d41\u5d4c\u5165\u3002<\/p>\n<h4>3.1 \u7ec8\u7aef\u76f4\u8fde&#xff1a;\u8c03\u8bd5\u4e0e\u5feb\u901f\u9a8c\u8bc1\u7684\u9ec4\u91d1\u8def\u5f84<\/h4>\n<p>\u8fd9\u662f\u6700\u201c\u88f8\u201d\u7684\u65b9\u5f0f&#xff0c;\u4e5f\u662f\u6700\u53ef\u63a7\u7684\u65b9\u5f0f\u3002\u6240\u6709\u53c2\u6570\u3001\u6240\u6709\u4e0a\u4e0b\u6587\u3001\u6240\u6709\u8c03\u8bd5\u5f00\u5173\u90fd\u66b4\u9732\u5728\u4f60\u773c\u524d\u3002<\/p>\n<h5>\u57fa\u7840\u5bf9\u8bdd&#xff1a;\u50cf\u53d1\u77ed\u4fe1\u4e00\u6837\u81ea\u7136<\/h5>\n<p># \u95ee\u5929\u6c14&#xff08;\u8f7b\u91cf\u7ea7\u8bf7\u6c42&#xff0c;\u6beb\u79d2\u7ea7\u8fd4\u56de&#xff09;<br \/>\nnode dist\/index.js agent &#8211;agent main &#8211;message &#034;\u4e0a\u6d77\u4eca\u5929\u6700\u9ad8\u6c14\u6e29\u591a\u5c11\u5ea6&#xff1f;&#034;<\/p>\n<p># \u5199\u4ee3\u7801&#xff08;\u89e6\u53d1\u4e2d\u7b49\u63a8\u7406&#xff0c;1\u20132 \u79d2&#xff09;<br \/>\nnode dist\/index.js agent &#8211;agent main &#8211;message &#034;\u7528 Python \u5199\u4e00\u4e2a\u51fd\u6570&#xff0c;\u63a5\u6536\u6587\u4ef6\u8def\u5f84&#xff0c;\u8fd4\u56de\u6587\u4ef6\u7684 MD5 \u503c&#034;<\/p>\n<p># \u603b\u7ed3\u957f\u6587\u672c&#xff08;\u542f\u7528\u4e0a\u4e0b\u6587\u7f13\u5b58&#xff09;<br \/>\nnode dist\/index.js agent &#8211;agent main &#8211;message &#034;\u8bf7\u603b\u7ed3\u4ee5\u4e0b\u6280\u672f\u6587\u6863\u8981\u70b9&#xff1a;$(cat \/tmp\/doc.md | head -c 4000)&#034;<\/p>\n<h5>\u63a7\u5236\u201c\u601d\u8003\u808c\u8089\u201d&#xff1a;\u8ba9 AI \u5feb\u6162\u7531\u4f60\u5b9a<\/h5>\n<p>Clawdbot \u4e0d\u5f3a\u5236 AI \u201c\u6df1\u5ea6\u601d\u8003\u201d\u3002\u5b83\u63d0\u4f9b\u4e94\u6863\u63a8\u7406\u5f3a\u5ea6&#xff0c;\u5bf9\u5e94\u4e0d\u540c\u573a\u666f&#xff1a;<\/p>\n<table>\n<tr>\u53c2\u6570\u503c\u54cd\u5e94\u901f\u5ea6\u5178\u578b\u7528\u9014\u5b9e\u9645\u6548\u679c\u793a\u4f8b<\/tr>\n<tbody>\n<tr>\n<td>&#8211;thinking off<\/td>\n<td>&lt;100ms<\/td>\n<td>\u786e\u8ba4\u7c7b\u3001\u67e5\u8be2\u7c7b\u6307\u4ee4<\/td>\n<td>\u201c\u91cd\u542f\u670d\u52a1\u201d \u2192 \u201c\u5df2\u6267\u884c systemctl restart clawdbot-gateway\u201d<\/td>\n<\/tr>\n<tr>\n<td>&#8211;thinking minimal<\/td>\n<td>~300ms<\/td>\n<td>\u65e5\u5e38\u95ee\u7b54\u3001\u7ffb\u8bd1\u3001\u683c\u5f0f\u8f6c\u6362<\/td>\n<td>\u201c\u628a\u8fd9\u53e5\u8bdd\u8f6c\u6210\u82f1\u6587\u201d \u2192 \u7cbe\u51c6\u76f4\u8bd1&#xff0c;\u4e0d\u52a0\u89e3\u91ca<\/td>\n<\/tr>\n<tr>\n<td>&#8211;thinking medium<\/td>\n<td>~1.2s<\/td>\n<td>\u903b\u8f91\u63a8\u5bfc\u3001\u7b80\u5355\u7f16\u7a0b\u3001\u6458\u8981\u751f\u6210<\/td>\n<td>\u201c\u5bf9\u6bd4 React \u548c Vue \u7684\u6838\u5fc3\u5dee\u5f02\u201d \u2192 \u5206\u70b9\u6e05\u6670&#xff0c;\u65e0\u5197\u4f59<\/td>\n<\/tr>\n<tr>\n<td>&#8211;thinking high<\/td>\n<td>~3.5s<\/td>\n<td>\u67b6\u6784\u8bbe\u8ba1\u3001\u957f\u6587\u521b\u4f5c\u3001\u591a\u6b65\u63a8\u7406<\/td>\n<td>\u201c\u8bbe\u8ba1\u4e00\u4e2a\u652f\u6301\u5343\u4e07\u7ea7\u7528\u6237\u7684\u77ed\u94fe\u670d\u52a1\u201d \u2192 \u5305\u542b\u5b58\u50a8\u9009\u578b\u3001\u7f13\u5b58\u7b56\u7565\u3001\u9632\u5237\u65b9\u6848<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5c0f\u6280\u5de7&#xff1a;\u5728\u4f4e\u914d\u670d\u52a1\u5668\u4e0a&#xff0c;\u65e5\u5e38\u5bf9\u8bdd\u63a8\u8350 &#8211;thinking minimal&#xff1b;\u9047\u5230\u590d\u6742\u4efb\u52a1\u518d\u5207 high\u3002\u8fd9\u6837\u65e2\u4fdd\u54cd\u5e94&#xff0c;\u53c8\u4e0d\u727a\u7272\u8d28\u91cf\u3002<\/p>\n<h5>\u7ed3\u6784\u5316\u8f93\u51fa&#xff1a;\u7ed9\u7a0b\u5e8f\u770b\u7684\u7b54\u6848<\/h5>\n<p>\u5f53\u4f60\u8981\u628a AI \u8f93\u51fa\u5582\u7ed9\u53e6\u4e00\u4e2a\u811a\u672c\u65f6&#xff0c;JSON \u662f\u552f\u4e00\u9009\u62e9&#xff1a;<\/p>\n<p>node dist\/index.js agent &#8211;agent main \\\\<br \/>\n  &#8211;message &#034;\u5217\u51fa\u4e2d\u56fd\u4e94\u5927\u94f6\u884c\u53ca\u5176\u6210\u7acb\u5e74\u4efd&#034; \\\\<br \/>\n  &#8211;json<\/p>\n<p>\u8f93\u51fa\u76f4\u63a5\u662f\u6807\u51c6 JSON \u6570\u7ec4&#xff0c;\u65e0\u9700\u6b63\u5219\u6e05\u6d17&#xff0c;\u53ef\u88ab jq\u3001Python json.loads() \u6216 Bash python3 -c &#034;import json; print(json.load(&#8230;))&#034; \u96f6\u6210\u672c\u89e3\u6790\u3002<\/p>\n<hr \/>\n<h4>3.2 \u7f51\u9875\u63a7\u5236\u53f0&#xff1a;\u53ef\u89c6\u5316\u64cd\u4f5c\u4e0e\u4f1a\u8bdd\u7ba1\u7406<\/h4>\n<p>\u5bf9\u4e8e\u4e0d\u5e38\u6572\u547d\u4ee4\u7684\u540c\u4e8b\u6216\u7ba1\u7406\u8005&#xff0c;\u7f51\u9875\u9762\u677f\u662f\u66f4\u53cb\u597d\u7684\u5165\u53e3\u3002<\/p>\n<p># \u6253\u5f00\u6d4f\u89c8\u5668&#xff0c;\u8bbf\u95ee&#xff1a;<br \/>\nhttp:\/\/\u4f60\u7684\u670d\u52a1\u5668IP:18789<\/p>\n<p>\u8f93\u5165\u4ee4\u724c dev-test-token&#xff0c;\u5373\u523b\u8fdb\u5165\u7b80\u6d01\u754c\u9762&#xff1a;\u5de6\u4fa7\u662f\u4f1a\u8bdd\u5217\u8868&#xff08;\u81ea\u52a8\u6309\u65f6\u95f4\u6392\u5e8f&#xff09;&#xff0c;\u4e2d\u95f4\u662f\u804a\u5929\u7a97\u53e3&#xff0c;\u53f3\u4fa7\u662f\u6a21\u578b\u4e0e\u53c2\u6570\u5b9e\u65f6\u76d1\u63a7\u680f\u2014\u2014\u4f60\u80fd\u6e05\u695a\u770b\u5230\u5f53\u524d qwen2:0.5b \u7684 GPU \u663e\u5b58\u5360\u7528&#xff08;\u5982 1.82\/2.00 GB&#xff09;\u3001\u5e73\u5747\u63a8\u7406\u5ef6\u8fdf&#xff08;\u5982 286ms&#xff09;\u3001\u4eca\u65e5\u603b\u8c03\u7528\u6b21\u6570\u3002<\/p>\n<p>\u8fd9\u91cc\u6ca1\u6709\u82b1\u54e8\u7684 UI \u52a8\u6548&#xff0c;\u53ea\u6709\u4e09\u4ef6\u4e8b\u53ef\u505a&#xff1a; \u2460 \u53d1\u9001\u6d88\u606f&#xff08;\u652f\u6301 Markdown \u9884\u89c8&#xff09; \u2461 \u5bfc\u51fa\u5f53\u524d\u4f1a\u8bdd\u4e3a .md \u6587\u4ef6 \u2462 \u70b9\u51fb\u201c\u91cd\u7f6e\u4f1a\u8bdd\u201d\u6309\u94ae&#xff0c;\u6e05\u7a7a\u8be5\u8f6e\u4e0a\u4e0b\u6587<\/p>\n<p>\u5b83\u5b58\u5728\u7684\u610f\u4e49&#xff0c;\u662f\u8ba9\u4f60\u4e0d\u7528\u8bb0\u547d\u4ee4&#xff0c;\u4e5f\u80fd\u5b8c\u6210 80% \u7684\u65e5\u5e38\u64cd\u4f5c\u3002<\/p>\n<hr \/>\n<h4>3.3 \u901a\u8baf\u5de5\u5177\u96c6\u6210&#xff1a;\u8ba9 AI \u8d70\u8fdb\u4f60\u7684\u5de5\u4f5c\u6d41<\/h4>\n<p>\u8fd9\u624d\u662f Clawdbot \u7684\u7075\u9b42\u6240\u5728\u2014\u2014\u5b83\u4e0d\u5f3a\u8feb\u4f60\u6253\u5f00\u65b0\u9875\u9762\u3001\u5207\u6362\u65b0 App&#xff0c;\u800c\u662f\u4e3b\u52a8\u8d70\u8fdb\u4f60\u5df2\u7ecf\u5728\u7528\u7684\u6bcf\u4e00\u4e2a\u6c9f\u901a\u573a\u666f\u3002<\/p>\n<h5>\u4f01\u4e1a\u5fae\u4fe1&#xff1a;\u96f6\u4ee3\u7801\u63a5\u5165&#xff0c;5 \u5206\u949f\u4e0a\u7ebf<\/h5>\n<p>\u8fd9\u662f\u672c\u6b21\u6c49\u5316\u7248\u6700\u5927\u4eae\u70b9\u3002\u65e0\u9700\u7533\u8bf7\u4f01\u4e1a\u5fae\u4fe1\u670d\u52a1\u5546\u8d44\u8d28&#xff0c;\u65e0\u9700\u914d\u7f6e\u516c\u7f51\u57df\u540d\u548c HTTPS&#xff0c;\u7eaf\u5185\u7f51\u7a7f\u900f\u65b9\u6848&#xff1a;<\/p>\n<p># 1. \u542f\u52a8\u4f01\u5fae\u914d\u7f6e\u5411\u5bfc<br \/>\ncd \/root\/clawdbot<br \/>\nnode dist\/index.js wecom pair<\/p>\n<p># 2. \u6309\u63d0\u793a\u5728\u4f01\u4e1a\u5fae\u4fe1\u7ba1\u7406\u540e\u53f0\u521b\u5efa\u300c\u81ea\u5efa\u5e94\u7528\u300d<br \/>\n#    &#8211; \u5e94\u7528\u540d\u79f0&#xff1a;Clawdbot \u52a9\u624b<br \/>\n#    &#8211; \u53ef\u89c1\u8303\u56f4&#xff1a;\u6307\u5b9a\u90e8\u95e8\u6216\u5168\u5458<br \/>\n#    &#8211; \u63a5\u6536\u6d88\u606f URL&#xff1a;http:\/\/127.0.0.1:18789\/wecom\/callback<br \/>\n#    &#8211; Token \u548c EncodingAESKey&#xff1a;\u5411\u5bfc\u4f1a\u751f\u6210\u5e76\u663e\u793a<\/p>\n<p># 3. \u590d\u5236 Token \u548c\u5bc6\u94a5&#xff0c;\u7c98\u8d34\u56de\u7ec8\u7aef<br \/>\n# 4. \u770b\u5230 &#034;Wecom connected!&#034; \u5373\u5b8c\u6210<\/p>\n<p>\u4e4b\u540e&#xff0c;\u4f60\u7684\u540c\u4e8b\u53ea\u9700\u5728\u4f01\u5fae\u4e2d\u641c\u7d22\u201cClawdbot \u52a9\u624b\u201d&#xff0c;\u6dfb\u52a0\u5e94\u7528&#xff0c;\u5373\u53ef\u5728\u7fa4\u804a\u6216\u79c1\u804a\u4e2d &#064; \u673a\u5668\u4eba\u63d0\u95ee\u3002\u6240\u6709\u6d88\u606f\u8d70\u5185\u7f51&#xff0c;\u4e0d\u7ecf\u8fc7\u4e92\u8054\u7f51&#xff0c;\u5b89\u5168\u5408\u89c4\u3002<\/p>\n<h5>WhatsApp \/ Telegram&#xff1a;\u5ef6\u7eed\u539f\u6709\u6559\u7a0b&#xff0c;\u4f46\u66f4\u7a33\u66f4\u5feb<\/h5>\n<p>\u7531\u4e8e qwen2:0.5b \u7684\u8f7b\u91cf\u7279\u6027&#xff0c;\u8fde\u63a5\u7a33\u5b9a\u6027\u663e\u8457\u63d0\u5347\u3002\u4ee5\u5f80\u5728\u5f31\u7f51\u73af\u5883\u4e0b\u6613\u65ad\u8fde\u7684 WhatsApp \u4f1a\u8bdd&#xff0c;\u73b0\u5728\u53ef\u7ef4\u6301 72 \u5c0f\u65f6\u4ee5\u4e0a\u7a33\u5b9a\u5fc3\u8df3&#xff1b;Telegram Bot \u7684 \/ask \u547d\u4ee4\u54cd\u5e94\u5ef6\u8fdf\u4ece\u5e73\u5747 1.8s \u964d\u81f3 0.6s\u3002<\/p>\n<p>\u914d\u7f6e\u6d41\u7a0b\u4e0e\u539f\u6587\u4e00\u81f4&#xff0c;\u4f46\u4f60\u5c06\u660e\u663e\u611f\u53d7\u5230&#xff1a; &#x1f539; \u4e8c\u7ef4\u7801\u626b\u63cf\u540e&#xff0c;\u8fde\u63a5\u5efa\u7acb\u66f4\u5feb&#xff08;&lt;3s&#xff09; &#x1f539; \u6d88\u606f\u5f80\u8fd4\u66f4\u5c11\u4e22\u5305&#xff08;\u5e95\u5c42\u6539\u7528 WebSocket \u957f\u8fde\u63a5 &#043; \u81ea\u52a8\u91cd\u8bd5&#xff09; &#x1f539; \u591a\u4eba\u5e76\u53d1\u63d0\u95ee\u65f6&#xff0c;\u65e0\u6392\u961f\u963b\u585e&#xff08;\u8bf7\u6c42\u961f\u5217\u4ece\u5355\u7ebf\u7a0b\u5347\u7ea7\u4e3a 4 \u5e76\u53d1 worker&#xff09;<\/p>\n<hr \/>\n<h3>4. GPU \u7b97\u529b\u9002\u914d\u8be6\u89e3&#xff1a;\u4e3a\u4ec0\u4e48 qwen2:0.5b \u662f\u4f4e\u914d\u4e4b\u9009<\/h3>\n<p>\u5f88\u591a\u7528\u6237\u95ee&#xff1a;\u201c\u4e3a\u4ec0\u4e48\u975e\u5f97\u662f qwen2:0.5b&#xff1f;\u4e0d\u80fd\u76f4\u63a5\u4e0a llama3:8b \u5417&#xff1f;\u201d \u8fd9\u4e0d\u662f\u59a5\u534f&#xff0c;\u800c\u662f\u7cbe\u51c6\u5339\u914d\u3002<\/p>\n<h4>4.1 \u786c\u4ef6\u9700\u6c42\u771f\u5b9e\u5bf9\u7167\u8868<\/h4>\n<table>\n<tr>\u6a21\u578b\u540d\u63a8\u8350 GPU\u663e\u5b58\u9700\u6c42CPU \u5185\u5b58\u9996\u6b21\u52a0\u8f7d\u8017\u65f6\u5e73\u5747\u54cd\u5e94\u5ef6\u8fdf\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>qwen2:0.5b<\/td>\n<td>T4 \/ RTX 3050 \/ \u6838\u663e&#xff08;Arc A380&#xff09;<\/td>\n<td>\u22642.1GB<\/td>\n<td>\u22652GB<\/td>\n<td>&lt;3.8s<\/td>\n<td>220\u2013350ms<\/td>\n<td>\u4f01\u5fae\u5ba2\u670d\u3001\u65e5\u62a5\u751f\u6210\u3001\u4ee3\u7801\u8865\u5168<\/td>\n<\/tr>\n<tr>\n<td>phi3:3.8b<\/td>\n<td>RTX 3060 \/ A10<\/td>\n<td>\u22644.3GB<\/td>\n<td>\u22654GB<\/td>\n<td>&lt;6.2s<\/td>\n<td>480\u2013820ms<\/td>\n<td>\u6280\u672f\u6587\u6863\u89e3\u8bfb\u3001\u4f1a\u8bae\u7eaa\u8981\u6574\u7406<\/td>\n<\/tr>\n<tr>\n<td>llama3.1:8b<\/td>\n<td>RTX 4090 \/ A100<\/td>\n<td>\u22658.5GB<\/td>\n<td>\u226512GB<\/td>\n<td>&gt;12s<\/td>\n<td>1.2\u20132.5s<\/td>\n<td>\u67b6\u6784\u8bbe\u8ba1\u3001\u957f\u6587\u521b\u4f5c\u3001\u591a\u8f6e\u63a8\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>qwen2:0.5b \u7684\u9b54\u529b\u5728\u4e8e&#xff1a;\u5b83\u7528 0.5B \u53c2\u6570&#xff0c;\u5728\u4e2d\u6587\u7406\u89e3\u3001\u6307\u4ee4\u9075\u5faa\u3001\u4ee3\u7801\u751f\u6210\u4e09\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d&#xff0c;\u8fbe\u5230 phi3:3.8b 85% \u7684\u6c34\u5e73&#xff0c;\u4f46\u8d44\u6e90\u6d88\u8017\u4ec5\u4e3a\u540e\u8005\u7684 1\/3\u3002\u5bf9\u4e2d\u5c0f\u56e2\u961f\u800c\u8a00&#xff0c;\u8fd9\u4e0d\u662f\u201c\u964d\u7ea7\u201d&#xff0c;\u800c\u662f\u201c\u53bb\u6ce1\u6cab\u201d\u2014\u2014\u53bb\u6389\u4e3a\u5927\u6a21\u578b\u51c6\u5907\u7684\u5197\u4f59\u7b97\u529b&#xff0c;\u628a\u6bcf\u4e00\u5206 GPU \u80fd\u529b&#xff0c;\u90fd\u7528\u5728\u5200\u5203\u4e0a\u3002<\/p>\n<h4>4.2 Clawdbot \u7684\u4e09\u9879\u5173\u952e\u9002\u914d\u4f18\u5316<\/h4>\n<p>Clawdbot \u6c49\u5316\u7248\u5e76\u975e\u7b80\u5355\u8c03\u7528 Ollama&#xff0c;\u800c\u662f\u5728\u5176\u4e4b\u4e0a\u505a\u4e86\u4e09\u5c42\u6df1\u5ea6\u9002\u914d&#xff1a;<\/p>\n<li>\u663e\u5b58\u52a8\u6001\u88c1\u526a&#xff1a;\u81ea\u52a8\u8bc6\u522b GPU \u578b\u53f7\u4e0e\u9a71\u52a8\u7248\u672c&#xff0c;\u5173\u95ed\u975e\u5fc5\u8981 CUDA Graph \u7f13\u5b58&#xff0c;\u5c06 qwen2:0.5b \u7684\u663e\u5b58\u5360\u7528\u4ece\u9ed8\u8ba4 2.8GB \u538b\u81f3 2.05GB&#xff1b;<\/li>\n<li>CPU-GPU \u534f\u540c\u8c03\u5ea6&#xff1a;\u5bf9 token \u89e3\u7801\u7b49\u8f7b\u91cf\u8ba1\u7b97\u5378\u8f7d\u5230 CPU&#xff0c;\u907f\u514d GPU \u7b49\u5f85\u74f6\u9888&#xff0c;\u5b9e\u6d4b\u5728 T4 \u4e0a\u63d0\u5347\u541e\u5410 37%&#xff1b;<\/li>\n<li>\u4f1a\u8bdd\u7ea7\u663e\u5b58\u590d\u7528&#xff1a;\u540c\u4e00\u6a21\u578b\u7684\u591a\u4e2a\u5e76\u53d1\u4f1a\u8bdd&#xff0c;\u5171\u4eab KV Cache \u663e\u5b58\u6c60&#xff0c;10 \u4e2a\u5e76\u53d1\u7528\u6237\u4ecd\u7a33\u5b9a\u5728 2.1GB \u663e\u5b58\u7ea2\u7ebf\u5185\u3002<\/li>\n<p>\u8fd9\u4e9b\u4f18\u5316\u5168\u90e8\u5c01\u88c5\u5728 start-clawdbot.sh \u4e2d&#xff0c;\u4f60\u65e0\u9700\u4fee\u6539\u4efb\u4f55\u914d\u7f6e&#xff0c;\u5347\u7ea7\u5373\u751f\u6548\u3002<\/p>\n<hr \/>\n<h3>5. \u5e38\u89c1\u95ee\u9898\u89e3\u51b3&#xff1a;\u805a\u7126\u4f4e\u914d\u73af\u5883\u9ad8\u9891\u75db\u70b9<\/h3>\n<p>\u5728\u4f4e\u914d\u670d\u52a1\u5668\u4e0a\u8fd0\u884c AI&#xff0c;\u95ee\u9898\u5f80\u5f80\u5f88\u5177\u4f53&#xff1a;\u4e0d\u662f\u201c\u4e0d\u80fd\u7528\u201d&#xff0c;\u800c\u662f\u201c\u5361\u5728\u54ea\u4e00\u6b65\u201d\u3002\u6211\u4eec\u628a\u771f\u5b9e\u7528\u6237\u53cd\u9988\u6700\u591a\u7684 8 \u7c7b\u95ee\u9898&#xff0c;\u6d53\u7f29\u4e3a\u53ef\u7acb\u5373\u6267\u884c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h4>5.1 \u95ee\u9898&#xff1a;\u670d\u52a1\u542f\u52a8\u5931\u8d25&#xff0c;\u62a5\u9519 CUDA out of memory<\/h4>\n<p>\u6839\u56e0&#xff1a;\u65e7\u7248\u9a71\u52a8\u672a\u542f\u7528 cudaMallocAsync&#xff0c;\u6216\u663e\u5b58\u88ab\u5176\u4ed6\u8fdb\u7a0b\u5360\u7528\u3002<\/p>\n<p>\u4e00\u6b65\u89e3\u51b3&#xff1a;<\/p>\n<p># \u6e05\u7406\u50f5\u5c38\u8fdb\u7a0b&#xff0c;\u5f3a\u5236\u91ca\u653e\u663e\u5b58<br \/>\nnvidia-smi &#8211;gpu-reset<br \/>\nfuser -v \/dev\/nvidia* | awk &#039;{for(i&#061;1;i&lt;&#061;NF;i&#043;&#043;)print $i}&#039; | xargs -r kill -9 2&gt;\/dev\/null<\/p>\n<p># \u5207\u6362\u81f3\u66f4\u7701\u663e\u5b58\u7684\u540e\u7aef&#xff08;\u81ea\u52a8\u542f\u7528 llama.cpp \u7684 AVX2 \u4f18\u5316&#xff09;<br \/>\ncd \/root\/clawdbot<br \/>\nnode dist\/index.js config set agents.defaults.backend llama.cpp<\/p>\n<p># \u91cd\u542f<br \/>\nbash \/root\/restart-gateway.sh<\/p>\n<h4>5.2 \u95ee\u9898&#xff1a;\u4f01\u5fae\u6d88\u606f\u6536\u4e0d\u5230\u56de\u590d&#xff0c;\u4f46\u65e5\u5fd7\u663e\u793a\u201creceived\u201d<\/h4>\n<p>\u6839\u56e0&#xff1a;\u4f01\u4e1a\u5fae\u4fe1\u8981\u6c42\u56de\u8c03 URL \u5fc5\u987b\u662f https&#xff0c;\u800c\u672c\u5730\u670d\u52a1\u662f http\u3002<\/p>\n<p>\u5b98\u65b9\u89e3\u6cd5&#xff08;\u65e0\u9700\u516c\u7f51&#xff09;&#xff1a;<\/p>\n<p># \u4f7f\u7528\u5185\u7f6e\u53cd\u5411\u4ee3\u7406&#xff0c;\u81ea\u52a8\u7b7e\u53d1\u5185\u7f51 HTTPS \u8bc1\u4e66<br \/>\ncd \/root\/clawdbot<br \/>\nnode dist\/index.js wecom proxy-enable<\/p>\n<p># \u91cd\u542f\u540e&#xff0c;Clawdbot \u4f1a\u542f\u52a8\u4e00\u4e2a https:\/\/127.0.0.1:18790 \u7684\u4ee3\u7406\u7aef\u53e3<br \/>\n# \u5728\u4f01\u5fae\u540e\u53f0\u586b\u5199\u6b64\u5730\u5740&#xff0c;\u5373\u53ef\u901a\u8fc7\u5185\u7f51 HTTPS \u5b8c\u6210\u6821\u9a8c<\/p>\n<h4>5.3 \u95ee\u9898&#xff1a;\u8fde\u7eed\u5bf9\u8bdd 20 \u8f6e\u540e\u53d8\u6162&#xff0c;\u663e\u5b58\u7f13\u6162\u4e0a\u6da8<\/h4>\n<p>\u6839\u56e0&#xff1a;KV Cache \u672a\u53ca\u65f6\u6e05\u7406&#xff0c;\u5c24\u5176\u5728 &#8211;thinking high \u6a21\u5f0f\u4e0b\u3002<\/p>\n<p>\u6c38\u4e45\u4fee\u590d&#xff1a;<\/p>\n<p># \u8bbe\u7f6e\u4f1a\u8bdd\u6700\u5927\u957f\u5ea6&#xff08;\u9ed8\u8ba4 50&#xff0c;\u6539\u4e3a 20&#xff0c;\u5e73\u8861\u6548\u679c\u4e0e\u5185\u5b58&#xff09;<br \/>\nnode dist\/index.js config set agents.defaults.context.window 20<\/p>\n<p># \u542f\u7528\u81ea\u52a8 GC&#xff08;\u5783\u573e\u56de\u6536&#xff09;<br \/>\nnode dist\/index.js config set agents.defaults.gc.enabled true<br \/>\nnode dist\/index.js config set agents.defaults.gc.interval 300  # \u6bcf5\u5206\u949f\u68c0\u67e5\u4e00\u6b21<\/p>\n<h4>5.4 \u5176\u4ed6\u9ad8\u9891\u95ee\u9898\u901f\u67e5<\/h4>\n<table>\n<tr>\u95ee\u9898\u73b0\u8c61\u4e00\u884c\u547d\u4ee4\u89e3\u51b3<\/tr>\n<tbody>\n<tr>\n<td>\u5fd8\u8bb0\u4f01\u5fae Token<\/td>\n<td>cat \/root\/.clawdbot\/config.json | jq &#039;.wecom.token&#039;<\/td>\n<\/tr>\n<tr>\n<td>\u67e5\u770b\u5f53\u524d\u6a21\u578b\u663e\u5b58\u5360\u7528<\/td>\n<td>nvidia-smi &#8211;query-compute-apps&#061;pid,used_memory &#8211;format&#061;csv,noheader,nounits<\/td>\n<\/tr>\n<tr>\n<td>\u5f3a\u5236\u91cd\u8f7d\u6a21\u578b&#xff08;\u4e0d\u91cd\u542f\u670d\u52a1&#xff09;<\/td>\n<td>node dist\/index.js model reload qwen2:0.5b<\/td>\n<\/tr>\n<tr>\n<td>\u5bfc\u51fa\u5168\u90e8\u4f1a\u8bdd\u4e3a Markdown<\/td>\n<td>node dist\/index.js export sessions &#8211;format md &#8211;output \/tmp\/sessions.md<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3>6. \u603b\u7ed3&#xff1a;\u4f4e\u914d\u4e0d\u662f\u9650\u5236&#xff0c;\u800c\u662f\u91cd\u65b0\u5b9a\u4e49 AI \u7684\u8d77\u70b9<\/h3>\n<p>Clawdbot \u6c49\u5316\u7248\u5bf9 qwen2:0.5b \u7684\u6df1\u5ea6\u9002\u914d&#xff0c;\u4f20\u9012\u4e86\u4e00\u4e2a\u6e05\u6670\u4fe1\u53f7&#xff1a;AI \u7684\u4ef7\u503c&#xff0c;\u4e0d\u5728\u4e8e\u53c2\u6570\u89c4\u6a21&#xff0c;\u800c\u5728\u4e8e\u80fd\u5426\u65e0\u7f1d\u878d\u5165\u771f\u5b9e\u5de5\u4f5c\u6d41\u3002\u5f53\u4f60\u80fd\u5728\u4e00\u53f0 4 \u6838 CPU &#043; 8GB \u5185\u5b58 &#043; \u6838\u663e\u7684\u65e7\u7b14\u8bb0\u672c\u4e0a&#xff0c;\u8ba9\u4f01\u4e1a\u5fae\u4fe1\u91cc\u7684\u9500\u552e\u540c\u4e8b\u968f\u65f6\u83b7\u53d6\u4ea7\u54c1\u8bdd\u672f\u3001\u8ba9\u6280\u672f\u4e3b\u7ba1\u4e00\u952e\u751f\u6210\u5468\u62a5\u6458\u8981\u3001\u8ba9\u5b9e\u4e60\u751f\u5feb\u901f\u5199\u51fa\u8c03\u8bd5\u811a\u672c\u2014\u2014\u8fd9\u65f6&#xff0c;AI \u624d\u771f\u6b63\u4ece\u201c\u6280\u672f\u6f14\u793a\u201d\u53d8\u6210\u4e86\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u3002<\/p>\n<p>\u5b83\u4e0d\u8981\u6c42\u4f60\u6210\u4e3a MLOps \u5de5\u7a0b\u5e08&#xff0c;\u4e5f\u4e0d\u9700\u8981\u4f60\u8bfb\u61c2 transformer \u67b6\u6784\u56fe\u3002\u4f60\u53ea\u9700\u8981\u8bb0\u4f4f\u4e09\u4ef6\u4e8b&#xff1a; \u2460 \u542f\u52a8\u7528 bash \/root\/start-clawdbot.sh \u2461 \u5bf9\u8bdd\u7528 node dist\/index.js agent &#8211;message &#034;xxx&#034; \u2462 \u4f01\u5fae\u63a5\u5165\u7528 node dist\/index.js wecom pair<\/p>\n<p>\u5269\u4e0b\u7684&#xff0c;\u4ea4\u7ed9 Clawdbot\u3002\u5b83\u4f1a\u5728\u540e\u53f0\u9ed8\u9ed8\u4f18\u5316\u663e\u5b58\u3001\u8c03\u5ea6\u8ba1\u7b97\u3001\u5b88\u62a4\u8fde\u63a5&#xff0c;\u5c31\u50cf\u4e00\u53f0\u4ece\u4e0d\u75b2\u5026\u7684\u6570\u5b57\u540c\u4e8b\u3002<\/p>\n<hr \/>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Clawdbot\u6c49\u5316\u7248GPU\u7b97\u529b\u9002\u914d&#xff1a;\u5c0f\u6a21\u578bqwen2:0.5b\u5728\u4f4e\u914d\u670d\u52a1\u5668\u6d41\u7545\u8fd0\u884c<br \/>\nClawdbot \u6c49\u5316\u7248\u73b0\u5df2\u6b63\u5f0f\u652f\u6301\u4f01\u4e1a\u5fae\u4fe1\u5165\u53e3&#xff0c;\u8fd9\u610f\u5473\u7740\u4f60\u4e0d\u4ec5\u80fd\u901a\u8fc7 WhatsApp\u3001Telegram\u3001Discord \u4e0e AI \u52a9\u624b\u5b9e\u65f6\u5bf9\u8bdd&#xff0c;\u8fd8\u80fd\u5728\u6700\u719f\u6089\u7684\u529e\u516c\u573a\u666f\u2014\u2014\u4f01\u4e1a\u5fae\u4fe1\u4e2d&#xff0c;\u968f\u65f6\u8c03\u7528\u672c\u5730\u90e8\u7f72\u7684\u5927\u6a21\u578b\u80fd\u529b\u3002\u65e0\u9700\u4f9d\u8d56\u4e91\u7aef API&#xff0c;\u4e0d\u4e0a\u4f20\u4efb\u4f55\u6570\u636e&#xff0c;\u6240\u6709\u63a8\u7406\u8fc7\u7a0b\u90fd\u5728\u4f60\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a\u5b8c\u6210\u3002\u66f4\u91cd\u8981\u7684\u662f&amp;#x<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7558,7559,7560,603],"topic":[],"class_list":["post-71932","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-7559","tag-7560","tag-603"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - 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