{"id":118215,"date":"2026-10-26T17:16:32","date_gmt":"2026-10-26T09:16:32","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118215.html"},"modified":"2026-10-26T17:16:32","modified_gmt":"2026-10-26T09:16:32","slug":"pentagi%e6%8b%86%e8%a7%a3%ef%bc%9a%e8%83%bd%e8%87%aa%e5%8a%a8%e5%81%9a%e6%b8%97%e9%80%8f%e6%b5%8b%e8%af%95%e7%9a%84ai%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118215.html","title":{"rendered":"PentAGI\u62c6\u89e3\uff1a\u80fd\u81ea\u52a8\u505a\u6e17\u900f\u6d4b\u8bd5\u7684AI\u591a\u667a\u80fd\u4f53"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li><\/li>\n<li>1. \u8fd9\u73a9\u610f\u513f\u5230\u5e95\u662f\u4e2a\u5565<\/li>\n<li>\n<ul>\n<li>1.1 \u540d\u5b57\u5148\u641e\u660e\u767d<\/li>\n<li>1.2 \u57fa\u672c\u76d8\u6570\u636e<\/li>\n<\/ul>\n<\/li>\n<li>2. \u4e0a\u624b\u5230\u5e95\u6709\u591a\u7b80\u5355<\/li>\n<li>\n<ul>\n<li>2.1 \u7cfb\u7edf\u8981\u6c42<\/li>\n<li>2.2 \u5b89\u88c5\u8fc7\u7a0b<\/li>\n<li>2.3 \u751f\u4ea7\u73af\u5883\u522b\u4e71\u6765<\/li>\n<\/ul>\n<\/li>\n<li>3. \u6838\u5fc3\u8bbe\u8ba1&#xff1a;\u4e09\u4e2a\u5458\u5de5\u4e00\u53f0\u620f<\/li>\n<li>\n<ul>\n<li>3.1 Orchestrator&#xff1a;\u90a3\u4e2a&#034;\u9879\u76ee\u7ecf\u7406&#034;<\/li>\n<li>3.2 \u4e09\u5c42\u8bb0\u5fc6\u7cfb\u7edf&#xff1a;AI \u4e5f\u4f1a&#034;\u8bb0\u4ec7&#034;<\/li>\n<li>3.3 \u94fe\u8def\u6458\u8981&#xff1a;\u9632\u6b62 AI &#034;\u8111\u5b50\u88c5\u4e0d\u4e0b&#034;<\/li>\n<\/ul>\n<\/li>\n<li>4. \u5c0f\u6a21\u578b\u7684&#034;\u5916\u6302&#034;\u600e\u4e48\u5f00<\/li>\n<li>\n<ul>\n<li>4.1 \u4e3a\u4ec0\u4e48\u8981\u4e13\u95e8\u7ed9\u5c0f\u6a21\u578b\u505a\u4f18\u5316<\/li>\n<li>4.2 \u6267\u884c\u76d1\u63a7&#xff1a;\u90a3\u4e2a&#034;\u5bfc\u5e08&#034;\u89d2\u8272<\/li>\n<li>4.3 \u4efb\u52a1\u89c4\u5212&#xff1a;\u5148\u5199 TODO \u518d\u52a8\u624b<\/li>\n<\/ul>\n<\/li>\n<li>5. \u5b89\u5168\u8fb9\u754c&#xff1a;\u8fd9\u4e2a&#034;\u6c99\u7bb1&#034;\u5230\u5e95\u6709\u591a\u5b89\u5168<\/li>\n<li>\n<ul>\n<li>5.1 \u4e24\u79cd Docker \u8bbf\u95ee\u65b9\u5f0f<\/li>\n<li>5.2 \u4e3a\u5565\u4e0d\u63a8\u8350\u6302\u8f7d\u5bbf\u4e3b\u673a socket<\/li>\n<\/ul>\n<\/li>\n<li>6. \u6700\u540e\u8bf4\u4e24\u53e5<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>P.S. \u63a8\u8350\u4e00\u4e2a\u5927\u795e\u7684\u6559\u7a0b\u7ed9\u60f3\u8981\u4e86\u89e3\u6216\u8005\u5b66\u4e60\u4eba\u5de5\u667a\u80fd\u77e5\u8bc6\u7684\u8bfb\u8005&#xff0c;\u8fd9\u4e2a\u6559\u7a0b\u91cc\u5185\u5bb9\u8bb2\u89e3\u901a\u4fd7\u6613\u61c2\u4e14\u98ce\u8da3\u5e7d\u9ed8&#xff0c;\u5bf9\u6211\u5e2e\u52a9\u5f88\u5927\u3002\u6211\u60f3\u4e0e\u5927\u5bb6\u5206\u4eab\u8fd9\u4e2a\u5b9d\u85cf\u6559\u7a0b&#xff0c;\u8bf7\u70b9\u51fb\u4e0b\u65b9\u94fe\u63a5\u67e5\u770b&#xff0c;\u4f20\u9001\u95e8https:\/\/blog.csdn.net\/qq_74013365<\/p>\n<h3><\/h3>\n<p>\u5148\u8bf4\u4e2a\u771f\u4e8b\u3002\u4e0a\u5468\u6211\u670b\u53cb\u2014\u2014\u4e00\u4e2a\u5e72\u4e86\u516b\u5e74\u6e17\u900f\u6d4b\u8bd5\u7684\u8001\u54e5\u2014\u2014\u8ddf\u6211\u5410\u69fd&#xff0c;\u8bf4\u4ed6\u73b0\u5728\u6bcf\u5929\u7684\u5de5\u4f5c\u5c31\u662f&#xff1a;\u626b\u7aef\u53e3\u3001\u8dd1\u811a\u672c\u3001\u590d\u5236\u7c98\u8d34\u7ed3\u679c\u3001\u5199\u62a5\u544a\u3002<\/p>\n<p>\u6211\u8bf4\u8fd9\u4e0d\u5c31\u662f\u4eba\u5de5CPU\u5417&#xff1f;\u4ed6\u8bf4\u5bf9&#xff0c;\u800c\u4e14\u8fd8\u662f\u90a3\u79cd\u6ca1\u6709\u7f13\u5b58\u7684CPU\u3002<\/p>\n<p>\u6240\u4ee5\u5f53\u6211\u770b\u5230 PentAGI \u8fd9\u4e2a\u9879\u76ee\u7684\u65f6\u5019&#xff0c;\u7b2c\u4e00\u53cd\u5e94\u662f&#xff1a;\u54e6&#xff0c;\u7ec8\u4e8e\u6709\u4eba\u628a\u8fd9\u4e2a&#034;\u4eba\u5de5CPU&#034;\u7684\u6d3b\u513f\u7ed9\u5916\u5305\u51fa\u53bb\u4e86\u3002<\/p>\n<p>**\u5148\u6253\u4e2a\u9884\u9632\u9488&#xff1a;**\u8fd9\u73a9\u610f\u513f\u662f\u7ed9\u6388\u6743\u6d4b\u8bd5\u7528\u7684&#xff0c;\u522b\u62ff\u7740\u5c31\u53bb\u626b\u522b\u4eba\u5bb6\u7f51\u7ad9\u3002\u4f60\u8981\u662f\u624b\u75d2&#xff0c;\u5148\u62ff\u81ea\u5df1\u7684\u670d\u52a1\u5668\u7ec3\u624b\u2014\u2014\u771f\u7684&#xff0c;\u81ea\u5df1\u6253\u81ea\u5df1\u4e0d\u72af\u6cd5\u3002<\/p>\n<h3>1. \u8fd9\u73a9\u610f\u513f\u5230\u5e95\u662f\u4e2a\u5565<\/h3>\n<h4>1.1 \u540d\u5b57\u5148\u641e\u660e\u767d<\/h4>\n<p>PentAGI &#061; Penetration testing &#043; Artificial General Intelligence\u3002\u7ffb\u8bd1\u8fc7\u6765\u5c31\u662f&#xff1a;\u7528\u901a\u7528\u4eba\u5de5\u667a\u80fd\u6765\u5e72\u6e17\u900f\u6d4b\u8bd5\u7684\u6d3b\u513f\u3002<\/p>\n<p>\u4f60\u53ef\u80fd\u4f1a\u8bf4&#xff0c;\u8fd9\u4e0d\u5c31\u662f\u53c8\u4e00\u4e2a&#034;AI\u5199\u811a\u672c&#034;\u7684\u5de5\u5177\u5417&#xff1f;<\/p>\n<p>\u8fd8\u771f\u4e0d\u662f\u3002\u90a3\u4e9b\u5de5\u5177\u6211\u89c1\u8fc7&#xff0c;\u672c\u8d28\u4e0a\u5c31\u662f\u4f60\u95ee\u4e00\u53e5&#034;\u5e2e\u6211\u5199\u4e2aSQL\u6ce8\u5165\u811a\u672c&#034;&#xff0c;AI\u7ed9\u4f60\u5410\u4e00\u6bb5\u4ee3\u7801&#xff0c;\u7136\u540e\u4f60\u81ea\u5df1\u8dd1\u3001\u81ea\u5df1\u8c03\u8bd5\u3001\u81ea\u5df1\u770b\u7ed3\u679c\u3002<\/p>\n<p>\u8ddf\u4f60\u7528ChatGPT\u5199\u4ee3\u7801\u6ca1\u5565\u533a\u522b&#xff0c;\u5c31\u662f\u5957\u4e86\u4e2a\u58f3\u3002<\/p>\n<p>PentAGI \u4e0d\u4e00\u6837\u7684\u5730\u65b9\u5728\u4e8e\u2014\u2014\u5b83\u662f\u4e00\u6574\u4e2a\u56e2\u961f\u3002<\/p>\n<p>\u5bf9&#xff0c;\u4f60\u6ca1\u542c\u9519&#xff0c;\u4e0d\u662f\u4e00\u4e2aAI&#xff0c;\u662f\u4e00\u7ec4AI&#xff0c;\u5206\u5de5\u660e\u786e&#xff0c;\u8ddf\u4f60\u516c\u53f8\u91cc\u7684\u90e8\u95e8\u4f3c\u7684\u3002\u6709\u505a\u7814\u7a76\u7684&#xff0c;\u6709\u505a\u89c4\u5212\u7684&#xff0c;\u6709\u52a8\u624b\u6267\u884c\u7684\u3002Orchestrator \u5f53\u9879\u76ee\u7ecf\u7406&#xff0c;\u7edf\u7b79\u5168\u5c40\u3002<\/p>\n<p>\u6211\u5f53\u65f6\u770b\u5230\u8fd9\u4e2a\u8bbe\u8ba1&#xff0c;\u6123\u4e86\u4e09\u79d2\u3002\u7136\u540e\u60f3\u8d77\u6765\u6211\u4eec\u516c\u53f8\u90a3\u4e2a\u9879\u76ee\u7ecf\u7406&#xff0c;\u518d\u60f3\u60f3\u8fd9\u4e2aAI\u9879\u76ee\u7ecf\u7406\u2014\u2014<\/p>\n<p>\u55ef&#xff0c;AI\u90a3\u4e2a\u81f3\u5c11\u4e0d\u4f1a\u5728\u5468\u4f1a\u4e0a\u8bf4&#034;\u8fd9\u4e2a\u9700\u6c42\u5f88\u7b80\u5355\u561b&#034;\u3002<\/p>\n<h4>1.2 \u57fa\u672c\u76d8\u6570\u636e<\/h4>\n<p>\u7ed9\u4f60\u4eec\u62a5\u4e2a\u6570&#xff0c;\u611f\u53d7\u4e00\u4e0b\u8fd9\u4e2a\u9879\u76ee\u6709\u591a\u706b&#xff1a;<\/p>\n<p>28,770 \u9897 Star\u30024,325 \u4e2a Fork\u3002MIT \u8bb8\u53ef\u8bc1&#xff0c;\u968f\u4fbf\u6298\u817e\u3002<\/p>\n<p>\u5f00\u53d1\u65b9\u662f VXControl&#xff0c;\u4e00\u5bb6\u8fea\u62dc\u7684\u5b89\u5168\u516c\u53f8\u3002Go \u5199\u7684\u540e\u7aef&#xff0c;React \u5199\u7684\u524d\u7aef\u30022025\u5e741\u6708\u521b\u5efa\u7684&#xff0c;\u5230\u73b0\u5728\u4e0d\u5230\u4e00\u5e74&#xff0c;Trendshift \u65e5\u699c\u5468\u699c\u6708\u699c\u5168\u5728\u699c\u3002<\/p>\n<p>\u4f60\u60f3\u60f3&#xff0c;\u4e00\u4e2a\u5b89\u5168\u5de5\u5177&#xff0c;\u4e0d\u5230\u4e00\u5e74\u5e72\u5230\u5feb\u4e09\u4e07\u661f\u3002\u8fd9\u8bf4\u660e\u4ec0\u4e48&#xff1f;\u8bf4\u660e\u6e17\u900f\u6d4b\u8bd5\u5de5\u7a0b\u5e08\u4eec\u771f\u7684\u88ab\u91cd\u590d\u52b3\u52a8\u903c\u75af\u4e86\u3002<\/p>\n<p>\u6211\u751a\u81f3\u6000\u7591&#xff0c;\u8fd9\u4e2a\u9879\u76ee\u7684\u6838\u5fc3\u7528\u6237\u753b\u50cf\u5c31\u662f&#xff1a;\u6bcf\u5929\u8dd1nmap\u8dd1\u5230\u9f20\u6807\u624b\u3001\u5199\u62a5\u544a\u5199\u5230\u8171\u9798\u708e\u3001\u8fd8\u8981\u88ab\u5ba2\u6237\u8ffd\u7740\u95ee&#034;\u4ec0\u4e48\u65f6\u5019\u51fa\u7ed3\u679c&#034;\u7684\u5b89\u5168\u8001\u54e5\u3002<\/p>\n<h3>2. \u4e0a\u624b\u5230\u5e95\u6709\u591a\u7b80\u5355<\/h3>\n<h4>2.1 \u7cfb\u7edf\u8981\u6c42<\/h4>\n<p>\u5148\u8bf4\u786c\u4ef6\u8981\u6c42&#xff0c;\u7701\u5f97\u4f60\u5174\u51b2\u51b2\u88c5\u5b8c\u53d1\u73b0\u673a\u5668\u5e26\u4e0d\u52a8\u3002<\/p>\n<p>Docker \u548c Docker Compose \u5f97\u6709\u3002\u81f3\u5c11 2\u6838 CPU\u30014G \u5185\u5b58\u300120G \u78c1\u76d8\u3002\u80fd\u8054\u7f51&#xff0c;\u4e0d\u7136\u62c9\u4e0d\u52a8\u955c\u50cf\u3002<\/p>\n<p>\u5c31\u8fd9\u4e2a\u914d\u7f6e&#xff0c;\u8bf4\u771f\u7684&#xff0c;\u6bd4\u4f60\u8dd1\u4e2a\u672c\u5730\u5927\u6a21\u578b\u53cb\u597d\u591a\u4e86\u3002\u6211\u4e4b\u524d\u8dd1\u4e2a 7B \u6a21\u578b\u90fd\u8981 16G \u5185\u5b58\u8d77\u6b65&#xff0c;\u8fd9\u4e2a 4G \u5c31\u80fd\u73a9\u3002<\/p>\n<p>\u5f53\u7136&#xff0c;\u4f60\u8981\u662f\u60f3\u8dd1\u5927\u6a21\u578b\u5f53\u540e\u7aef&#xff0c;\u90a3\u53e6\u8bf4\u3002\u4eba\u5bb6\u652f\u6301 Ollama\u3001DeepSeek\u3001Qwen \u8fd9\u4e9b\u672c\u5730\u6a21\u578b&#xff0c;\u4f60\u6709\u591a\u5c11\u663e\u5b58\u5b83\u5c31\u80fd\u5403\u591a\u5c11\u2014\u2014\u8ddf\u90a3\u79cd\u73a9\u6e38\u620f\u7684\u663e\u5361\u6740\u624b\u4e00\u4e2a\u5fb7\u884c&#xff0c;\u53ea\u4e0d\u8fc7\u8fd9\u4e2a&#034;\u6e38\u620f&#034;\u53eb&#034;\u653b\u51fb\u522b\u4eba\u670d\u52a1\u5668&#034;\u3002<\/p>\n<h4>2.2 \u5b89\u88c5\u8fc7\u7a0b<\/h4>\n<p>\u5b98\u65b9\u63a8\u8350\u7528\u4ea4\u4e92\u5f0f\u5b89\u88c5\u5668&#xff0c;\u5e26\u7ec8\u7aef UI \u7684\u90a3\u79cd\u3002\u6211\u5f53\u65f6\u5fc3\u60f3&#xff0c;\u4e0d\u5c31\u662f\u88c5\u4e2a\u4e1c\u897f\u5417&#xff0c;\u80fd\u6709\u591a\u590d\u6742&#xff1f;<\/p>\n<p>\u7ed3\u679c\u53d1\u73b0&#xff0c;\u4eba\u5bb6\u771f\u7684\u662f\u624b\u628a\u624b\u6559\u4f60\u3002\u4ece\u7cfb\u7edf\u68c0\u67e5&#xff0c;\u5230\u914d\u7f6e LLM \u63d0\u4f9b\u5546&#xff0c;\u5230\u914d\u7f6e\u641c\u7d22\u5f15\u64ce&#xff0c;\u5230\u751f\u6210 SSL \u8bc1\u4e66&#xff0c;\u4e00\u6761\u9f99\u670d\u52a1\u3002<\/p>\n<p>\u6211\u88c5\u8fc7\u90a3\u4e48\u591a\u5f00\u6e90\u9879\u76ee&#xff0c;\u5f88\u591a\u6587\u6863\u90fd\u662f&#034;\u89c1 INSTALL.md&#034;&#xff0c;\u7136\u540e INSTALL.md \u91cc\u5199&#034;\u8bf7\u53c2\u8003\u5b98\u65b9\u6587\u6863&#034;&#xff0c;\u5b98\u65b9\u6587\u6863\u5199&#034;\u8bf7\u53c2\u89c1 FAQ&#034;&#xff0c;FAQ \u91cc\u5199&#034;\u8fd9\u4e2a\u95ee\u9898\u6682\u672a\u89e3\u51b3&#034;\u3002<\/p>\n<p>PentAGI \u8fd9\u4e2a\u5b89\u88c5\u5668&#xff0c;\u611f\u89c9\u5c31\u50cf\u6709\u4e2a\u5ba2\u670d\u5750\u5728\u4f60\u5bf9\u9762&#xff0c;\u4e00\u6b65\u4e00\u6b65\u95ee\u4f60&#xff1a;\u201c\u8001\u677f&#xff0c;LLM \u7528\u54ea\u5bb6\u7684&#xff1f;OpenAI \u8fd8\u662f\u672c\u5730\u6a21\u578b&#xff1f;\u641c\u7d22\u5f15\u64ce\u8981 DuckDuckGo \u8fd8\u662f Google&#xff1f;SSL \u8bc1\u4e66\u8981\u4e0d\u8981\u6211\u5e2e\u4f60\u751f\u6210&#xff1f;\u201d<\/p>\n<p>\u6765&#xff0c;\u76f4\u63a5\u4e0a\u4ee3\u7801&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u521b\u5efa\u5b89\u88c5\u76ee\u5f55<\/span><br \/>\n<span class=\"token function\">mkdir<\/span> <span class=\"token parameter variable\">-p<\/span> pentagi <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token builtin class-name\">cd<\/span> pentagi<\/p>\n<p><span class=\"token comment\"># \u4e0b\u8f7d\u5b89\u88c5\u5668&#xff08;\u4ee5 Linux amd64 \u4e3a\u4f8b&#xff09;<\/span><br \/>\n<span class=\"token function\">wget<\/span> <span class=\"token parameter variable\">-O<\/span> installer.zip https:\/\/pentagi.com\/downloads\/linux\/amd64\/installer-latest.zip<br \/>\n<span class=\"token function\">unzip<\/span> installer.zip<\/p>\n<p><span class=\"token comment\"># \u8fd0\u884c\u4ea4\u4e92\u5f0f\u5b89\u88c5\u5668<\/span><br \/>\n.\/installer<\/p>\n<p>\u5c31\u8fd9\u51e0\u884c&#xff0c;\u6ca1\u4e86\u3002<\/p>\n<p>\u4e0d\u8fc7\u6709\u4e2a\u5751\u6211\u5f97\u63d0\u9192\u4f60&#xff1a;\u5b89\u88c5\u5668\u8981\u8bbf\u95ee Docker API&#xff0c;\u751f\u4ea7\u73af\u5883\u5efa\u8bae\u7528 sudo \u8dd1\u3002\u5f00\u53d1\u73af\u5883\u7684\u8bdd&#xff0c;\u628a\u7528\u6237\u52a0\u8fdb docker \u7ec4\u5c31\u884c\u3002<\/p>\n<p>\u4f46\u662f\u2014\u2014\u91cd\u70b9\u6765\u4e86\u2014\u2014\u628a\u7528\u6237\u52a0\u8fdb docker \u7ec4&#xff0c;\u672c\u8d28\u4e0a\u7b49\u4e8e\u7ed9\u4e86 root \u6743\u9650\u3002\u56e0\u4e3a\u4f60\u53ef\u4ee5\u6302\u8f7d\u5bbf\u4e3b\u673a\u7684\u6587\u4ef6\u7cfb\u7edf\u8fdb\u5bb9\u5668&#xff0c;\u7136\u540e\u4e3a\u6240\u6b32\u4e3a\u3002<\/p>\n<p>\u8fd9\u4e2a\u4e8b\u600e\u4e48\u8bf4\u5462\u3002\u5c31\u50cf\u4f60\u8ddf\u4fdd\u5b89\u8bf4&#034;\u6211\u662f\u81ea\u5df1\u4eba&#034;&#xff0c;\u4fdd\u5b89\u5c31\u628a\u6574\u4e2a\u5927\u697c\u7684\u94a5\u5319\u90fd\u7ed9\u4f60\u4e86\u3002\u786e\u5b9e\u65b9\u4fbf&#xff0c;\u4f46\u4f60\u8981\u662f\u81ea\u5df1\u4eba\u4e0d\u9760\u8c31\u5462&#xff1f;<\/p>\n<h4>2.3 \u751f\u4ea7\u73af\u5883\u522b\u4e71\u6765<\/h4>\n<p>\u5b98\u65b9\u7279\u522b\u5f3a\u8c03&#xff1a;\u751f\u4ea7\u73af\u5883\u6216\u8005\u5b89\u5168\u654f\u611f\u573a\u666f&#xff0c;\u5f3a\u70c8\u5efa\u8bae\u7528\u53cc\u8282\u70b9\u67b6\u6784\u3002<\/p>\n<p>\u5565\u610f\u601d\u5462&#xff1f;\u5c31\u662f\u628a&#034;\u5e72\u6d3b\u7684&#034;\u548c&#034;\u7ba1\u4e8b\u513f\u7684&#034;\u5206\u5f00\u3002\u4e3b\u8282\u70b9\u8dd1 Web \u754c\u9762\u3001\u8c03\u5ea6\u903b\u8f91&#xff0c;Worker \u8282\u70b9\u4e13\u95e8\u8dd1\u90a3\u4e9b\u4e0d\u53ef\u4fe1\u7684\u653b\u51fb\u4ee3\u7801\u3002<\/p>\n<p>\u8fd9\u4e2a\u8bbe\u8ba1\u601d\u8def\u6211\u7279\u522b\u8ba4\u540c\u3002\u5c31\u8ddf\u4f60\u516c\u53f8\u91cc&#xff0c;\u8d22\u52a1\u90e8\u548c\u8fd0\u7ef4\u90e8\u4e0d\u80fd\u662f\u540c\u4e00\u4e2a\u4eba\u2014\u2014\u4e0d\u7136\u4ed6\u65e2\u7ba1\u94b1\u53c8\u7ba1\u670d\u52a1\u5668&#xff0c;\u4f60\u665a\u4e0a\u7761\u5f97\u7740\u5417&#xff1f;<\/p>\n<p>Worker \u8282\u70b9\u662f\u9694\u79bb\u7684&#xff0c;\u6709\u7f51\u7edc\u9694\u79bb&#xff0c;\u6709 TLS \u8ba4\u8bc1\u7684 Docker-in-Docker&#xff0c;\u8fd8\u6709\u4e13\u95e8\u7684\u7aef\u53e3\u8303\u56f4\u652f\u6301\u5e26\u5916\u653b\u51fb\u6280\u672f\u3002<\/p>\n<p>\u7b80\u5355\u8bf4\u5c31\u662f&#xff1a;\u8ba9\u5b83\u53bb\u6298\u817e&#xff0c;\u6298\u817e\u574f\u4e86\u4e5f\u4e0d\u5f71\u54cd\u4e3b\u7cfb\u7edf\u3002<\/p>\n<h3>3. \u6838\u5fc3\u8bbe\u8ba1&#xff1a;\u4e09\u4e2a\u5458\u5de5\u4e00\u53f0\u620f<\/h3>\n<h4>3.1 Orchestrator&#xff1a;\u90a3\u4e2a&#034;\u9879\u76ee\u7ecf\u7406&#034;<\/h4>\n<p>\u6574\u4e2a\u7cfb\u7edf\u7684\u5927\u8111\u662f Orchestrator&#xff0c;\u534f\u8c03\u8005\u3002\u5b83\u7684\u6d3b\u513f\u5c31\u662f&#xff1a;\u63a5\u9700\u6c42\u3001\u62c6\u4efb\u52a1\u3001\u6d3e\u6d3b\u513f\u3001\u6536\u7ed3\u679c\u3002<\/p>\n<p>\u7136\u540e\u4e0b\u9762\u4e09\u4e2a\u89d2\u8272&#xff1a;Researcher&#xff08;\u7814\u7a76\u5458&#xff09;\u3001Developer&#xff08;\u5f00\u53d1\u8005&#xff09;\u3001Executor&#xff08;\u6267\u884c\u8005&#xff09;\u3002<\/p>\n<p>\u6211\u7b2c\u4e00\u6b21\u770b\u5230\u8fd9\u4e2a\u5206\u5de5\u7684\u65f6\u5019&#xff0c;\u76f4\u63a5\u7b11\u51fa\u58f0\u3002\u8fd9\u4e0d\u5c31\u662f\u8f6f\u4ef6\u516c\u53f8\u7684\u6807\u51c6\u914d\u7f6e\u5417&#xff1f;<\/p>\n<p>\u7814\u7a76\u5458\u8d1f\u8d23\u8c03\u7814&#xff0c;\u8bf4&#034;\u5ba2\u6237\u8fd9\u4e2a\u7cfb\u7edf&#xff0c;\u6211\u67e5\u4e86\u4e0b&#xff0c;\u6709\u4e2aXX\u6f0f\u6d1e\u7684\u5386\u53f2\u6848\u4f8b&#xff0c;\u54b1\u4eec\u53ef\u4ee5\u53c2\u8003&#034;\u3002<\/p>\n<p>\u5f00\u53d1\u8005\u8d1f\u8d23\u89c4\u5212&#xff0c;\u8bf4&#034;\u90a3\u884c&#xff0c;\u54b1\u4eec\u5206\u4e09\u6b65&#xff1a;\u5148\u626b\u7aef\u53e3&#xff0c;\u518d\u8bd5\u8fd9\u4e2a\u6f0f\u6d1e&#xff0c;\u6700\u540e\u63d0\u6743&#034;\u3002<\/p>\n<p>\u6267\u884c\u8005\u8d1f\u8d23\u52a8\u624b&#xff0c;\u8bf4&#034;\u597d\u561e&#034;&#xff0c;\u7136\u540e\u5f00\u59cb\u6572\u547d\u4ee4\u3002<\/p>\n<p>\u7136\u540e Orchestrator \u5728\u4e2d\u95f4\u8bf4&#034;\u4f60\u4eec\u5bf9\u9f50\u4e00\u4e0b\u8fdb\u5ea6\u554a&#xff0c;\u4e0b\u5348\u4e09\u70b9\u6211\u8981\u770b\u5230\u9636\u6bb5\u6027\u6210\u679c&#034;\u3002<\/p>\n<p>\u662f\u4e0d\u662f\u7279\u522b\u719f\u6089&#xff1f;\u662f\u4e0d\u662f\u60f3\u5230\u4e86\u81ea\u5df1\u516c\u53f8\u7684\u4f8b\u4f1a&#xff1f;<\/p>\n<p>\u533a\u522b\u5728\u4e8e&#xff0c;\u8fd9\u4e09\u4e2a AI \u4e0d\u4f1a\u62b1\u6028&#034;\u8fd9\u4e2a\u9700\u6c42\u4e0d\u5408\u7406&#034;&#xff0c;\u4e0d\u4f1a\u6478\u9c7c\u5237\u624b\u673a&#xff0c;\u4e0d\u4f1a\u5230\u4e86\u4e0b\u5348\u4e24\u70b9\u4e94\u5341\u624d\u8bf4&#034;\u554a\u5440\u6211\u8fd8\u6ca1\u5f00\u59cb\u505a&#034;\u3002<\/p>\n<p>\u800c\u4e14\u5b83\u4eec\u4e5f\u4e0d\u4f1a\u5728\u79bb\u804c\u7684\u65f6\u5019\u628a\u4ee3\u7801\u5168\u5220\u4e86\u3002\u55ef&#xff0c;\u8fd9\u70b9\u786e\u5b9e\u6bd4\u771f\u4eba\u5f3a\u3002<\/p>\n<h4>3.2 \u4e09\u5c42\u8bb0\u5fc6\u7cfb\u7edf&#xff1a;AI \u4e5f\u4f1a&#034;\u8bb0\u4ec7&#034;<\/h4>\n<p>\u8fd9\u4e2a\u9879\u76ee\u6700\u8ba9\u6211\u773c\u524d\u4e00\u4eae\u7684\u8bbe\u8ba1&#xff0c;\u662f\u5b83\u7684\u8bb0\u5fc6\u7cfb\u7edf\u3002<\/p>\n<p>\u5927\u90e8\u5206 AI \u5de5\u5177&#xff0c;\u90fd\u662f&#034;\u91d1\u9c7c\u8bb0\u5fc6&#034;\u2014\u2014\u4f60\u8fd9\u6b21\u8ddf\u5b83\u8bf4\u7684\u4e8b\u513f&#xff0c;\u4e0b\u6b21\u6253\u5f00\u5c31\u5fd8\u4e86\u3002\u4f60\u6bcf\u6b21\u90fd\u5f97\u4ece\u5934\u5f00\u59cb\u89e3\u91ca&#xff1a;\u201c\u6211\u662f\u8c01&#xff0c;\u6211\u5728\u54ea&#xff0c;\u6211\u8981\u5e72\u561b\u3002\u201d<\/p>\n<p>PentAGI \u4e0d\u4e00\u6837&#xff0c;\u5b83\u6709\u4e09\u5c42\u8bb0\u5fc6\u3002<\/p>\n<p>**\u7b2c\u4e00\u5c42&#xff1a;\u957f\u671f\u8bb0\u5fc6\u3002**\u7528 PostgreSQL &#043; pgvector \u5b58\u7684\u5411\u91cf\u5e93&#xff0c;\u8bb0\u7684\u662f\u6210\u529f\u7684\u653b\u51fb\u6a21\u5f0f\u3002\u5c31\u662f&#034;\u4e0a\u6b21\u8fd9\u4e48\u6253&#xff0c;\u6210\u529f\u4e86&#xff0c;\u8fd9\u6b21\u8fd8\u7528&#034;\u3002<\/p>\n<p>\u8fd9\u4e2a\u8bbe\u8ba1\u592a\u61c2\u884c\u4e86\u3002\u6e17\u900f\u6d4b\u8bd5\u8fd9\u6d3b\u513f&#xff0c;\u672c\u8d28\u4e0a\u5c31\u662f\u7ecf\u9a8c\u6d3b\u3002\u4f60\u6253\u8fc7\u5f97\u591a\u4e86&#xff0c;\u770b\u5230\u67d0\u4e2a\u7aef\u53e3\u5f00\u7740&#xff0c;\u8111\u5b50\u91cc\u9a6c\u4e0a\u5c31\u80fd\u8e66\u51fa&#034;\u8fd9\u4e2a\u7248\u672c\u7684\u670d\u52a1\u6709\u4e2aXX\u6f0f\u6d1e&#034;\u3002<\/p>\n<p>\u73b0\u5728\u8fd9\u4e2a\u7ecf\u9a8c\u53ef\u4ee5\u5b58\u4e0b\u6765\u4e86&#xff0c;\u8de8\u4efb\u52a1\u590d\u7528\u3002\u4f60\u6253\u5341\u4e2a\u5ba2\u6237&#xff0c;\u7b2c\u5341\u4e2a\u5ba2\u6237\u7684\u65f6\u5019&#xff0c;AI \u5df2\u7ecf\u6512\u4e86\u524d\u4e5d\u4e2a\u7684\u7ecf\u9a8c\u3002<\/p>\n<p>\u6211\u60f3\u60f3\u90fd\u89c9\u5f97\u53ef\u6015\u2014\u2014\u4e00\u4e2a\u6bcf\u592924\u5c0f\u65f6\u4e0d\u4f11\u606f\u3001\u8fd8\u80fd\u4e0d\u65ad\u79ef\u7d2f\u7ecf\u9a8c\u7684\u6e17\u900f\u6d4b\u8bd5\u5de5\u7a0b\u5e08\u3002\u8fd9\u8981\u662f\u653e\u5728\u62db\u8058\u5e02\u573a\u4e0a&#xff0c;\u5f97\u5f00\u591a\u5c11\u85aa\u8d44&#xff1f;<\/p>\n<p>**\u7b2c\u4e8c\u5c42&#xff1a;\u5de5\u4f5c\u8bb0\u5fc6\u3002**\u5c31\u662f\u5f53\u524d\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587\u3002\u73b0\u5728\u6253\u5230\u54ea\u4e86&#xff0c;\u76ee\u6807\u662f\u4ec0\u4e48&#xff0c;\u8fd8\u5269\u54ea\u4e9b\u6ca1\u505a\u3002<\/p>\n<p>**\u7b2c\u4e09\u5c42&#xff1a;\u60c5\u666f\u8bb0\u5fc6\u3002**\u8bb0\u5f55&#034;\u53d1\u751f\u8fc7\u4ec0\u4e48&#034;\u3002\u5386\u53f2\u64cd\u4f5c\u3001\u6267\u884c\u7ed3\u679c\u3001\u6210\u529f\u6a21\u5f0f\u3002<\/p>\n<p>\u4e09\u5c42\u8bb0\u5fc6\u53e0\u5728\u4e00\u8d77&#xff0c;\u610f\u5473\u7740\u8fd9\u4e2a\u7cfb\u7edf\u4e0d\u662f\u6bcf\u6b21\u90fd\u4ece\u96f6\u5f00\u59cb\u3002\u5b83\u4f1a\u6210\u957f\u3002<\/p>\n<p>\u4f60\u60f3\u60f3&#xff0c;\u4f60\u521a\u5165\u804c\u7684\u65f6\u5019&#xff0c;\u5565\u90fd\u4e0d\u61c2&#xff0c;\u5e08\u5085\u8bf4\u5565\u4f60\u505a\u5565\u3002\u5e72\u4e86\u4e09\u5e74&#xff0c;\u4f60\u5df2\u7ecf\u662f\u8001\u6cb9\u6761\u4e86&#xff0c;\u770b\u5230\u4e2a\u767b\u5f55\u6846\u5c31\u77e5\u9053\u54ea\u91cc\u53ef\u80fd\u6709\u6ce8\u5165\u3002<\/p>\n<p>PentAGI \u4e5f\u662f\u8fd9\u4e2a\u8def\u5b50\u3002\u7528\u5f97\u8d8a\u4e45&#xff0c;\u8d8a\u806a\u660e\u3002<\/p>\n<p>\u6211\u73b0\u5728\u5c31\u597d\u5947\u4e00\u4e2a\u95ee\u9898&#xff1a;\u5b83\u4f1a\u4e0d\u4f1a\u54ea\u5929\u7a81\u7136\u5b66\u4f1a\u4e86&#034;\u8fd9\u4e2a\u5ba2\u6237\u592a\u9ebb\u70e6\u4e86&#xff0c;\u660e\u5929\u518d\u6253&#034;&#xff1f;<\/p>\n<h4>3.3 \u94fe\u8def\u6458\u8981&#xff1a;\u9632\u6b62 AI \u201c\u8111\u5b50\u88c5\u4e0d\u4e0b\u201d<\/h4>\n<p>\u6e17\u900f\u6d4b\u8bd5\u8fd9\u4e2a\u6d3b\u513f&#xff0c;\u6b65\u9aa4\u7279\u522b\u591a\u3002\u626b\u7aef\u53e3\u3001\u67e5\u670d\u52a1\u7248\u672c\u3001\u8bd5\u6f0f\u6d1e\u3001\u770b\u54cd\u5e94\u3001\u518d\u8bd5\u4e0b\u4e00\u4e2a\u2014\u2014\u6765\u56de\u51e0\u5341\u8f6e\u5bf9\u8bdd\u5f88\u6b63\u5e38\u3002<\/p>\n<p>\u95ee\u9898\u6765\u4e86&#xff1a;LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u6709\u9650\u7684\u3002\u4f60\u804a\u4e86\u51e0\u5341\u8f6e\u4e4b\u540e&#xff0c;\u524d\u9762\u8bf4\u7684\u5565\u5b83\u5c31\u5fd8\u4e86\u3002<\/p>\n<p>\u8fd9\u5c31\u8ddf\u4f60\u5f00\u4f1a\u5f00\u4e86\u4fe9\u5c0f\u65f6\u4e00\u6837&#xff0c;\u524d\u9762\u8ba8\u8bba\u7684\u5565\u5df2\u7ecf\u8bb0\u4e0d\u6e05\u4e86&#xff0c;\u53ea\u8bb0\u5f97\u6700\u540e\u8bf4&#034;\u90a3\u5c31\u8fd9\u4e48\u5b9a\u4e86&#034;\u2014\u2014\u81f3\u4e8e\u5b9a\u7684\u662f\u5565&#xff0c;\u56de\u53bb\u7ffb\u4f1a\u8bae\u7eaa\u8981\u5427\u3002<\/p>\n<p>PentAGI \u7684\u89e3\u6cd5\u662f\u94fe\u8def\u6458\u8981\u7cfb\u7edf\u3002\u628a\u5bf9\u8bdd\u94fe\u8f6c\u6210\u7ed3\u6784\u5316\u7684\u8868\u793a&#xff0c;\u7136\u540e\u5206\u6bb5\u6458\u8981\u3002<\/p>\n<p>\u7ffb\u8bd1\u6210\u4eba\u8bdd\u5c31\u662f&#xff1a;\u524d\u9762\u804a\u7684\u90a3\u4e9b&#xff0c;\u6d53\u7f29\u6210\u51e0\u53e5\u8bdd\u8bb0\u7740\u3002\u6700\u8fd1\u804a\u7684&#xff0c;\u5b8c\u6574\u4fdd\u7559\u3002<\/p>\n<p>\u800c\u4e14\u5168\u5c40\u6458\u8981\u548c Assistant \u4e13\u7528\u6458\u8981\u8fd8\u80fd\u5206\u5f00\u914d\u7f6e\u53c2\u6570\u3002\u6bd4\u5982\u6700\u540e\u4e00\u6bb5\u4fdd\u7559\u591a\u5c11\u5b57\u8282\u3001QA \u5bf9\u7559\u591a\u5c11\u4e2a\u3002<\/p>\n<p>\u8fd9\u4e2a\u7ec6\u8282\u505a\u5f97\u5f88\u7ec6\u3002\u4f60\u770b&#xff0c;\u5b83\u77e5\u9053\u6700\u8fd1\u7684\u5bf9\u8bdd\u66f4\u91cd\u8981&#xff0c;\u6240\u4ee5\u7ed9 Assistant \u6a21\u5f0f\u5206\u914d\u4e86\u66f4\u591a\u4e0a\u4e0b\u6587\u4f59\u91cf\u3002<\/p>\n<p>\u5c31\u8ddf\u4eba\u4e00\u6837\u2014\u2014\u4f60\u4e0a\u5468\u4e09\u4e2d\u5348\u5403\u7684\u5565\u53ef\u80fd\u8bb0\u4e0d\u6e05\u4e86&#xff0c;\u4f46\u6628\u5929\u4e2d\u5348\u5403\u7684\u5565&#xff0c;\u4f60\u80fd\u9a6c\u4e0a\u8bf4\u51fa\u6765\u3002<\/p>\n<h3>4. \u5c0f\u6a21\u578b\u7684&#034;\u5916\u6302&#034;\u600e\u4e48\u5f00<\/h3>\n<h4>4.1 \u4e3a\u4ec0\u4e48\u8981\u4e13\u95e8\u7ed9\u5c0f\u6a21\u578b\u505a\u4f18\u5316<\/h4>\n<p>\u8fd9\u90e8\u5206\u662f\u6211\u89c9\u5f97\u8fd9\u4e2a\u9879\u76ee\u6700\u5b9e\u5728\u7684\u5730\u65b9\u3002<\/p>\n<p>\u5f88\u591a\u5f00\u6e90 AI \u9879\u76ee&#xff0c;\u9ed8\u8ba4\u5047\u8bbe\u4f60\u7528\u7684\u662f GPT-4o \u6216\u8005 Claude Opus\u3002\u597d\u50cf\u5168\u4e16\u754c\u7684\u5f00\u53d1\u8005\u90fd\u8ddf OpenAI \u6709\u4eb2\u621a\u4f3c\u7684&#xff0c;\u968f\u4fbf\u8c03\u3002<\/p>\n<p>\u4f46\u73b0\u5b9e\u662f\u4ec0\u4e48&#xff1f;\u73b0\u5b9e\u662f\u5f88\u591a\u4f01\u4e1a\u5185\u7f51\u662f\u6c14\u9694\u79bb\u7684&#xff0c;\u6839\u672c\u4e0d\u80fd\u8054\u7f51\u8c03\u4e91\u7aef\u5927\u6a21\u578b\u3002\u4f60\u53ea\u80fd\u7528\u672c\u5730\u90e8\u7f72\u7684\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n<p>\u672c\u5730\u6a21\u578b\u5462&#xff1f;7B\u300114B\u300127B \u7684&#xff0c;\u8ddf\u9876\u7ea7\u95ed\u6e90\u6a21\u578b\u6bd4&#xff0c;\u90a3\u667a\u5546\u5dee\u4e86\u4e0d\u662f\u4e00\u70b9\u534a\u70b9\u3002<\/p>\n<p>\u5c31\u597d\u6bd4\u4f60\u7ed9\u4e00\u4e2a\u5b9e\u4e60\u751f\u914d\u4e86\u4e00\u6574\u5957\u9876\u7ea7\u88c5\u5907\u2014\u2014\u6ee1\u5c4b\u5b50\u7684\u5b89\u5168\u5de5\u5177\u300120G \u7684\u78c1\u76d8\u3001Docker 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Agent&#xff0c;\u5bfc\u5e08\u89d2\u8272\u3002<\/p>\n<p>\u5b83\u7684\u6d3b\u513f\u5c31\u662f\u76ef\u7740\u4f60&#xff1a;\u4f60\u662f\u4e0d\u662f\u53c8\u5728\u539f\u5730\u6253\u8f6c\u4e86&#xff1f;\u662f\u4e0d\u662f\u8fde\u7eed\u4e94\u6b21\u8c03\u7528\u540c\u4e00\u4e2a\u5de5\u5177\u4e86&#xff1f;\u662f\u4e0d\u662f\u603b\u8c03\u7528\u6b21\u6570\u5df2\u7ecf\u8d85\u8fc7\u5341\u6b21\u4e86&#xff1f;<\/p>\n<p>\u4e00\u65e6\u53d1\u73b0\u5f02\u5e38&#xff0c;\u5b83\u5c31\u8df3\u51fa\u6765\u8bf4&#xff1a;\u201c\u505c\u505c\u505c&#xff0c;\u4f60\u8fd9\u4e2a\u601d\u8def\u4e0d\u5bf9&#xff0c;\u6362\u4e2a\u65b9\u5411\u8bd5\u8bd5\u3002\u201d<\/p>\n<p>\u8fd9\u4e2a\u8bbe\u8ba1&#xff0c;\u600e\u4e48\u8bf4\u5462\u3002\u5c31\u8ddf\u4f60\u5199\u4ee3\u7801\u5199\u4e0d\u51fa\u6765\u7684\u65f6\u5019&#xff0c;\u65c1\u8fb9\u5750\u4e2a Senior&#xff0c;\u65f6\u4e0d\u65f6\u779f\u4e00\u773c\u4f60\u7684\u5c4f\u5e55\u3002<\/p>\n<p>\u4f60\u672c\u6765\u60f3\u5faa\u73af\u62a5\u9519\u8bd5\u5341\u6b21\u7684&#xff0c;\u779f\u4e00\u773c\u65c1\u8fb9\u6709\u4eba\u770b\u7740&#xff0c;\u7a81\u7136\u5c31\u51b7\u9759\u4e0b\u6765\u4e86&#xff1a;\u201c\u55ef&#xff0c;\u6211\u662f\u4e0d\u662f\u5e94\u8be5\u5148\u770b\u770b\u65e5\u5fd7&#xff1f;\u201d<\/p>\n<p>\u5c0f\u6a21\u578b\u4e5f\u662f\u8fd9\u6837\u3002\u6ca1\u4eba\u76ef\u7740\u5b83&#xff0c;\u5b83\u5c31\u4e00\u6839\u7b4b\u8d70\u5230\u5e95\u3002\u6709\u4eba\u76ef\u7740&#xff0c;\u5b83\u5c31\u4f1a\u53ca\u65f6\u62d0\u5f2f\u3002<\/p>\n<h4>4.3 \u4efb\u52a1\u89c4\u5212&#xff1a;\u5148\u5199 TODO \u518d\u52a8\u624b<\/h4>\n<p>\u53e6\u4e00\u4e2a\u662f\u667a\u80fd\u4efb\u52a1\u89c4\u5212\u3002<\/p>\n<p>\u5c31\u662f\u4e13\u4e1a Agent \u5f00\u59cb\u5e72\u6d3b\u4e4b\u524d&#xff0c;Planner \u5148\u628a\u539f\u59cb\u8bf7\u6c42\u62c6\u6210 3-7 \u4e2a\u5177\u4f53\u6b65\u9aa4&#xff0c;\u7528 &lt;task_assignment&gt; 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\u500d\u3002<\/p>\n<p>\u4f60\u770b&#xff0c;\u8fd9\u5c31\u662f\u73b0\u5b9e\u3002\u5929\u4e0b\u6ca1\u6709\u514d\u8d39\u7684\u5348\u9910\u3002\u4f60\u60f3\u8ba9\u7b28\u4e00\u70b9\u7684\u6a21\u578b\u4e5f\u80fd\u5e72\u6d3b&#xff0c;\u5c31\u5f97\u82b1\u66f4\u591a\u7684\u65f6\u95f4\u548c\u7b97\u529b\u53bb\u76ef\u7740\u5b83\u3002<\/p>\n<p>\u8ddf\u5e26\u65b0\u4eba\u4e00\u4e2a\u9053\u7406\u3002\u65b0\u4eba\u4e0a\u624b\u6162&#xff0c;\u4f46\u4f60\u6559\u597d\u4e86&#xff0c;\u540e\u9762\u80fd\u5e2e\u4f60\u5206\u62c5\u4e0d\u5c11\u3002<\/p>\n<h3>5. \u5b89\u5168\u8fb9\u754c&#xff1a;\u8fd9\u4e2a&#034;\u6c99\u7bb1&#034;\u5230\u5e95\u6709\u591a\u5b89\u5168<\/h3>\n<h4>5.1 \u4e24\u79cd Docker \u8bbf\u95ee\u65b9\u5f0f<\/h4>\n<p>\u6e17\u900f\u6d4b\u8bd5\u561b&#xff0c;\u5f88\u591a\u65f6\u5019\u9700\u8981\u5728 Sandbox \u91cc\u9762\u8dd1 docker \u547d\u4ee4\u3002PentAGI \u7ed9\u4e86\u4e24\u79cd\u65b9\u6848\u3002<\/p>\n<p>**\u63a8\u8350\u65b9\u6848&#xff1a;**Sandbox \u901a\u8fc7 TLS 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