{"id":27823,"date":"2025-03-06T17:43:08","date_gmt":"2025-03-06T09:43:08","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27823"},"modified":"2025-03-06T17:43:08","modified_gmt":"2025-03-06T09:43:08","slug":"tongyongrenwuzhinengbai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/tongyongrenwuzhinengbai\/","title":{"rendered":"\u901a\u7528\u4efb\u52a1\u667a\u80fd\u4f53\uff0c\u4f8b\u5982 Manus\uff0c\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff1f"},"content":{"rendered":"<p>\u901a\u7528\u4efb\u52a1\u667a\u80fd\u4f53\uff0c\u5982 Manus\uff0c\u65e8\u5728\u6a21\u62df\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u7406\u89e3\u7528\u6237\u610f\u56fe\uff0c\u62c6\u89e3\u590d\u6742\u4efb\u52a1\u5e76\u534f\u540c\u5de5\u4f5c\uff0c\u6700\u7ec8\u8fbe\u6210\u76ee\u6807\u3002Manus \u7684\u6838\u5fc3\u5728\u4e8e\u5176\u57fa\u4e8e Multi-Agent \u7684\u67b6\u6784\uff0c\u5141\u8bb8\u591a\u4e2a\u667a\u80fd Agent \u5206\u5de5\u5408\u4f5c\uff0c\u5171\u540c\u5b8c\u6210\u7528\u6237\u63d0\u51fa\u7684\u901a\u7528\u4efb\u52a1\u3002\u5176\u5de5\u4f5c\u6d41\u7a0b\u53ef\u4ee5\u6982\u62ec\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u6b65\u9aa4\uff1a<\/p>\n<h2>\u610f\u56fe\u8bc6\u522b\uff1a\u7406\u89e3\u7528\u6237\u9700\u6c42\u7684\u7b2c\u4e00\u6b65<\/h2>\n<p>\u667a\u80fd\u4efb\u52a1\u6267\u884c\u7684\u8d77\u70b9\uff0c\u5728\u4e8e\u51c6\u786e\u7406\u89e3\u7528\u6237\u7684\u9700\u6c42\u3002Manus \u7684\u610f\u56fe\u8bc6\u522b\u6a21\u5757\u9996\u5148\u4f1a\u83b7\u53d6\u7528\u6237\u7684\u8f93\u5165\u5185\u5bb9\uff0c\u4f8b\u5982\u4e00\u6bb5\u6587\u672c\u6307\u4ee4\u3002\u968f\u540e\uff0c\u7cfb\u7edf\u4f1a\u5bf9\u8f93\u5165\u8fdb\u884c\u5fc5\u8981\u7684\u610f\u56fe\u8bc6\u522b\u548c\u5173\u952e\u8bcd\u63d0\u53d6\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5982\u679c\u7528\u6237\u8f93\u5165\u201c\u60f3\u53bb\u65e5\u672c\u65c5\u6e38\uff0c\u9700\u8981\u4e00\u4e2a\u65c5\u884c\u8ba1\u5212\u201d\uff0cManus \u4f1a\u89e3\u6790\u51fa \u201cjapan-trip\u201d \u8fd9\u6837\u7684\u5173\u952e\u8bcd\uff0c\u5e76\u5c06\u4efb\u52a1\u7c7b\u578b\u8bc6\u522b\u4e3a \u201ctravel\u201d\u3002<\/p>\n<p>\u5f53\u7528\u6237\u8f93\u5165\u7684\u9700\u6c42\u8f83\u4e3a\u7b3c\u7edf\uff0c\u7cfb\u7edf\u96be\u4ee5\u7cbe\u51c6\u8bc6\u522b\u5176\u610f\u56fe\u65f6\uff0cManus \u4f1a\u91c7\u53d6\u5f15\u5bfc\u7b56\u7565\uff0c\u4e3b\u52a8\u4e0e\u7528\u6237\u8fdb\u884c\u591a\u8f6e\u5bf9\u8bdd\uff0c\u9010\u6b65\u660e\u786e\u9700\u6c42\u7ec6\u8282\u3002\u6b64\u5916\uff0c\u7cfb\u7edf\u8fd8\u652f\u6301\u7528\u6237\u4e0a\u4f20\u6587\u6863\u3001\u56fe\u7247\u7b49\u591a\u5143\u5316\u4fe1\u606f\uff0c\u4f5c\u4e3a\u610f\u56fe\u8bc6\u522b\u7684\u8f85\u52a9\u6750\u6599\uff0c\u4ee5\u66f4\u5168\u9762\u5730\u7406\u89e3\u7528\u6237\u610f\u56fe\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4efb\u52a1\u521d\u59cb\u5316\uff1a\u6784\u5efa\u9694\u79bb\u7684\u6267\u884c\u73af\u5883<\/h2>\n<p>\u5728\u51c6\u786e\u628a\u63e1\u7528\u6237\u610f\u56fe\u4e4b\u540e\uff0cManus \u5c06\u8fdb\u5165\u4efb\u52a1\u521d\u59cb\u5316\u9636\u6bb5\u3002\u7cfb\u7edf\u4f1a\u5229\u7528\u8bc6\u522b\u51fa\u7684\u4efb\u52a1\u5173\u952e\u8bcd\uff0c\u4f8b\u5982 \u201cjapan-trip\u201d\uff0c\u81ea\u52a8\u521b\u5efa\u4e00\u4e2a\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u72ec\u7acb\u6587\u4ef6\u5939\uff0c\u7528\u4e8e\u5b58\u653e\u4efb\u52a1\u6267\u884c\u8fc7\u7a0b\u4e2d\u7684\u6240\u6709\u4e2d\u95f4\u4ea7\u7269\u548c\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n<p>\u66f4\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cManus \u8fd8\u4f1a\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u542f\u52a8\u72ec\u7acb\u7684 Docker \u5bb9\u5668\u3002Docker \u5bb9\u5668\u6280\u672f\u786e\u4fdd\u4e86\u73af\u5883\u9694\u79bb\uff0c\u8fd9\u610f\u5473\u7740\u6bcf\u4e2a\u4efb\u52a1\u90fd\u5728\u4e00\u4e2a\u5e72\u51c0\u4e14\u9694\u79bb\u7684\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u4fdd\u969c\u4e86\u4efb\u52a1\u6267\u884c\u7684\u72ec\u7acb\u6027\uff0c\u5e76\u6709\u6548\u907f\u514d\u4e86\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\u7684\u76f8\u4e92\u5e72\u6270\u3002\u4efb\u52a1\u6267\u884c\u5b8c\u6bd5\u540e\uff0c\u7cfb\u7edf\u8fd8\u4f1a\u81ea\u52a8\u6e05\u7406 Docker \u5bb9\u5668\uff0c\u4fdd\u6301\u7cfb\u7edf\u7684\u6574\u6d01\u548c\u6548\u7387\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6b65\u9aa4\u89c4\u5212\uff1a\u63a8\u7406\u6a21\u578b\u62c6\u89e3\u590d\u6742\u4efb\u52a1<\/h2>\n<p>\u4efb\u52a1\u521d\u59cb\u5316\u7684\u4e0b\u4e00\u6b65\u662f\u6b65\u9aa4\u89c4\u5212\uff0c\u8fd9\u662f <a href=\"https:\/\/www.kdjingpai.com\/de\/manus\/\">Manus<\/a> \u5b9e\u73b0\u590d\u6742\u4efb\u52a1\u81ea\u52a8\u5316\u7684\u5173\u952e\u73af\u8282\u3002Manus\u00a0\u501f\u52a9\u5f3a\u5927\u7684\u63a8\u7406\u6a21\u578b\uff0c\u5bf9\u4efb\u52a1\u8fdb\u884c\u7ec6\u81f4\u7684\u6b65\u9aa4\u62c6\u5206\u3002\u63a8\u7406\u6a21\u578b\u4f1a\u7efc\u5408\u610f\u56fe\u8bc6\u522b\u7684\u7ed3\u679c\u4ee5\u53ca\u4efb\u52a1\u76f8\u5173\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u667a\u80fd\u5730\u5c06\u4e00\u4e2a\u5927\u7684\u76ee\u6807\u4efb\u52a1\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u53ef\u6267\u884c\u7684\u5b50\u4efb\u52a1\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u9488\u5bf9 \u201c\u65e5\u672c\u65c5\u884c\u8ba1\u5212\u201d \u8fd9\u4e00\u9700\u6c42\uff0c\u63a8\u7406\u6a21\u578b\u53ef\u80fd\u4f1a\u5c06\u5176\u62c6\u89e3\u4e3a \u201c\u641c\u7d22\u65e5\u672c\u65c5\u6e38\u653b\u7565\u201d\u3001\u201c\u67e5\u8be2\u673a\u7968\u9152\u5e97\u4fe1\u606f\u201d\u3001\u201c\u5236\u5b9a\u8be6\u7ec6\u884c\u7a0b\u5b89\u6392\u201d \u7b49\u591a\u4e2a\u6b65\u9aa4\u3002\u62c6\u5206\u540e\u7684\u6b65\u9aa4\u4fe1\u606f\u4f1a\u88ab\u5199\u5165\u4efb\u52a1\u6587\u4ef6\u5939\u4e0b\u7684\u00a0<code>[todo.md](https:\/\/t.co\/tYosIUPa9o)<\/code>\u00a0\u6587\u4ef6\u4e2d\uff0c\u5f62\u6210\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u4efb\u52a1\u6e05\u5355\uff0c\u5f15\u5bfc\u540e\u7eed\u7684\u4efb\u52a1\u6267\u884c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4efb\u52a1\u6267\u884c\uff1a\u591a Agent \u534f\u540c\u9ad8\u6548\u8fd0\u4f5c<\/h2>\n<p>\u4efb\u52a1\u6267\u884c\u9636\u6bb5\u662f Manus \u7684\u6838\u5fc3\u8fd0\u4f5c\u73af\u8282\u3002\u7cfb\u7edf\u4f1a\u904d\u5386\u4efb\u52a1\u6587\u4ef6\u5939\u4e2d\u7684\u00a0<code>[todo.md](https:\/\/t.co\/tYosIUPa9o)<\/code>\u00a0\u6587\u4ef6\uff0c\u6587\u4ef6\u4e2d\u7684\u4efb\u52a1\u6e05\u5355\u4ee5 Markdown \u683c\u5f0f\u5448\u73b0\uff0c<code>[ ]<\/code>\u00a0\u8868\u793a\u5f85\u6267\u884c\u7684\u4efb\u52a1\uff0c<code>[x]<\/code>\u00a0\u5219\u4ee3\u8868\u5df2\u5b8c\u6210\u7684\u4efb\u52a1\u3002<\/p>\n<p>Manus \u7684\u4efb\u52a1\u8c03\u5ea6\u4e2d\u5fc3\uff0c\u6216\u8005\u53ef\u4ee5\u79f0\u4e4b\u4e3a\u4e3b\u7ebf\u7a0b\uff0c\u4f1a\u9010\u4e00\u8bfb\u53d6\u5f85\u6267\u884c\u7684\u4efb\u52a1\uff0c\u5e76\u7ed3\u5408\u4efb\u52a1\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u53d1\u8d77\u6240\u8c13\u7684 \u201cfunction call\u201d\u3002 \u8fd9\u91cc\u7684 \u201cfunction call\u201d\uff0c\u5b9e\u9645\u4e0a\u662f\u6307\u7cfb\u7edf\u6839\u636e\u4efb\u52a1\u9700\u6c42\uff0c\u8c03\u7528\u9884\u8bbe\u7684\u529f\u80fd\u6a21\u5757\uff0c\u5373\u5404\u7c7b agent\u3002Manus \u7cfb\u7edf\u5185\u7f6e\u4e86\u591a\u79cd agent\uff0c\u4f8b\u5982\u00a0search agent (\u641c\u7d22 Agent)\u3001code agent (\u4ee3\u7801 Agent)\u3001data-analysis agent (\u6570\u636e\u5206\u6790 Agent)\u00a0\u7b49\uff0c\u6bcf\u4e2a agent \u90fd\u4e13\u6ce8\u4e8e\u5b8c\u6210\u7279\u5b9a\u7684\u4efb\u52a1\u7c7b\u578b\u3002<\/p>\n<p>\u6839\u636e \u201cfunction call\u201d \u7684\u7ed3\u679c\uff0cManus \u4f1a\u8c03\u5ea6\u76f8\u5e94\u7684 agent \u6267\u884c\u4efb\u52a1\u3002Agent \u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u4efb\u4f55\u5185\u5bb9\u4ea7\u7269\uff0c\u4f8b\u5982\u641c\u7d22\u7ed3\u679c\u3001\u4ee3\u7801\u6587\u4ef6\u3001\u5206\u6790\u62a5\u544a\u7b49\uff0c\u90fd\u4f1a\u88ab\u5199\u5165\u5230 Docker \u5bb9\u5668\u7684\u4efb\u52a1\u6587\u4ef6\u5939\u4e2d\uff0c\u5b9e\u73b0\u6570\u636e\u7684\u7edf\u4e00\u7ba1\u7406\u548c\u5b58\u50a8\u3002\u4efb\u52a1\u6267\u884c\u5b8c\u6bd5\u540e\uff0c\u4e3b\u7ebf\u7a0b\u4f1a\u66f4\u65b0\u00a0<code>[todo.md](https:\/\/t.co\/tYosIUPa9o)<\/code>\u00a0\u6587\u4ef6\uff0c\u6807\u8bb0\u5df2\u5b8c\u6210\u7684\u4efb\u52a1\uff0c\u5e76\u7ee7\u7eed\u6267\u884c\u6e05\u5355\u4e2d\u7684\u4e0b\u4e00\u4e2a\u4efb\u52a1\uff0c\u76f4\u81f3\u6240\u6709\u6b65\u9aa4\u5b8c\u6210\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5f52\u7eb3\u6574\u7406\uff1a\u8f93\u51fa\u6210\u679c\u5e76\u6536\u96c6\u7528\u6237\u53cd\u9988<\/h2>\n<p>\u5f53\u00a0<code>[todo.md](https:\/\/t.co\/tYosIUPa9o)<\/code>\u00a0\u6587\u4ef6\u4e2d\u7684\u6240\u6709\u4efb\u52a1\u90fd\u6807\u8bb0\u4e3a\u5b8c\u6210\u540e\uff0cManus \u8fdb\u5165\u6700\u540e\u7684\u5f52\u7eb3\u6574\u7406\u9636\u6bb5\u3002\u4e3b\u7ebf\u7a0b\u4f1a\u6839\u636e\u7528\u6237\u7684\u521d\u59cb\u9700\u6c42\uff0c\u5bf9\u4efb\u52a1\u6267\u884c\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u6240\u6709\u5185\u5bb9\u4ea7\u7269\u8fdb\u884c\u6574\u5408\u548c\u7cfb\u7edf\u5316\u5904\u7406\uff0c\u5f62\u6210\u6700\u7ec8\u7684\u7ed3\u6784\u5316\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n<p>\u6700\u7ec8\u7684\u4efb\u52a1\u6210\u679c\u4f1a\u4ee5\u6587\u6863\u3001\u4ee3\u7801\u3001\u56fe\u7247\u3001\u94fe\u63a5\u7b49\u591a\u79cd\u5f62\u5f0f\u5448\u73b0\uff0c\u5e76\u63d0\u4f9b\u7ed9\u7528\u6237\u6d4f\u89c8\u6216\u4e0b\u8f7d\u3002\u4e3a\u4e86\u6301\u7eed\u4f18\u5316\u7cfb\u7edf\u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\uff0cManus \u8fd8\u4f1a\u6536\u96c6\u7528\u6237\u5bf9\u4efb\u52a1\u5b8c\u6210\u8d28\u91cf\u548c\u6700\u7ec8\u7ed3\u679c\u7684\u6ee1\u610f\u5ea6\uff0c\u4e3a\u540e\u7eed\u7684\u8fed\u4ee3\u5347\u7ea7\u63d0\u4f9b\u5b9d\u8d35\u53c2\u8003\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>Search Agent \u5de5\u4f5c\u6d41\u7a0b\u8be6\u89e3\uff1a\u6a21\u62df\u4eba\u7c7b\u6d4f\u89c8\u884c\u4e3a<\/h2>\n<p>\u6574\u4e2a Manus \u65b9\u6848\u7684\u6838\u5fc3\u5728\u4e8e\u6267\u884c\u4efb\u52a1\u7684 agent \u8bbe\u8ba1\u4ee5\u53ca\u4e3b\u7ebf\u7a0b\u7684\u8c03\u5ea6\u6d41\u7a0b\u3002\u4ee5 search agent \u4e3a\u4f8b\uff0c\u6df1\u5165\u4e86\u89e3\u5176\u5728\u5904\u7406 \u201c\u65e5\u672c\u65c5\u884c\u8ba1\u5212\u201d \u8fd9\u7c7b\u4efb\u52a1\u65f6\u7684\u5177\u4f53\u6267\u884c\u6b65\u9aa4\uff0c\u80fd\u591f\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u7406\u89e3 Manus \u7684\u5de5\u4f5c\u539f\u7406\u3002<\/p>\n<ol>\n<li>\u5173\u952e\u8bcd\u63d0\u53d6\u4e0e\u641c\u7d22: Search agent \u9996\u5148\u83b7\u53d6 \u201cjapan-trip\u201d \u7b49\u5173\u952e\u8bcd\u4fe1\u606f\uff0c\u5e76\u8c03\u7528\u8c37\u6b4c\u7b49\u7b2c\u4e09\u65b9 API\u00a0\u53d1\u8d77\u641c\u7d22\u8bf7\u6c42\uff0c\u83b7\u53d6\u00a010-20 \u6761\u00a0\u76f8\u5173\u7684\u641c\u7d22\u7ed3\u679c\u3002<\/li>\n<li>\u6a21\u62df\u7f51\u9875\u6d4f\u89c8: \u968f\u540e\uff0csearch agent \u4f1a\u6a21\u62df\u7528\u6237\u6d4f\u89c8\u7f51\u9875\u7684\u884c\u4e3a\u3002\u5b83\u4f1a\u201c\u70b9\u5f00\u201d \u641c\u7d22\u7ed3\u679c\u4e2d\u7684\u7b2c\u4e00\u4e2a\u7f51\u9875\u94fe\u63a5\uff0c\u5229\u7528\u65e0\u5934\u6d4f\u89c8\u5668\u6280\u672f\u6d4f\u89c8\u7f51\u9875\u5185\u5bb9\uff0c\u6293\u53d6\u7f51\u9875\u7684\u6587\u672c\u4fe1\u606f\uff0c\u5e76\u901a\u8fc7\u6d4f\u89c8\u5668\u622a\u56fe\u83b7\u53d6\u7f51\u9875\u7684\u89c6\u89c9\u4fe1\u606f\u3002<em>\uff08\u6ce8\uff1a\u65e0\u5934\u6d4f\u89c8\u5668\u662f\u4e00\u79cd\u5728\u6ca1\u6709\u56fe\u5f62\u7528\u6237\u754c\u9762\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c\u7684\u6d4f\u89c8\u5668\uff0c\u5e38\u7528\u4e8e\u81ea\u52a8\u5316\u7f51\u9875\u64cd\u4f5c\u548c\u6570\u636e\u6293\u53d6\u3002\uff09<\/em><\/li>\n<li>\u591a\u6a21\u6001\u4fe1\u606f\u63d0\u53d6: \u63a5\u4e0b\u6765\uff0csearch agent \u4f1a\u8c03\u7528\u652f\u6301\u591a\u6a21\u6001\u8f93\u5165\u7684\u6a21\u578b\uff0c*\uff08\u6ce8\uff1a\u591a\u6a21\u6001\u6a21\u578b\u80fd\u591f\u540c\u65f6\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u7b49\u591a\u79cd\u7c7b\u578b\u7684\u6570\u636e\u3002\uff09<em>\u5c06\u5f53\u524d\u7684\u4efb\u52a1\u8981\u6c42\u548c\u7f51\u9875\u4fe1\u606f\u4f5c\u4e3a\u8f93\u5165\uff0c\u4ece\u5f53\u524d\u6d4f\u89c8\u7684\u7f51\u9875\u4e2d\u63d0\u53d6\u6709\u6548\u4fe1\u606f\uff0c\u4f8b\u5982\uff0c\u5224\u65ad\u7f51\u9875\u5185\u5bb9\u662f\u5426\u5305\u542b\u7b26\u5408\u65c5\u884c\u8ba1\u5212\u8981\u6c42\u7684\u7ed3\u679c\u3002\u5982\u679c\u5f53\u524d\u7f51\u9875\u4fe1\u606f\u4e0d\u8db3\uff0cagent \u8fd8\u4f1a<\/em><em>\u5206\u6790\u7f51\u9875\u7ed3\u6784<\/em>*\uff0c\u5bfb\u627e\u5e76\u8fd4\u56de\u4e0b\u4e00\u4e2a\u53ef\u80fd\u5305\u542b\u6709\u7528\u4fe1\u606f\u7684 button \u5143\u7d20\u3002<\/li>\n<li>\u8fed\u4ee3\u4fe1\u606f\u6536\u96c6: Search agent \u4f1a\u6a21\u62df\u7528\u6237\u7684\u70b9\u51fb\u548c\u7f51\u9875\u6eda\u52a8\u64cd\u4f5c\uff0c\u83b7\u53d6\u66f4\u591a\u7684\u7f51\u9875\u5185\u5bb9\u548c\u89c6\u89c9\u4fe1\u606f\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u91cd\u590d\u591a\u6b21\uff0c\u76f4\u5230\u6536\u96c6\u5230\u7684\u4fe1\u606f\u80fd\u591f\u6ee1\u8db3\u4efb\u52a1\u9700\u6c42\u4e3a\u6b62\u3002<\/li>\n<li>\u5185\u5bb9\u4fdd\u5b58: \u6700\u540e\uff0csearch agent \u4f1a\u5c06\u6536\u96c6\u5230\u7684\u6240\u6709\u4fe1\u606f\u90fd\u4fdd\u5b58\u5230\u4efb\u52a1\u6587\u4ef6\u5939\u4e2d\uff0c\u4e3a\u540e\u7eed\u7684\u6b65\u9aa4\u63d0\u4f9b\u6570\u636e\u652f\u6301\u3002<\/li>\n<\/ol>\n<p>Search agent \u7684\u6838\u5fc3\u5728\u4e8e\u6a21\u62df\u7528\u6237\u6d4f\u89c8\u7f51\u9875\u7684\u771f\u5b9e\u884c\u4e3a\uff0c\u8fd9\u4f7f\u5176\u80fd\u591f\u50cf\u4eba\u7c7b\u4e00\u6837\u4ece\u4e92\u8054\u7f51\u6d77\u91cf\u4fe1\u606f\u4e2d\u7cbe\u51c6\u5b9a\u4f4d\u5e76\u63d0\u53d6\u6240\u9700\u4fe1\u606f\u3002\u65e0\u5934\u6d4f\u89c8\u5668\u548c\u591a\u6a21\u6001\u6a21\u578b\u7684\u5e94\u7528\uff0c\u662f\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u5173\u952e\u6280\u672f\u652f\u6491\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>Code Agent \u4e0e Data-Analysis Agent\uff1a\u7b80\u5316\u4ee3\u7801\u4efb\u52a1\u4e0e\u6570\u636e\u5206\u6790<\/h2>\n<p>\u76f8\u8f83\u4e8e search agent\uff0ccode agent \u548c data-analysis agent \u7684\u5de5\u4f5c\u6d41\u7a0b\u76f8\u5bf9\u7b80\u6d01\uff0c\u4f46\u540c\u6837\u9ad8\u6548\u5b9e\u7528\u3002<\/p>\n<p>Code agent\u00a0\u4e3b\u8981\u8d1f\u8d23\u4ee3\u7801\u751f\u6210\u548c\u6267\u884c\u3002\u5f53\u63a5\u6536\u5230\u4ee3\u7801\u7f16\u5199\u4efb\u52a1\u65f6\uff0ccode agent \u4f1a\u6839\u636e\u4efb\u52a1\u9700\u6c42\uff0c\u521b\u5efa\u672c\u5730\u4ee3\u7801\u6587\u4ef6\uff0c\u4f8b\u5982 Python \u4ee3\u7801\u6216 HTML \u4ee3\u7801\uff0c\u5e76\u5c06\u751f\u6210\u7684\u4ee3\u7801\u5199\u5165\u6587\u4ef6\u3002\u5bf9\u4e8e\u6570\u636e\u5206\u6790\u4efb\u52a1\uff0ccode agent \u53ef\u80fd\u4f1a\u751f\u6210 Python \u4ee3\u7801\uff1b\u800c\u5bf9\u4e8e\u7ed3\u679c\u5c55\u793a\uff0c\u5219\u53ef\u80fd\u751f\u6210 HTML \u4ee3\u7801\u4ee5\u5b9e\u73b0\u89c6\u89c9\u5448\u73b0\u3002\u968f\u540e\uff0ccode agent \u4f1a\u901a\u8fc7\u7cfb\u7edf\u8c03\u7528\u6267\u884c\u4ee3\u7801\uff0c\u5e76\u5c06\u6267\u884c\u7ed3\u679c\u4fdd\u5b58\u5230\u4efb\u52a1\u6587\u4ef6\u5939\u4e2d\u3002\u4e3a\u4e86\u65b9\u4fbf\u7528\u6237\u67e5\u770b\u4ee3\u7801\u6267\u884c\u6548\u679c\uff0cManus \u8fd8\u63d0\u4f9b\u4e86\u00a0code-preview \u670d\u52a1\uff0c\u652f\u6301\u9884\u89c8 HTML \u6587\u4ef6\u7684\u5185\u5bb9\u3002<\/p>\n<p>Data-analysis agent\u00a0\u5219\u4e13\u6ce8\u4e8e\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u4efb\u52a1\u3002\u5176\u5de5\u4f5c\u6d41\u7a0b\u4e0e code agent \u7c7b\u4f3c\uff0c\u4e3b\u8981\u533a\u522b\u5728\u4e8e data-analysis agent \u66f4\u4e3a\u4fa7\u91cd\u6570\u636e\u5206\u6790\u903b\u8f91\u7684\u5b9e\u73b0\u548c\u6570\u636e\u6d1e\u5bdf\u7684\u6316\u6398\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u672a\u6765\u5c55\u671b\uff1a\u6301\u7eed\u8fdb\u5316\u7684 Multi-Agent \u667a\u80fd\u4f53<\/h2>\n<p>\u5c3d\u7ba1 Manus \u5728\u901a\u7528\u4efb\u52a1\u667a\u80fd\u4f53\u9886\u57df\u5df2\u7ecf\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u4f46\u8fd9\u7c7b multi-agent \u4ea7\u54c1\u4ecd\u6709\u5e7f\u9614\u7684\u6539\u8fdb\u7a7a\u95f4\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5728\u4efb\u52a1\u4f9d\u8d56\u7ba1\u7406\u65b9\u9762\uff0c\u76ee\u524d\u00a0<code>[todo.md](https:\/\/t.co\/tYosIUPa9o)<\/code>\u00a0\u4e2d\u7684\u4efb\u52a1\u66f4\u591a\u5448\u73b0\u7ebf\u6027\u4f9d\u8d56\u5173\u7cfb\u3002\u672a\u6765\uff0c\u53ef\u4ee5\u5f15\u5165 DAG (\u6709\u5411\u65e0\u73af\u56fe)\u00a0<em>\uff08\u6ce8\uff1aDAG\uff0cDirected Acyclic Graph\uff0c\u6709\u5411\u65e0\u73af\u56fe\uff0c\u4e00\u79cd\u7528\u4e8e\u8868\u793a\u4efb\u52a1\u4f9d\u8d56\u5173\u7cfb\u548c\u6267\u884c\u987a\u5e8f\u7684\u56fe\u5f62\u5316\u6a21\u578b\uff0c\u80fd\u591f\u8868\u8fbe\u66f4\u590d\u6742\u7684\u4efb\u52a1\u6d41\u7a0b\u3002\uff09<\/em>\u00a0\u6765\u5b9e\u73b0\u66f4\u590d\u6742\u3001\u66f4\u7075\u6d3b\u7684\u4efb\u52a1\u4f9d\u8d56\uff0c\u4ece\u800c\u5e94\u5bf9\u66f4\u590d\u6742\u7684\u771f\u5b9e\u573a\u666f\u9700\u6c42\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u5728\u4efb\u52a1\u6267\u884c\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u65b9\u9762\uff0c\u53ef\u4ee5\u5f15\u5165\u81ea\u52a8\u5316\u6d4b\u8bd5 agent\u3002\u81ea\u52a8\u5316\u6d4b\u8bd5 agent \u80fd\u591f\u5bf9\u4efb\u52a1\u7ed3\u679c\u8fdb\u884c\u81ea\u52a8\u8bc4\u4f30\u548c\u5224\u65ad\uff0c\u5982\u679c\u5bf9\u67d0\u4e2a\u6b65\u9aa4\u7684\u8bc4\u5206\u8fc7\u4f4e\uff0c\u7cfb\u7edf\u53ef\u4ee5\u56de\u6eaf\u5230\u4e4b\u524d\u7684\u67d0\u4e2a\u4efb\u52a1\u8282\u70b9\uff0c\u91cd\u65b0\u6267\u884c\u76f8\u5173\u6b65\u9aa4\uff0c\u5b9e\u73b0\u4efb\u52a1\u7684\u81ea\u52a8\u77eb\u6b63\u548c\u4f18\u5316\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4eba\u673a\u534f\u4f5c\u6a21\u5f0f\u7684\u878d\u5408\u4e5f\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u53d1\u5c55\u65b9\u5411\u3002Manus \u53ef\u4ee5\u5141\u8bb8\u5168\u81ea\u52a8\u548c\u7528\u6237\u4ecb\u5165\u7684\u6df7\u5408\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u5728\u67d0\u4e2a\u6b65\u9aa4\u6267\u884c\u5b8c\u6210\u540e\uff0c\u7cfb\u7edf\u53ef\u4ee5\u5148\u5f81\u6c42\u7528\u6237\u53cd\u9988\uff0c\u5982\u679c\u7528\u6237\u5728\u4e00\u5b9a\u65f6\u95f4\u5185\u6ca1\u6709\u53cd\u9988\uff0c\u5219\u81ea\u52a8\u7ee7\u7eed\u8fd0\u884c\uff0c\u4ece\u800c\u5728\u81ea\u52a8\u5316\u548c\u7075\u6d3b\u6027\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u603b\u7ed3\u4e0e\u6311\u6218<\/h2>\n<p>\u6574\u4f53\u800c\u8a00\uff0cManus \u5728\u5de5\u7a0b\u5b9e\u73b0\u5c42\u9762\u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u5c55\uff0c\u5176\u6574\u4f53\u4ea4\u4e92\u4f53\u9a8c\u76f8\u8f83\u4e8e\u5176\u4ed6\u540c\u7c7b\u4ea7\u54c1\u66f4\u5177\u4f18\u52bf\u3002\u7136\u800c\uff0c\u4ece\u6280\u672f\u5c42\u9762\u6765\u770b\uff0cManus \u4ecd\u7136\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5e95\u5c42\u6a21\u578b\u7684\u80fd\u529b\u3002\u63a8\u6d4b Manus \u53ef\u80fd\u91c7\u7528\u8f7b\u91cf\u7ea7\u6a21\u578b\u8fdb\u884c\u610f\u56fe\u8bc6\u522b\uff0c\u800c\u4efb\u52a1\u89c4\u5212\u4e0e\u63a8\u7406\u73af\u8282\uff0c\u5219\u53ef\u80fd\u4f9d\u8d56\u4e8e <a href=\"https:\/\/www.kdjingpai.com\/de\/deepseek-r1nenglixiang\/\">DeepSeek-R1<\/a>\u00a0\u8fd9\u6837\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u56fe\u7247\u8bc6\u522b\u548c\u4ee3\u7801\u751f\u6210\u65b9\u9762\uff0cClaude-3.7-Sonnet\u00a0\u7b49\u5148\u8fdb\u6a21\u578b\u4e5f\u662f\u00a0Manus \u7684\u6280\u672f\u9009\u62e9\u3002<\/p>\n<p>\u9ad8\u6602\u7684 <a href=\"https:\/\/www.kdjingpai.com\/de\/tokenization\/\">token<\/a> \u6d88\u8017\u9884\u793a\u7740\u6210\u672c\u63a7\u5236\u5c06\u6210\u4e3a Manus \u8fd9\u7c7b\u5e94\u7528\u666e\u53ca\u7684\u5173\u952e\u6311\u6218\u3002\u672a\u6765\uff0c\u5982\u4f55\u6709\u6548\u964d\u4f4e token 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