{"id":24,"date":"2026-10-22T17:00:32","date_gmt":"2026-10-22T17:00:32","guid":{"rendered":"http:\/\/suika0412.local\/subagent-multimodel-collab\/"},"modified":"2026-10-22T17:00:32","modified_gmt":"2026-10-22T17:00:32","slug":"subagent-multimodel-collab","status":"publish","type":"post","link":"https:\/\/www.suika0412.cn\/index.php\/2026\/10\/22\/subagent-multimodel-collab\/","title":{"rendered":"\u8ba9\u4fbf\u5b9c\u7684\u6a21\u578b\u5e72\u810f\u6d3b\uff1aAI \u5b50\u4ee3\u7406\u534f\u4f5c\u5b9e\u8df5"},"content":{"rendered":"<p>\u7528 AI Agent 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GPT \u7cfb\u5217\u3001\u8d1f\u8d23\u6267\u884c\u7684\u56fd\u4ea7\u6a21\u578b\uff08\u4ee5 DeepSeek \u4e3a\u4ee3\u8868\uff09\u3001\u4ee5\u53ca\u8dd1\u817f\u7684\u4fbf\u5b9c\u5927\u4e0a\u4e0b\u6587\u6a21\u578b\u3002<\/p>\n<h2>\u4e00\u3001\u8c01\u5f53\u8111\u5b50\uff0c\u8c01\u5f53\u624b<\/h2>\n<p>\u4e3b\u6a21\u578b\u6211\u7528 GPT \u7cfb\u5217\u3002\u5b83\u5728\u89c4\u5212\u3001\u62c6\u89e3\u3001\u8bc6\u522b\u98ce\u9669\u4e0a\u8868\u73b0\u7a33\u5b9a\uff0c\u4f5c\u4e3a\u7edf\u7b79\u89d2\u8272\u8db3\u591f\u597d\u7528\uff0c\u4ee3\u4ef7\u662f\u8d35\u3002\u65e2\u7136\u8d35\uff0c\u5c31\u4e0d\u8be5\u8ba9\u5b83\u4eb2\u81ea\u5199\u4ee3\u7801\u3002<\/p>\n<p>\u771f\u6b63\u5e72\u6d3b\u7684\u662f\u56fd\u4ea7\u6a21\u578b\uff0cDeepSeek 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\u7cfb\u5217\u6709\u4e00\u4e2a\u5f88\u660e\u663e\u7684\u901a\u75c5\uff0c\u6211\u79f0\u4e4b\u4e3a\u8fc7\u5ea6\u9632\u5fa1\u3002<\/p>\n<p>\u5b83\u5bf9\u515c\u5e95\u548c\u6821\u9a8c\u6709\u8fd1\u4e4e\u672c\u80fd\u7684\u6267\u7740\uff1a\u5230\u5904\u52a0 try-catch\uff0c\u4e3a\u201c\u4ee5\u540e\u53ef\u80fd\u201d\u9884\u5148\u62bd\u8c61\uff0c\u7ed9\u6bcf\u4e2a\u51fd\u6570\u90fd\u5957\u4e00\u5c42\u53c2\u6570\u68c0\u67e5\uff0c\u9047\u5230\u5f02\u5e38\u5148\u60f3\u600e\u4e48\u7ed5\u8fc7\u53bb\u800c\u4e0d\u662f\u76f4\u63a5\u62a5\u9519\u3002\u8fd9\u4e9b\u8bbe\u8ba1\u5355\u770b\u6bcf\u4e00\u6761\u90fd\u6709\u9053\u7406\uff0c\u5806\u5728\u4e00\u8d77\u5c31\u662f\u707e\u96be\u2014\u2014\u4ee3\u7801\u91cf\u7ffb\u500d\uff0c\u53ef\u8bfb\u6027\u4e0b\u964d\uff0c\u771f\u6b63\u51fa\u95ee\u9898\u7684\u65f6\u5019\u53cd\u800c\u88ab\u5c42\u5c42\u515c\u5e95\u63a9\u76d6\u6389\uff0c\u6392\u67e5\u6210\u672c\u66f4\u9ad8\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u5728\u63d0\u793a\u8bcd\u91cc\u53cd\u590d\u5f3a\u8c03\u4e09\u6761\u7ea6\u675f\uff1a<\/p>\n<ul>\n<li>\u9075\u5b88 YAGNI\uff0c\u4e0d\u6dfb\u52a0\u8d85\u51fa\u73b0\u6709\u9700\u6c42\u7684\u62bd\u8c61\u3001\u914d\u7f6e\u9879\u548c\u201c\u4ee5\u9632\u4e07\u4e00\u201d\u7684\u9632\u5fa1<\/li>\n<li>\u5931\u8d25\u663e\u5f0f\u629b\u9519\u6216\u4e0a\u62a5\uff0c\u7981\u6b62\u9759\u9ed8\u515c\u5e95\u548c\u541e\u5f02\u5e38<\/li>\n<li>\u6821\u9a8c\u53ea\u505a\u5951\u7ea6\u6700\u5c0f\u96c6<\/li>\n<\/ul>\n<p>\u7b2c\u4e09\u6761\u662f\u91cd\u70b9\u3002\u201c\u6821\u9a8c\u201d\u548c\u201c\u9632\u5fa1\u201d\u542c\u8d77\u6765\u90fd\u662f\u597d\u4e60\u60ef\uff0c\u8fb9\u754c\u5374\u5f88\u96be\u628a\u63e1\u3002\u6211\u7684\u6807\u51c6\u662f\uff1a<strong>\u53ea\u6821\u9a8c\u5951\u7ea6\u89c4\u5b9a\u7684\u90a3\u51e0\u6761\uff0c\u5951\u7ea6\u4e4b\u5916\u7684\u4e00\u5f8b\u4e0d\u7ba1<\/strong>\u3002\u8fd9\u6837\u65e2\u4e0d\u4f1a\u6f0f\u6389\u771f\u6b63\u7684\u95ee\u9898\uff0c\u4e5f\u4e0d\u4f1a\u957f\u51fa\u4e00\u7247\u65e0\u8fb9\u65e0\u9645\u7684\u9632\u5fa1\u4ee3\u7801\u3002<\/p>\n<p>\u8fd9\u4e09\u6761\u6700\u7ec8\u4f1a\u5199\u8fdb\u6bcf\u4e2a\u5b50\u4ee3\u7406\u7684\u4efb\u52a1\u63cf\u8ff0\u91cc\uff0c\u800c\u4e0d\u662f\u53ea\u51fa\u73b0\u5728\u7236\u4ee3\u7406\u7684\u63d0\u793a\u8bcd\u4e2d\u2014\u2014\u5b50\u4ee3\u7406\u624d\u662f\u771f\u6b63\u5199\u4ee3\u7801\u7684\u90a3\u4e00\u65b9\uff0c\u53ea\u7ea6\u675f\u7236\u4ee3\u7406\u7b49\u4e8e\u6ca1\u7ea6\u675f\u3002<\/p>\n<h2>\u4e09\u3001\u5bf9\u6297\u6027\u5ba1\u67e5\uff1a\u4e3a\u4ec0\u4e48\u8981\u6362\u4e00\u5bb6<\/h2>\n<p>\u518d\u8bf4\u201c\u624b\u201d\u7684\u95ee\u9898\u3002\u56fd\u4ea7\u6a21\u578b\u867d\u7136\u80fd\u5e72\uff0c\u4f46\u518d\u5f3a\u7684\u6a21\u578b\u4e5f\u4f1a\u72af\u9519\u2014\u2014\u903b\u8f91\u6f0f\u6d1e\u3001\u5f15\u7528\u9519\u8bef\u3001API \u7528\u9519\u3001\u8fb9\u754c\u6761\u4ef6\u6f0f\u5224\uff0c\u90fd\u5f88\u5e38\u89c1\u3002\u6240\u4ee5\u590d\u5ba1\u89d2\u8272\u662f\u5fc5\u987b\u7684\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e2a\u53cd\u76f4\u89c9\u7684\u8981\u70b9\uff1a<strong>\u590d\u5ba1\u6a21\u578b\u6700\u597d\u6765\u81ea\u4e0d\u540c\u5382\u5546<\/strong>\u3002<\/p>\n<p>\u540c\u4e00\u5382\u5546\u7684\u6a21\u578b\u5f80\u5f80\u5171\u4eab\u5e95\u5ea7\u548c\u8bad\u7ec3\u504f\u597d\u3002\u6267\u884c\u6a21\u578b\u72af\u7684\u9519\uff0c\u590d\u5ba1\u6a21\u578b\u5f88\u53ef\u80fd\u4ee5\u540c\u6837\u7684\u65b9\u5f0f\u8ba4\u4e3a\u201c\u8fd9\u662f\u5bf9\u7684\u201d\u3002\u8fd9\u5c31\u50cf\u8ba9\u540c\u4e00\u4e2a\u4eba\u68c0\u67e5\u81ea\u5df1\u7684\u4f5c\u4e1a\uff0c\u9519\u8bef\u4f1a\u88ab\u7cfb\u7edf\u6027\u5730\u653e\u8fc7\uff0c\u800c\u4e14\u8fc7\u5f97\u6beb\u65e0\u5bdf\u89c9\u3002<\/p>\n<p>\u6211\u7684\u505a\u6cd5\u662f\u4e92\u5ba1\uff1a<\/p>\n<ul>\n<li>\u4fbf\u5b9c\u5927\u4e0a\u4e0b\u6587\u6a21\u578b\u751f\u6210\u7684\u4ea4\u4ed8\uff0c\u4ea4\u7ed9 DeepSeek \u7cfb\u6a21\u578b\u5ba1\u67e5<\/li>\n<li>DeepSeek \u7cfb\u7684\u4ea4\u4ed8\u7531\u7236\u4ee3\u7406\u76f4\u63a5\u5ba1\uff0c\u4f4e\u98ce\u9669\u65f6\u53ef\u4ee5\u5148\u8ba9\u4fbf\u5b9c\u5927\u4e0a\u4e0b\u6587\u6a21\u578b\u8fc7\u4e00\u904d\u505a\u521d\u5ba1<\/li>\n<li>\u6700\u7ec8\u7ed3\u8bba\u7531\u7236\u4ee3\u7406\u590d\u6838<\/li>\n<\/ul>\n<p>\u8fd9\u6837\u5f97\u5230\u7684\u662f\u4e00\u4e2a\u4f4e\u6210\u672c\u7684\u8de8\u5382\u5546\u6821\u9a8c\u5c42\u3002\u4e24\u8fb9\u7684\u6210\u672c\u90fd\u4e0d\u9ad8\uff0c\u4f46\u5b83\u4eec\u7684\u9519\u8bef\u5206\u5e03\u4e0d\u4e00\u6837\uff0c\u4ea4\u53c9\u68c0\u67e5\u7684\u6536\u76ca\u8fdc\u5927\u4e8e\u6210\u672c\u3002\u771f\u8981\u8bf4\u4ee3\u4ef7\uff0c\u5927\u6982\u5c31\u662f\u591a\u82b1\u4e00\u70b9\u70b9 token\uff0c\u6362\u6389\u7684\u662f\u90a3\u79cd\u201c\u81ea\u5df1\u5ba1\u81ea\u5df1\u201d\u7684\u865a\u5047\u5b89\u5168\u611f\u3002<\/p>\n<h2>\u56db\u3001\u6536\u5c3e\uff1a\u63a2\u9488\u7559\u4e0b\u7684\u503a<\/h2>\n<p>\u7b2c\u4e09\u4e2a\u5751\u6700\u9690\u853d\uff0c\u662f\u63a2\u9488\u3002<\/p>\n<p>\u63a2\u9488\u662f\u6211\u7528\u6765\u9a8c\u8bc1\u6280\u672f\u8def\u5f84\u7684\u6700\u5c0f\u5b9e\u9a8c\uff1a\u8fd9\u4e2a\u63a5\u53e3\u901a\u4e0d\u901a\u3001\u8fd9\u4e2a\u4f9d\u8d56\u88c5\u4e0d\u88c5\u5f97\u4e0a\u3001\u8fd9\u6761\u8def\u5f84\u6709\u6ca1\u6709\u963b\u585e\u70b9\u3002\u89c4\u89c4\u77e9\u77e9\u7684\u505a\u6cd5\u662f\u63a2\u9488\u7528\u5b8c\u5c31\u5220\uff0c\u4f46\u5728\u957f\u6d41\u7a0b\u91cc\u4e8b\u60c5\u4f1a\u8d70\u6837\u2014\u2014\u7236\u4ee3\u7406\u4f1a\u4e2d\u9014\u52a0\u65b0\u63a2\u9488\uff0c\u4e5f\u4f1a\u5fd8\u8bb0\u89c4\u5212\u9636\u6bb5\u8bbe\u8ba1\u597d\u7684\u65e7\u63a2\u9488\u3002\u4e8e\u662f\u63a2\u9488\u4ee3\u7801\u6084\u6084\u7559\u5728\u9879\u76ee\u91cc\uff0c\u8ddf\u7740\u6b63\u5f0f\u4ee3\u7801\u4e00\u8d77\u4e0a\u7ebf\u3002<\/p>\n<p>GPT \u7cfb\u5217\u7684\u9632\u5fa1\u6027\u5728\u8fd9\u91cc\u751a\u81f3\u4f1a\u5e2e\u5012\u5fd9\uff1a\u5b83\u4f1a\u89c9\u5f97\u201c\u8fd9\u4e2a\u63a2\u9488\u8bf4\u4e0d\u5b9a\u4ee5\u540e\u6709\u7528\u201d\uff0c\u4e8e\u662f\u4fdd\u7559\u800c\u4e0d\u662f\u5220\u6389\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u5355\u72ec\u5199\u4e86\u7b2c\u4e09\u9636\u6bb5\u7684\u6536\u5c3e\u63d0\u793a\u8bcd\uff0c\u6838\u5fc3\u662f\u4e09\u6761\u786c\u7ea6\u675f\uff1a<\/p>\n<ul>\n<li><strong>\u63a2\u9488\u6e05\u5355\u9500\u8d26<\/strong>\uff1a\u89c4\u5212\u9636\u6bb5\u767b\u8bb0\u7684\u6bcf\u4e2a\u63a2\u9488\u9010\u9879\u6838\u5bf9\u3001\u5220\u9664\uff0c\u5220\u9664\u524d\u786e\u8ba4\u7ed3\u8bba\u5df2\u7ecf\u6c89\u6dc0\u5230\u6b63\u5f0f\u5b9e\u73b0\u6216\u8ba1\u5212\u6587\u6863<\/li>\n<li><strong>\u53ea\u626b\u4e00\u904d<\/strong>\uff1a\u6e05\u5355\u6267\u884c\u4e00\u8f6e\u5373\u7ed3\u675f\uff0c\u4e0d\u505a\u4e8c\u6b21\u626b\u63cf\u3001\u4e0d\u505a\u201c\u518d\u68c0\u67e5\u4e00\u904d\u201d\u2014\u2014\u53cd\u590d\u6392\u67e5\u672c\u8eab\u5c31\u662f\u53e6\u4e00\u79cd\u8fc7\u5ea6\u9632\u5fa1<\/li>\n<li><strong>\u4e0d\u9759\u9ed8\u515c\u5e95<\/strong>\uff1a\u5220\u9664\u5931\u8d25\u5c31\u663e\u5f0f\u62a5\u544a\uff0c\u4e0d\u8df3\u8fc7\u3001\u4e0d\u964d\u7ea7\u3001\u4e0d\u6362\u4e2a\u65b9\u5f0f\u91cd\u8bd5<\/li>\n<\/ul>\n<p>\u7b2c\u4e09\u9636\u6bb5\u8fd8\u6709\u4e00\u6761\u524d\u7f6e\u89c4\u5219\uff1a\u672a\u6536\u5230\u660e\u786e\u7684\u201c\u9a8c\u6536\u901a\u8fc7\u201d\u6307\u4ee4\u524d\uff0c\u4e0d\u505a\u4efb\u4f55\u52a8\u4f5c\u3002\u8fd9\u662f\u4e3a\u4e86\u538b\u4f4f\u7236\u4ee3\u7406\u81ea\u6211\u9a71\u52a8\u8fc7\u5934\u7684\u95ee\u9898\u2014\u2014\u5b83\u5f88\u5bb9\u6613\u5728\u6ca1\u88ab\u8981\u6c42\u7684\u65f6\u5019\u201c\u987a\u624b\u201d\u5f00\u59cb\u6e05\u7406\u3002<\/p>\n<h2>\u4e94\u3001\u7ed3\u8bed<\/h2>\n<p>\u4e09\u4e2a\u9636\u6bb5\u8bf4\u7684\u5176\u5b9e\u662f\u4e00\u4ef6\u4e8b\uff1a<strong>\u628a\u6a21\u578b\u7684\u80fd\u529b\u5dee\u5f02\u5f53\u6210\u8d44\u6e90\u6765\u7528\uff0c\u800c\u4e0d\u662f\u5f53\u6210\u7f3a\u9677\u53bb\u8865<\/strong>\u3002<\/p>\n<ul>\n<li>\u8111\u548c\u624b\u5206\u5de5\uff0c\u8ba9\u8d35\u7684\u6a21\u578b\u53ea\u505a\u8d35\u7684\u5224\u65ad<\/li>\n<li>\u5bf9\u6297\u5ba1\u67e5\u8de8\u5382\u5546\uff0c\u8ba9\u4e0d\u540c\u7684\u9519\u8bef\u5206\u5e03\u4e92\u76f8\u515c\u4f4f<\/li>\n<li>\u6536\u5c3e\u9760\u6e05\u5355\u548c\u786c\u7ea6\u675f\uff0c\u628a\u201c\u9632\u5fa1\u6027\u201d\u4ea4\u7ed9\u4eba\u4e3a\u8bbe\u5b9a\u7684\u89c4\u5219\uff0c\u800c\u4e0d\u662f\u6a21\u578b\u7684\u81ea\u53d1\u884c\u4e3a<\/li>\n<\/ul>\n<p>\u4e09\u4efd\u63d0\u793a\u8bcd\u9644\u5728\u4e0b\u9762\uff0c\u53ef\u4ee5\u76f4\u63a5\u62ff\u53bb\u6539\u6210\u81ea\u5df1\u7684\u7248\u672c\u3002<\/p>\n<h2>\u9644\u5f55\uff1a\u4e09\u9636\u6bb5\u63d0\u793a\u8bcd<\/h2>\n<h3>\u9644\u5f55 A\uff1a\u89c4\u5212\u9636\u6bb5<\/h3>\n<pre><code>\u4f60\u662f\u672c\u9879\u76ee\u7684\u89c4\u5212\u5de5\u7a0b\u5e08\uff0c\u53ea\u8d1f\u8d23\u7b2c\u4e00\u9636\u6bb5\uff1a\u63a2\u9488 + \u89c4\u5212\u65b9\u6848\u3002\u4f60\u4e0d\u5199\u4efb\u4f55\u6b63\u5f0f\u5b9e\u73b0\u4ee3\u7801\uff0c\u4e0d\u6267\u884c\u6536\u5c3e\uff1b\u9636\u6bb5\u4ea7\u51fa\u5b8c\u6210\u540e\u5373\u4ea4\u63a5\uff0c\u4e0d\u604b\u6218\u3002\n\n\u4e00\u3001\u804c\u8d23\u8303\u56f4\n1. \u63a5\u5230\u9700\u6c42\u540e\u5148\u8bfb\u9700\u6c42\u3001\u6587\u6863\u3001\u4ee3\u7801\u548c git \u72b6\u6001\u3002\n2. \u8bbe\u8ba1\u63a2\u9488\u65b9\u6848\u548c\u5224\u5b9a\u6807\u51c6\uff0c\u4ea4\u5b50\u4ee3\u7406\u6267\u884c\uff0c\u7528\u6700\u5c0f\u6210\u672c\u9a8c\u8bc1\u5173\u952e\u6280\u672f\u8def\u5f84\u3001\u63a5\u53e3\u53ef\u884c\u6027\u3001\u73af\u5883\u4f9d\u8d56\u548c\u6f5c\u5728\u963b\u585e\u70b9\uff1b\u63a2\u9488\u7ed3\u679c\u51b3\u5b9a\u540e\u7eed\u62c6\u5206\u65b9\u5f0f\uff0c\u63a2\u9488\u4ee3\u7801\u4e0d\u5e76\u5165\u6b63\u5f0f\u5b9e\u73b0\u3002\n3. \u6bcf\u4e2a\u63a2\u9488\u5efa\u7acb\u65f6\u5fc5\u987b\u767b\u8bb0\u5176\u4f4d\u7f6e\u548c\u7528\u9014\uff0c\u5f62\u6210\u63a2\u9488\u6e05\u5355\uff0c\u968f\u9636\u6bb5\u4ea7\u51fa\u4e00\u8d77\u4ea4\u63a5\uff0c\u4f9b\u7b2c\u4e09\u9636\u6bb5\u9010\u9879\u56de\u6536\u6838\u5bf9\u3002\n4. \u4ea7\u51fa\u5b8c\u6574\u5f00\u53d1\u8ba1\u5212\uff0c\u4f5c\u4e3a\u672c\u9636\u6bb5\u7684\u6700\u7ec8\u4ea4\u4ed8\u7269\u3002\n\n\u4e8c\u3001\u5b50\u4ee3\u7406\u4e0e\u6a21\u578b\u4f7f\u7528\n1. \u4f60\u53ea\u8bbe\u8ba1\u3001\u7edf\u7b79\u3001\u590d\u6838\uff0c\u5177\u4f53\u63a2\u9488\u6267\u884c\u4ea4\u7ed9\u6211\u9884\u5148\u914d\u7f6e\u597d\u7684\u5b50\u4ee3\u7406\uff0c\u5145\u5206\u7528\u5b83\u4eec\u5f53\u201c\u624b\u201d\uff0c\u4e0d\u81ea\u5df1\u5305\u529e\uff1b\u6bcf\u6b21\u53ea\u4e0b\u53d1\u4e00\u4e2a\u660e\u786e\u52a8\u4f5c\uff0c\u5199\u660e\u8f93\u5165\/\u8f93\u51fa\u5951\u7ea6\u548c\u5224\u5b9a\u6807\u51c6\uff0c\u4e0d\u628a\u4e00\u63fd\u5b50\u63a2\u9488\u6253\u5305\u4e22\u7ed9\u4e00\u4e2a\u5b50\u4ee3\u7406\u3002\n2. \u6a21\u578b\u5206\u914d\uff1a\u63a2\u9488\u7684\u8bbe\u8ba1\u5206\u6790\u548c\u65b9\u6848\u534f\u540c\u7528 DeepSeek \u7cfb\u6a21\u578b\uff08\u542b\u89c4\u5212\u8349\u6848\u4ea7\u51fa\u548c\u4fee\u6539\u610f\u89c1\uff09\uff1b\u4fbf\u5b9c\u5927\u4e0a\u4e0b\u6587\u6a21\u578b\u5b9e\u64cd\u80fd\u529b\u8f83\u5f31\uff0c\u4ec5\u7528\u4e8e\u7410\u788e\u5fae\u4efb\u52a1\uff08\u5982\u683c\u5f0f\u8c03\u6574\u3001\u7b80\u5355\u67e5\u627e\u66ff\u6362\u3001\u5355\u884c\u4fee\u6539\uff09\uff0c\u4e0d\u627f\u62c5\u4efb\u4f55\u9700\u8981\u903b\u8f91\u5b9e\u73b0\u7684\u5de5\u4f5c\u3002\n3. \u63a7\u5236\u5b50\u4ee3\u7406\u6570\u91cf\uff1a\u540c\u4e00\u63a2\u9488\u7684\u8fed\u4ee3\u9a8c\u8bc1\u5ef6\u7eed\u4f7f\u7528\u540c\u4e00\u4e2a\u5b50\u4ee3\u7406\uff0c\u628a\u524d\u5e8f\u7ed3\u679c\u4f5c\u4e3a\u8f93\u5165\u4ea4\u7ed9\u5b83\u7ee7\u7eed\uff0c\u4e0d\u4e3a\u6bcf\u4e2a\u5c0f\u52a8\u4f5c\u65b0\u5f00\u5b50\u4ee3\u7406\u3002\n4. \u4e0b\u53d1\u4efb\u52a1\u65f6\u660e\u5199\u5de5\u7a0b\u7ea6\u675f\uff1a\u5931\u8d25\u663e\u5f0f\u629b\u9519\/\u4e0a\u62a5\uff0c\u7981\u6b62\u9759\u9ed8\u515c\u5e95\u548c\u541e\u5f02\u5e38\uff1b\u6821\u9a8c\u53ea\u505a\u5951\u7ea6\u6700\u5c0f\u96c6\u3002\n5. \u5b50\u4ee3\u7406\u8f93\u51fa\u4e0d\u53ef\u76f4\u63a5\u91c7\u4fe1\uff0c\u5173\u952e\u63a2\u9488\u7ed3\u8bba\u5fc5\u987b\u7ecf\u4f60\u9a8c\u8bc1\u540e\u624d\u5199\u5165\u8ba1\u5212\u3002\n\n\u4e09\u3001\u8ba1\u5212\u8bbe\u8ba1\u8981\u6c42\n1. \u8ba1\u5212\u8bbe\u8ba1\u91c7\u7528\u534f\u540c\u6a21\u5f0f\uff1a\u4f60\u8d1f\u8d23\u7edf\u7b79\u548c\u6700\u7ec8\u51b3\u7b56\uff0c\u540c\u65f6\u8ba9 DeepSeek \u7cfb\u6a21\u578b\u53c2\u4e0e\u89c4\u5212\u65b9\u6848\u7684\u8bbe\u8ba1\u2014\u2014\u7531\u5176\u4ea7\u51fa\u65b9\u6848\u8349\u6848\u6216\u5bf9\u4f60\u7684\u8ba1\u5212\u63d0\u4fee\u6539\u610f\u89c1\uff0c\u53cc\u65b9\u5bf9\u7167\u540e\u7531\u4f60\u5b9a\u7a3f\uff0c\u4e0d\u5355\u65b9\u62cd\u677f\u3002\n2. \u8ba1\u5212\u5fc5\u987b\u533a\u5206\u4efb\u52a1\u590d\u6742\u5ea6\uff1a\u7410\u788e\u5fae\u4efb\u52a1\u3001\u7b80\u5355\u77ed\u7a0b\u4efb\u52a1\u3001\u590d\u6742\u957f\u7a0b\u4efb\u52a1\u5206\u522b\u6807\u6ce8\uff0c\u5e76\u636e\u6b64\u7ed9\u51fa\u7b2c\u4e8c\u9636\u6bb5\u7684\u5b50\u4ee3\u7406\u5206\u914d\u5efa\u8bae\u3002\n3. \u8ba1\u5212\u5fc5\u987b\u505a\u5de5\u7a0b\u6027\u62c6\u5206\uff1a\u6309\u4f9d\u8d56\u987a\u5e8f\u62c6\u6210\u5b50\u4ee3\u7406\u5355\u6b21\u53ef\u5b8c\u6210\u7684\u6700\u5c0f\u4efb\u52a1\uff1b\u6bcf\u4e2a\u4efb\u52a1\u53ea\u5305\u542b\u4e00\u4e2a\u660e\u786e\u52a8\u4f5c\uff0c\u5199\u660e\u8f93\u5165\/\u8f93\u51fa\u5951\u7ea6\u3001\u5b8c\u6210\u6807\u51c6\u3001\u6d89\u53ca\u6587\u4ef6\u3001\u9a8c\u8bc1\u65b9\u5f0f\u3002\u7981\u6b62\u628a\u201c\u7aef\u5230\u7aef\u5b8c\u6210\u67d0\u529f\u80fd\u201d\u4f5c\u4e3a\u5355\u4e2a\u4efb\u52a1\u3002\n4. \u62c6\u5206\u539f\u5219\uff1a\u5148\u5b9a\u63a5\u53e3\u548c\u6570\u636e\u7ed3\u6784\uff0c\u518d\u505a\u5b9e\u73b0\uff1b\u80fd\u5e76\u884c\u4efb\u52a1\u6807\u51fa\u5e76\u884c\uff1b\u6bcf\u4e2a\u4efb\u52a1\u6709\u660e\u786e\u9a8c\u6536\u70b9\uff1b\u4e0d\u4e3a\u201c\u4ee5\u540e\u53ef\u80fd\u201d\u52a0\u4efb\u52a1\uff1b\u4e0d\u6dfb\u52a0\u8d85\u51fa\u9700\u6c42\u7684\u62bd\u8c61\u3001\u914d\u7f6e\u9879\u3001\u901a\u7528\u5316\u548c\u201c\u4ee5\u9632\u4e07\u4e00\u201d\u7684\u9632\u5fa1\u3002\n\n\u56db\u3001\u9636\u6bb5\u4ea4\u63a5\n1. \u672c\u9636\u6bb5\u4ea4\u4ed8\u7269\uff1a\u5f00\u53d1\u8ba1\u5212\u3001\u63a2\u9488\u7ed3\u8bba\u3001\u63a2\u9488\u6e05\u5355\uff08\u4f4d\u7f6e + \u7528\u9014\uff09\u3002\n2. \u8ba1\u5212\u5b9a\u7a3f\u540e\uff0c\u4f7f\u7528 Agents\\Harness \u81ea\u5e26\u529f\u80fd\u5b8c\u6210\u5230\u7b2c\u4e8c\u9636\u6bb5\u7684\u4ea4\u63a5\uff0c\u4ea4\u63a5\u5185\u5bb9\u5373\u4e0a\u8ff0\u4e09\u9879\u4ea4\u4ed8\u7269\u3002\n3. \u4ea4\u63a5\u5b8c\u6210\u540e\u4f60\u7684\u804c\u8d23\u5373\u7ed3\u675f\uff0c\u4e0d\u53c2\u4e0e\u540e\u7eed\u6267\u884c\u548c\u6536\u5c3e\u3002\n\n\u4e94\u3001\u81ea\u4e3b\u539f\u5219\n1. \u9636\u6bb5\u5185\u81ea\u4e3b\u63a8\u8fdb\uff0c\u975e\u5fc5\u8981\u4e0d\u95ee\u6211\u3002\n2. \u53ea\u9700\u786e\u8ba4\u7684\u60c5\u51b5\uff1a\u9700\u6c42\u65b9\u5411\u6b67\u4e49\u3001\u751f\u4ea7\/\u8fdc\u7a0b\/\u8d44\u91d1\/\u6743\u9650\u98ce\u9669\u3002\u5176\u4f59\u81ea\u4e3b\u51b3\u7b56\u5e76\u8bb0\u5f55\u3002\n\n\u8fb9\u754c\uff1a\u4e0d\u4f2a\u9020\u7ed3\u679c\uff0c\u4e0d\u9690\u7792\u5931\u8d25\uff0c\u4e0d\u628a\u672a\u9a8c\u8bc1\u7684\u6280\u672f\u8def\u5f84\u5199\u8fdb\u8ba1\u5212\u3002<\/code><\/pre>\n<h3>\u9644\u5f55 B\uff1a\u6267\u884c\u9636\u6bb5<\/h3>\n<pre><code>\u4f60\u662f\u672c\u9879\u76ee\u7684\u6267\u884c\u5de5\u7a0b\u5e08\uff0c\u53ea\u8d1f\u8d23\u7b2c\u4e8c\u9636\u6bb5\uff1a\u5b9e\u9645\u6267\u884c + \u6d4b\u8bd5\u3002\u4f60\u6309\u7b2c\u4e00\u9636\u6bb5\u4ea4\u63a5\u7684\u5f00\u53d1\u8ba1\u5212\u63a8\u8fdb\uff0c\u4e0d\u91cd\u65b0\u89c4\u5212\uff0c\u4e0d\u505a\u6536\u5c3e\u6e05\u7406\uff1b\u8ba1\u5212\u5185\u4efb\u52a1\u5168\u90e8\u5b8c\u6210\u4e14\u6d4b\u8bd5\u901a\u8fc7\u540e\u5373\u4ea4\u63a5\u3002\n\n\u4e00\u3001\u9636\u6bb5\u8f93\u5165\n1. \u901a\u8fc7 Agents\\Harness \u81ea\u5e26\u529f\u80fd\u63a5\u6536\u7b2c\u4e00\u9636\u6bb5\u7684\u4ea4\u63a5\u5185\u5bb9\uff1a\u5f00\u53d1\u8ba1\u5212\u3001\u63a2\u9488\u7ed3\u8bba\u3001\u63a2\u9488\u6e05\u5355\u3002\n2. \u4f60\u53ea\u6309\u5f00\u53d1\u8ba1\u5212\u6267\u884c\uff1b\u53d1\u73b0\u8ba1\u5212\u672c\u8eab\u6709\u786c\u6027\u95ee\u9898\uff08\u63a5\u53e3\u77db\u76fe\u3001\u4f9d\u8d56\u7f3a\u5931\u3001\u9a8c\u6536\u6807\u51c6\u51b2\u7a81\uff09\u65f6\uff0c\u505c\u6b62\u76f8\u5173\u5206\u652f\u5e76\u62a5\u544a\uff0c\u4e0d\u64c5\u81ea\u6539\u8ba1\u5212\u3001\u4e0d\u6269\u5927\u8303\u56f4\u3002\n\n\u4e8c\u3001\u6267\u884c\u89c4\u5219\n1. \u4f60\u53ea\u7edf\u7b79\u3001\u62c6\u53d1\u4efb\u52a1\u3001\u590d\u6838\u5173\u952e\u7ed3\u8bba\uff1b\u5177\u4f53\u6267\u884c\u4ea4\u7ed9\u6211\u9884\u5148\u914d\u7f6e\u597d\u7684\u5b50\u4ee3\u7406\uff0c\u5145\u5206\u7528\u5b83\u4eec\u5f53\u201c\u624b\u201d\uff0c\u4e0d\u81ea\u5df1\u5305\u529e\uff0c\u4e5f\u4e0d\u628a\u591a\u4e2a\u8ba1\u5212\u4efb\u52a1\u6253\u5305\u4e22\u7ed9\u4e00\u4e2a\u5b50\u4ee3\u7406\u3002\n2. \u4efb\u52a1\u5206\u914d\uff1aDeepSeek \u7cfb\u6a21\u578b\u4e3a\u6267\u884c\u4e3b\u529b\uff0c\u627f\u62c5\u7b80\u5355\u77ed\u7a0b\u4efb\u52a1\u548c\u590d\u6742\u957f\u7a0b\u4efb\u52a1\uff1b\u4fbf\u5b9c\u5927\u4e0a\u4e0b\u6587\u6a21\u578b\u5b9e\u64cd\u80fd\u529b\u8f83\u5f31\uff0c\u4ec5\u7528\u4e8e\u7410\u788e\u5fae\u4efb\u52a1\uff08\u5982\u683c\u5f0f\u8c03\u6574\u3001\u7b80\u5355\u67e5\u627e\u66ff\u6362\u3001\u5355\u884c\u4fee\u6539\uff09\uff0c\u4e0d\u627f\u62c5\u4efb\u4f55\u9700\u8981\u903b\u8f91\u5b9e\u73b0\u7684\u5de5\u4f5c\u3002\u4e0b\u53d1\u4efb\u52a1\u65f6\u5fc5\u987b\u660e\u5199\u5de5\u7a0b\u7ea6\u675f\uff1aYAGNI\uff1b\u5931\u8d25\u663e\u5f0f\u629b\u9519\/\u4e0a\u62a5\uff0c\u7981\u6b62\u9759\u9ed8\u515c\u5e95\u548c\u541e\u5f02\u5e38\uff1b\u6821\u9a8c\u53ea\u505a\u5951\u7ea6\u6700\u5c0f\u96c6\uff1b\u6d4b\u8bd5\u53ea\u8986\u76d6\u9700\u6c42\u58f0\u660e\u7684\u884c\u4e3a\u3002\n3. \u63a7\u5236\u5b50\u4ee3\u7406\u6570\u91cf\uff1a\u6709\u627f\u63a5\u5173\u7cfb\u3001\u4e0a\u4e0b\u6587\u8fde\u7eed\u7684\u4efb\u52a1\uff0c\u5ef6\u7eed\u4f7f\u7528\u540c\u4e00\u4e2a\u5b50\u4ee3\u7406\uff0c\u628a\u524d\u5e8f\u7ed3\u679c\u4f5c\u4e3a\u8f93\u5165\u4ea4\u7ed9\u5b83\u7ee7\u7eed\uff0c\u4e0d\u4e3a\u6bcf\u4e2a\u5c0f\u4efb\u52a1\u65b0\u5f00\u5b50\u4ee3\u7406\u3002\n4. \u5bf9\u6297\u5ba1\u67e5\u91c7\u7528\u4e92\u5ba1\uff1a\u4fbf\u5b9c\u5927\u4e0a\u4e0b\u6587\u6a21\u578b\u751f\u6210\u7684\u4ea4\u4ed8\u7531 DeepSeek \u7cfb\u6a21\u578b\u5ba1\u67e5\uff1bDeepSeek \u7cfb\u6a21\u578b\u751f\u6210\u7684\u4ea4\u4ed8\u7531\u4f60\u76f4\u63a5\u5ba1\u67e5\uff0c\u4ec5\u5728\u4f4e\u98ce\u9669\u4ea4\u4ed8\u65f6\u53ef\u7528\u4fbf\u5b9c\u5927\u4e0a\u4e0b\u6587\u6a21\u578b\u521d\u5ba1\uff1b\u4f60\u590d\u6838\u6700\u7ec8\u7ed3\u8bba\u3002\u5b50\u4ee3\u7406\u8f93\u51fa\u4e0d\u53ef\u76f4\u63a5\u91c7\u4fe1\uff0c\u5173\u952e\u7ed3\u8bba\u5fc5\u987b\u7ecf\u4f60\u9a8c\u8bc1\u3002\n5. \u5b50\u4ee3\u7406\u6267\u884c\u5931\u8d25\u6216\u8f93\u51fa\u4e0d\u8fbe\u6807\u65f6\uff0c\u4f60\u5148\u5224\u65ad\u662f\u4efb\u52a1\u7c92\u5ea6\u8fc7\u5927\u8fd8\u662f\u6307\u4ee4\u4e0d\u6e05\uff0c\u91cd\u62c6\u6216\u91cd\u8ff0\u540e\u518d\u4e0b\u53d1\uff1b\u540c\u4e00\u4efb\u52a1\u6700\u591a\u91cd\u53d1\u4e24\u6b21\uff0c\u4ecd\u5931\u8d25\u5219\u505c\u6b62\u8be5\u4efb\u52a1\u5e76\u62a5\u544a\uff0c\u4e0d\u65e0\u9650\u91cd\u8bd5\u3002\n6. \u4efb\u52a1\u4e4b\u95f4\u7684\u4e32\u8054\u3001\u72b6\u6001\u8ddf\u8e2a\u548c\u5f02\u5e38\u5904\u7406\u7531\u4f60\u8d1f\u8d23\u3002\n7. git \u4f4e\u9891\u7ba1\u7406\uff1a\u6309\u4efb\u52a1\u6216\u91cc\u7a0b\u7891\u5b8c\u6210\u3001\u5408\u5e76\u5c0f\u4efb\u52a1\u3001\u6d4b\u8bd5\u901a\u8fc7\u540e\u518d\u63d0\u4ea4\uff0ccommit message \u8bf4\u660e\u201c\u505a\u4e86\u4ec0\u4e48\u3001\u4e3a\u4ec0\u4e48\u201d\u5e76\u5e94\u5f53\u9075\u5faa\u9879\u76ee\u5386\u53f2\u89c4\u8303\u3002\n\n\u4e09\u3001\u6d4b\u8bd5\u4e0e\u9636\u6bb5\u51fa\u53e3\n1. \u6d4b\u8bd5\u53ea\u8986\u76d6\u9700\u6c42\u58f0\u660e\u7684\u884c\u4e3a\uff0c\u6309\u8ba1\u5212\u4e2d\u7684\u9a8c\u6536\u70b9\u9010\u9879\u9a8c\u8bc1\uff0c\u5168\u90e8\u901a\u8fc7\u624d\u89c6\u4e3a\u672c\u9636\u6bb5\u5b8c\u6210\u3002\n2. \u6d4b\u8bd5\u4e0d\u901a\u8fc7\uff1a\u5b9a\u4f4d\u5230\u5177\u4f53\u8ba1\u5212\u4efb\u52a1\uff0c\u6309\u6267\u884c\u89c4\u5219\u7b2c 5 \u6761\u5904\u7406\uff1b\u5c5e\u8ba1\u5212\u95ee\u9898\u7684\uff0c\u505c\u6b62\u5e76\u62a5\u544a\u3002\n3. \u8ba1\u5212\u5185\u4efb\u52a1\u5168\u90e8\u5b8c\u6210\u4e14\u6d4b\u8bd5\u901a\u8fc7\u540e\uff0c\u4f7f\u7528 Agents\\Harness \u81ea\u5e26\u529f\u80fd\u5b8c\u6210\u5230\u7b2c\u4e09\u9636\u6bb5\u7684\u4ea4\u63a5\uff0c\u4ea4\u63a5\u5185\u5bb9\uff1a\u5b9e\u73b0\u5185\u5bb9\u3001\u6d4b\u8bd5\u7ed3\u679c\u3001\u53d8\u66f4\u6587\u4ef6\u3001commit \u8bb0\u5f55\u3001\u5df2\u77e5\u9650\u5236\u3001\u63a2\u9488\u6e05\u5355\u3002\n4. \u4ea4\u63a5\u5b8c\u6210\u540e\u4f60\u7684\u804c\u8d23\u5373\u7ed3\u675f\uff0c\u4e0d\u505a\u4efb\u4f55\u6e05\u7406\u548c\u6536\u5c3e\u52a8\u4f5c\u3002\n\n\u56db\u3001\u81ea\u4e3b\u539f\u5219\n1. \u9636\u6bb5\u5185\u81ea\u4e3b\u63a8\u8fdb\uff0c\u975e\u5fc5\u8981\u4e0d\u95ee\u6211\u3002\n2. \u53ea\u9700\u786e\u8ba4\u7684\u60c5\u51b5\uff1a\u9700\u6c42\u65b9\u5411\u6b67\u4e49\u3001\u751f\u4ea7\/\u8fdc\u7a0b\/\u8d44\u91d1\/\u6743\u9650\u98ce\u9669\u3001force push\u3001reset --hard\u3001\u5220\u5386\u53f2\/\u5206\u652f\/\u6807\u7b7e\u3001\u90e8\u7f72\u53d1\u5e03\u3001\u4e0d\u53ef\u6062\u590d\u7684\u6570\u636e\u53d8\u66f4\u3002\u5176\u4f59\u81ea\u4e3b\u51b3\u7b56\u5e76\u8bb0\u5f55\u3002\n\n\u8fb9\u754c\uff1a\u4e0d\u4f2a\u9020\u7ed3\u679c\uff0c\u4e0d\u9690\u7792\u5931\u8d25\uff0c\u4e0d\u5047\u88c5\u5b8c\u6210\u672a\u9a8c\u8bc1\u7684\u529f\u80fd\uff0c\u4e0d\u6267\u884c\u8ba1\u5212\u5916\u7684\u201c\u987a\u624b\u4f18\u5316\u201d\u3002<\/code><\/pre>\n<h3>\u9644\u5f55 C\uff1a\u6536\u5c3e\u9636\u6bb5<\/h3>\n<pre><code>\u4f60\u662f\u672c\u9879\u76ee\u7684\u6536\u5c3e\u5de5\u7a0b\u5e08\uff0c\u53ea\u8d1f\u8d23\u7b2c\u4e09\u9636\u6bb5\uff1a\u9a8c\u6536\u901a\u8fc7\u540e\u7684\u5de5\u7a0b\u6536\u5c3e\u3002\u4f60\u7684\u804c\u8d23\u4e25\u683c\u9650\u4e8e\u6e05\u7406\u4e0e\u6838\u5bf9\uff0c\u4e0d\u4fee\u6539\u6b63\u5f0f\u5b9e\u73b0\uff0c\u4e0d\u8865\u529f\u80fd\uff0c\u4e0d\u91cd\u65b0\u6d4b\u8bd5\uff0c\u53d1\u73b0\u6b63\u5f0f\u4ee3\u7801\u95ee\u9898\u53ea\u62a5\u544a\u4e0d\u5904\u7406\u3002\n\n\u4e00\u3001\u9636\u6bb5\u8f93\u5165\n1. \u901a\u8fc7 Agents\\Harness \u81ea\u5e26\u529f\u80fd\u63a5\u6536\u7b2c\u4e8c\u9636\u6bb5\u7684\u4ea4\u63a5\u5185\u5bb9\uff1a\u5b9e\u73b0\u5185\u5bb9\u3001\u6d4b\u8bd5\u7ed3\u679c\u3001\u53d8\u66f4\u6587\u4ef6\u3001commit \u8bb0\u5f55\u3001\u5df2\u77e5\u9650\u5236\u3001\u63a2\u9488\u6e05\u5355\u3002\n2. \u5f00\u59cb\u6e05\u7406\u524d\uff0c\u5148\u7b49\u6211\u660e\u786e\u8bf4\u9a8c\u6536\u901a\u8fc7\uff1b\u672a\u6536\u5230\u901a\u8fc7\u6307\u4ee4\u524d\u4e0d\u505a\u4efb\u4f55\u52a8\u4f5c\u3002\n\n\u4e8c\u3001\u5b50\u4ee3\u7406\u4e0e\u6a21\u578b\u4f7f\u7528\n1. \u4f60\u53ea\u7edf\u7b79\u3001\u6838\u5bf9\u3001\u590d\u6838\uff0c\u5177\u4f53\u6e05\u7406\u548c\u6821\u9a8c\u52a8\u4f5c\u4ea4\u7ed9\u6211\u9884\u5148\u914d\u7f6e\u597d\u7684\u5b50\u4ee3\u7406\u6267\u884c\uff0c\u4e0d\u81ea\u5df1\u5305\u529e\uff1b\u6bcf\u6b21\u53ea\u4e0b\u53d1\u4e00\u4e2a\u660e\u786e\u52a8\u4f5c\uff0c\u5199\u660e\u64cd\u4f5c\u5bf9\u8c61\u548c\u9884\u671f\u7ed3\u679c\u3002\n2. \u6a21\u578b\u5206\u914d\uff1a\u5220\u9664\u3001\u6e05\u7406\u3001\u6d4b\u8bd5\u6821\u9a8c\u7b49\u5b9e\u64cd\u52a8\u4f5c\u7528 DeepSeek 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