{"id":9504,"date":"2025-11-12T14:33:58","date_gmt":"2025-11-12T06:33:58","guid":{"rendered":"\/?p=9504"},"modified":"2025-11-12T14:33:58","modified_gmt":"2025-11-12T06:33:58","slug":"%e6%b5%85%e8%b0%88%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b%ef%bd%9c%e4%bb%8e-claude-code-%e3%80%81manus-%e5%92%8c-kiro-%e7%9c%8b%e6%8f%90%e7%a4%ba%e5%b7%a5%e7%a8%8b%e5%88%b0%e4%b8%8a%e4%b8%8b","status":"publish","type":"post","link":"\/?p=9504","title":{"rendered":"\u6d45\u8c08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff5c\u4ece Claude Code \u3001Manus \u548c Kiro \u770b\u63d0\u793a\u5de5\u7a0b\u5230\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u8f6c\u53d8"},"content":{"rendered":"<h3>\u5f15\u8a00<\/h3>\n<p>\u968f\u7740 AI Agent \u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4e00\u4e2a\u65b0\u7684\u540d\u8bcd\u300c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u300d\u8fdb\u5165\u5927\u5bb6\u7684\u89c6\u91ce\uff0c\u5f88\u591a\u4eba\u4f1a\u597d\u5947\u5b83\u4e0e\u300c\u63d0\u793a\u8bcd\u5de5\u7a0b\u300d\u6709\u4ec0\u4e48\u533a\u522b\uff0c\u662f\u53c8\u5728\u9020\u65b0\u7684\u6982\u5ff5\u5417\uff1f\u6211\u4eec\u4eca\u5929\u5c31\u6765\u804a\u804a\uff0c\u7a76\u7adf\u4ec0\u4e48\u662f\u300c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u300d\uff0c\u4ee5\u53ca\u5b83\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u3002<\/p>\n<p>\u672c\u6587\u5c06\u56f4\u7ed5\u4e09\u4e2a\u6838\u5fc3\u4e3b\u9898\u5c55\u5f00\uff1a<\/p>\n<p><strong>1.\u6982\u5ff5\u5b9a\u4e49<\/strong>\uff1a\u4ecb\u7ecd\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u57fa\u672c\u6982\u5ff5\u548c\u6838\u5fc3\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n<p><strong>2.\u4e1a\u754c\u5de5\u7a0b\u5b9e\u8df5<\/strong>\uff1a\u6df1\u5165\u5206\u6790\u4e1a\u754c\u77e5\u540d\u4ea7\u54c1\u5728\u4e0a\u4e0b\u6587\u5de5\u7a0b\u65b9\u9762\u7684\u5177\u4f53\u5b9e\u8df5\u3002<\/p>\n<p><strong>3.\u672a\u6765\u5c55\u671b<\/strong>\uff1a\u63a2\u8ba8\u4e0a\u4e0b\u6587\u5de5\u7a0b\u540e\u7eed\u53ef\u80fd\u7684\u6f14\u8fdb\u65b9\u5411\u3002<\/p>\n<p>\u4eca\u5929\u6211\u4eec\u5c06\u63a2\u8ba8\u7684\u95ee\u9898\uff1a<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u9700\u8981\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1f<\/li>\n<li>\u4e3a\u4ec0\u4e48 Claude Code \u6548\u679c\u8fd9\u4e48\u597d\uff1f<\/li>\n<li>Manus \u5728\u4f18\u5316 Agent \u4e0a\u505a\u4e86\u54ea\u4e9b\u5c1d\u8bd5\uff1f<\/li>\n<li>\u4e3a\u4ec0\u4e48 Spec Driven + Context Engineering \u4f1a\u4ee3\u66ff Vibe Coding + Prompt Engineering\uff1f<\/li>\n<\/ul>\n<p><strong>\u6982\u5ff5\u5b9a\u4e49<\/strong><\/p>\n<p><strong>\u4ec0\u4e48\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/strong><\/p>\n<p>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f\u6307\u6784\u5efa\u52a8\u6001\u7cfb\u7edf\uff0c\u4ee5\u5408\u9002\u7684\u683c\u5f0f\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63d0\u4f9b\u6b63\u786e\u7684\u4fe1\u606f\u548c\u5de5\u5177\uff0c\u4ece\u800c\u8ba9LLM\u80fd\u591f\u5408\u7406\u5730\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u4e0d\u4ec5\u6307\u4f60\u53d1\u9001\u7ed9 LLM \u7684\u5355\u4e00\u63d0\u793a\u8bcd\uff08prompt\uff09\uff0c\u66f4\u5e94\u8be5\u88ab\u89c6\u4e3a\u6a21\u578b\u5728\u751f\u6210\u54cd\u5e94\u524d\u6240\u770b\u5230\u7684\u4e00\u5207\u4fe1\u606f\u3002\u4e0a\u4e0b\u6587\u5de5\u7a0b\u5c31\u662f\u5982\u4f55\u5c06\u5408\u9002\u7684\u4fe1\u606f\u586b\u5145\u5230\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u91cc\u7684\u827a\u672f\u548c\u79d1\u5b66\u3002<\/p>\n<p>\u5176\u6838\u5fc3\u7279\u70b9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u52a8\u6001\u6784\u5efa\u7cfb\u7edf<\/li>\n<li>\u63d0\u4f9b\u6b63\u786e\u4fe1\u606f\u548c\u5de5\u5177<\/li>\n<li>\u5408\u9002\u7684\u683c\u5f0f\u5316<\/li>\n<li>\u8ba9LLM\u5408\u7406\u5b8c\u6210\u4efb\u52a1<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135619882.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p><strong>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u7ec4\u6210\u90e8\u5206<\/strong><\/p>\n<p>\u4e00\u4e2a\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7cfb\u7edf\u5305\u542b\u4ee5\u4e0b\u4e03\u4e2a\u6838\u5fc3\u7ec4\u6210\u90e8\u5206\uff1a<\/p>\n<p><strong>1.\u6307\u4ee4\/\u7cfb\u7edf\u63d0\u793a\u8bcd<\/strong>\uff1a\u5b9a\u4e49\u6a21\u578b\u6574\u4f53\u884c\u4e3a\u7684\u521d\u59cb\u6307\u4ee4\uff0c\u53ef\u4ee5\uff08\u4e5f\u5e94\u8be5\uff09\u5305\u542b\u793a\u4f8b\u3001\u89c4\u5219\u7b49\u3002<\/p>\n<p><strong>2.\u7528\u6237\u63d0\u793a\u8bcd<\/strong>\uff1a\u7528\u6237\u63d0\u51fa\u7684\u5373\u65f6\u4efb\u52a1\u6216\u95ee\u9898\u3002<\/p>\n<p><strong>3.\u5f53\u524d\u72b6\u6001\u6216\u5bf9\u8bdd\u5386\u53f2\uff08\u77ed\u671f\u8bb0\u5fc6\uff09<\/strong>\uff1a\u7528\u6237\u548c\u6a21\u578b\u6b64\u524d\u7684\u5bf9\u8bdd\u5185\u5bb9\uff0c\u5c55\u73b0\u5f53\u524d\u4ea4\u6d41\u7684\u80cc\u666f\u3002<\/p>\n<p><strong>4.\u957f\u671f\u8bb0\u5fc6<\/strong>\uff1a\u8de8\u591a\u6b21\u5bf9\u8bdd\u79ef\u7d2f\u7684\u6301\u4e45\u6027\u77e5\u8bc6\u5e93\uff0c\u6bd4\u5982\u7528\u6237\u559c\u597d\u3001\u5386\u53f2\u9879\u76ee\u6458\u8981\u3001\u8bb0\u4f4f\u7684\u7279\u5b9a\u4e8b\u5b9e\u3002<\/p>\n<p><strong>5.\u68c0\u7d22\u7684\u4fe1\u606f\uff08RAG\uff09<\/strong>\uff1a\u5916\u90e8\u7684\u3001\u6700\u65b0\u7684\u4fe1\u606f\uff0c\u5305\u62ec\u4ece\u6587\u6863\u3001\u6570\u636e\u5e93\u6216 API \u83b7\u53d6\u7684\u76f8\u5173\u5185\u5bb9\uff0c\u7528\u4e8e\u56de\u7b54\u7279\u5b9a\u95ee\u9898\u3002<\/p>\n<p><strong>6.\u53ef\u7528\u5de5\u5177<\/strong>\uff1a\u6a21\u578b\u53ef\u4ee5\u8c03\u7528\u7684\u6240\u6709\u51fd\u6570\u6216\u5185\u7f6e\u5de5\u5177\u5b9a\u4e49\uff08\u5982\u68c0\u67e5\u5e93\u5b58\u3001\u53d1\u9001\u90ae\u4ef6\u7b49\uff09\u3002<\/p>\n<p><strong>7.\u7ed3\u6784\u5316\u8f93\u51fa<\/strong>\uff1a\u660e\u786e\u5b9a\u4e49\u6a21\u578b\u8f93\u51fa\u7684\u683c\u5f0f\uff0c\u4f8b\u5982 JSON \u683c\u5f0f\u7684\u5bf9\u8c61\u3002<\/p>\n<p><strong>\u63d0\u793a\u5de5\u7a0b vs \u4e0a\u4e0b\u6587\u5de5\u7a0b<\/strong><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135619924.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>Context Engineering \u4ee3\u8868\u7740\u4ece\u4f20\u7edf Prompt Engineering \u5230\u65b0\u8303\u5f0f\u7684\u8f6c\u53d8\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135619945.jpeg\" alt=\"\u56fe\u7247\" \/><\/p>\n<table>\n<thead>\n<tr>\n<th>\u5bf9\u6bd4\u7ef4\u5ea6<\/th>\n<th>Prompt Engineering<\/th>\n<th>Context Engineering<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5173\u6ce8\u70b9<\/td>\n<td>\u8bcd\u53e5\u6280\u5de7\u548c\u8868\u8fbe\u65b9\u5f0f<\/td>\n<td>\u63d0\u4f9b\u5168\u9762\u4e0a\u4e0b\u6587<\/td>\n<\/tr>\n<tr>\n<td>\u4f5c\u7528\u8303\u56f4<\/td>\n<td>\u53ea\u9650\u4e8e\u4efb\u52a1\u63cf\u8ff0\u7684\u8868\u8fbe<\/td>\n<td>\u5305\u542b\u6587\u6863\u3001\u793a\u4f8b\u3001\u89c4\u5219\u3001\u6a21\u5f0f\u548c\u9a8c\u8bc1<\/td>\n<\/tr>\n<tr>\n<td>\u7c7b\u6bd4<\/td>\n<td>\u5c31\u50cf\u8d34\u4e00\u5f20\u4fbf\u7b7e<\/td>\n<td>\u5c31\u50cf\u5199\u4e00\u90e8\u8be6\u7ec6\u5267\u672c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u4e3a\u4ec0\u4e48\u9700\u8981\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/strong><\/p>\n<h3>\u7b80\u5355\u6f14\u793a\u5bf9\u6bd4<\/h3>\n<p>\u8ba9\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u7b80\u5355\u7684\u6f14\u793a\u6765\u7406\u89e3\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u4ef7\u503c\uff1a<\/p>\n<p>\u4e0a\u4e0b\u6587\u8d2b\u4e4f\u7684\u60c5\u51b5\uff1a<\/p>\n<blockquote>\n<p>\u7528\u6237\uff1a&quot;Hey, just checking if you\u2019re around for a quick sync tomorrow. \u563f\uff0c\u60f3\u95ee\u4e00\u95ee\u660e\u5929\u65b9\u4e0d\u65b9\u4fbf\uff0c\u6211\u4eec\u5feb\u901f\u78b0\u4e2a\u5934\uff1f&quot;<\/p>\n<p>AI\uff1a&quot;Thank you for your message. Tomorrow works for me. May I ask what time you had in mind? \u611f\u8c22\u6765\u4fe1\uff01\u660e\u5929\u6211\u6709\u7a7a\u3002\u4f60\u60f3\u7ea6\u5728\u51e0\u70b9\uff1f&quot;<\/p>\n<\/blockquote>\n<p>\u4e0a\u4e0b\u6587\u4e30\u5bcc\u7684&quot;\u795e\u5947&quot;\u4ea7\u54c1\uff1a<\/p>\n<blockquote>\n<p>\u4e0a\u4e0b\u6587\uff1a\u4f60\u7684\u65e5\u5386\u4fe1\u606f\uff08\u663e\u793a\u4f60\u65e5\u7a0b\u5df2\u6ee1\uff09\u3001\u4f60\u4e0e\u6b64\u4eba\u7684\u8fc7\u5f80\u90ae\u4ef6\uff08\u7528\u4e8e\u786e\u5b9a\u5408\u9002\u7684\u975e\u6b63\u5f0f\u8bed\u6c14\uff09\u3001\u4f60\u7684\u8054\u7cfb\u4eba\u5217\u8868\uff08\u7528\u4e8e\u8bc6\u522b ta \u4e3a\u5173\u952e\u7684\u5408\u4f5c\u4f19\u4f34\uff09\u3001send_invite \u6216 send_email \u5de5\u5177\u3002<\/p>\n<p>AI\uff1a&quot;Hey Jim! Tomorrow\u2019s packed on my end, back-to-back all day. Thursday AM free if that works for you? Sent an invite, lmk if it works. \u55e8 Jim\uff01\u660e\u5929\u6211\u8fd9\u8fb9\u65e5\u7a0b\u5168\u6392\u6ee1\u4e86\uff0c\u4ece\u65e9\u5230\u665a\u8fde\u8f74\u8f6c\u3002\u5468\u56db\u4e0a\u5348\u6709\u7a7a\uff0c\u4f60\u770b\u884c\u4e0d\uff1f\u9080\u8bf7\u5df2\u53d1\uff0c\u786e\u8ba4\u4e0b\u662f\u5426\u5408\u9002~&quot;<\/p>\n<\/blockquote>\n<h3>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u4ef7\u503c<\/h3>\n<p>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u80fd\u591f\u5e26\u6765\u4ee5\u4e0b\u91cd\u8981\u4ef7\u503c\uff1a<\/p>\n<p><strong>1.\u964d\u4f4e AI \u5931\u8d25\u7387<\/strong>\uff1a\u5927\u591a\u6570 Agent \u5931\u8d25\u4e0d\u662f\u6a21\u578b\u95ee\u9898\uff0c\u800c\u662f\u4e0a\u4e0b\u6587\u4e0d\u5168\u3002<\/p>\n<p><strong>2.\u4fdd\u8bc1\u4e00\u81f4\u6027<\/strong>\uff1aAI \u80fd\u9075\u5faa\u4f60\u7684\u9879\u76ee\u6a21\u5f0f\u548c\u89c4\u8303\u3002<\/p>\n<p><strong>3.\u652f\u6301\u590d\u6742\u7279\u6027<\/strong>\uff1a\u6709\u4e86\u5b8c\u6574\u4e0a\u4e0b\u6587\uff0cAI \u80fd\u5904\u7406\u591a\u6b65\u9aa4\u5b9e\u73b0\u3002<\/p>\n<p><strong>4.\u81ea\u6211\u4fee\u6b63<\/strong>\uff1a\u9a8c\u8bc1\u5faa\u73af\u8ba9 AI \u80fd\u81ea\u52a8\u4fee\u6b63\u9519\u8bef\u3002<\/p>\n<p>\u4e1a\u754c\u5de5\u7a0b\u5b9e\u8df5\u6982\u89c8<\/p>\n<p>\u5728\u4e0a\u4e0b\u6587\u5de5\u7a0b\u9886\u57df\uff0c\u6709\u4e09\u4e2a\u4ea7\u54c1\u4ee3\u8868\u4e86\u4e0d\u540c\u7684\u5b9e\u8df5\u65b9\u5411\uff1a<\/p>\n<p><strong>1.LangChain<\/strong>\uff1a\u4ee3\u8868 Agent \u6846\u67b6\u548c\u5de5\u5177\u96c6\u5408\uff0c\u65e9\u671f\u7684 Agent \u6846\u67b6\uff0c\u63d0\u4f9b\u4e86\u5404\u79cdAgent\u5f00\u53d1\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u63d0\u51fa\u4e86\u4e00\u5957\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u65b9\u6cd5\u8bba\u3002<\/p>\n<p><strong>2.Claude Code<\/strong>\uff1a\u4ee3\u8868 Code Agent \u80fd\u529b\u4e0a\u9650\uff0c\u7f16\u7801 Agent \u7684\u80fd\u529b\u6807\u6746\uff0c\u5728\u957f\u77ed\u8bb0\u5fc6\u3001\u5206\u5c42\u591a Agent \u534f\u4f5c\u7b49\u65b9\u9762\u6709\u72ec\u5230\u5b9e\u8df5\u3002<\/p>\n<p><strong>3.Manus<\/strong>\uff1a\u91cd\u65b0\u5c55\u73b0 Agent \u80fd\u529b\uff0c\u8ba9 Agent \u56de\u5230\u5927\u4f17\u89c6\u91ce\uff0c\u5e26\u52a8 MCP \u53d1\u5c55\uff0c\u5728\u5de5\u5177\u4f7f\u7528\u3001\u7f13\u5b58\u8bbe\u8ba1\u7b49\u65b9\u9762\u6709\u72ec\u5230\u5b9e\u8df5\u3002<\/p>\n<p><strong>\u957f\u4e0a\u4e0b\u6587\u7684Context-Rot\u95ee\u9898<\/strong><\/p>\n<p>\u968f\u7740\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u589e\u52a0\uff0c\u6a21\u578b\u7684\u6ce8\u610f\u529b\u673a\u5236\u53ef\u80fd\u4f1a\u51fa\u73b0&quot;\u8150\u8680&quot;\u73b0\u8c61\uff0c\u5bfc\u81f4\u5bf9\u5173\u952e\u4fe1\u606f\u7684\u5173\u6ce8\u5ea6\u4e0b\u964d\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135619998.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<h3>\u95ee\u9898\u8868\u73b0<\/h3>\n<ul>\n<li>\u4ea7\u751f\u5e7b\u89c9\u540e\uff0c\u4f1a\u88ab\u6301\u7eed\u5e26\u504f\u3002<\/li>\n<li>\u6a21\u7cca\u6027\u5bfc\u81f4\u4fe1\u606f\u51b2\u7a81\uff0c\u6a21\u578b\u7684\u884c\u4e3a\u4f1a\u53d8\u5f97\u4e0d\u53ef\u9884\u6d4b\u3002<\/li>\n<li>\u5173\u952e\u4fe1\u606f\u88ab\u7a00\u91ca\uff0c\u968f\u7740\u4e0a\u4e0b\u6587\u7684\u589e\u957f\uff0c\u6a21\u578b\u7684\u6ce8\u610f\u529b\u4f1a\u88ab\u5206\u6563\u3002<\/li>\n<li>\u5927\u91cf\u91cd\u590d\u6587\u672c\u5bfc\u81f4\u7684&quot;\u884c\u52a8\u762b\u75ea&quot;\u3002<\/li>\n<\/ul>\n<h3>\u5f71\u54cd\u56e0\u7d20<\/h3>\n<ul>\n<li>\u4e0a\u4e0b\u6587\u957f\u5ea6\u8d85\u8fc7\u8bad\u7ec3\u65f6\u7684\u5e38\u89c1\u957f\u5ea6\u3002<\/li>\n<li>\u6a21\u578b\u80fd\u529b\u7684\u9650\u5236\u3002<\/li>\n<li>\u4fe1\u606f\u5bc6\u5ea6\u4e0d\u5747\u5300\u5206\u5e03\u3002<\/li>\n<li>\u81ea\u7136\u8bed\u8a00\u7684\u6a21\u7cca\u6027\u3002<\/li>\n<\/ul>\n<h3>\u89e3\u51b3\u65b9\u6848<\/h3>\n<p>\u4e3a\u4e86\u89e3\u51b3\u957f\u4e0a\u4e0b\u6587\u5e26\u6765\u7684\u95ee\u9898\uff0c\u4e1a\u754c\u63d0\u51fa\u4e86\u7cfb\u7edf\u6027\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u65b9\u6cd5\u8bba\uff1a<\/p>\n<ul>\n<li>Offload\uff1a\u901a\u8fc7\u5f15\u7528\u51cf\u5c11\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/li>\n<li>Retrieve\uff1aRAG \u6280\u672f\u52a8\u6001\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<li>Reduce\uff1a\u538b\u7f29\u88c1\u526a\u5197\u4f59\u4fe1\u606f\u3002<\/li>\n<li>Isolate\uff1a\u5206\u800c\u6cbb\u4e4b\uff0c\u901a\u8fc7SubAgent\u5904\u7406\u5b50\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64\u7cfb\u7edf\u6027\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u65b9\u6cd5\u8bba\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n<p><strong>LangChain\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u65b9\u6cd5\u8bba<\/strong><\/p>\n<p>LangChain \u63d0\u51fa\u4e86\u56db\u7c7b\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u57fa\u672c\u65b9\u6cd5\uff1a<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135620059.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<h3>\u5199\u5165\uff08Offload\uff09\u4e0a\u4e0b\u6587<\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135620105.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135620156.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u5c06\u4fe1\u606f\u4fdd\u5b58\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e4b\u5916\uff0c\u4ee5\u5e2e\u52a9 Agent \u5b8c\u6210\u4efb\u52a1\u3002\u4e0d\u8981\u5c06\u5de5\u5177\u8fd4\u56de\u7684\u5168\u90e8\u539f\u59cb\u4fe1\u606f\u90fd\u76f4\u63a5\u5582\u7ed9 LLM\u3002\u76f8\u53cd\uff0c\u5e94\u5c06\u5176&quot;\u5378\u8f7d&quot;\u5230\u5916\u90e8\u5b58\u50a8\uff08\u5982\u6587\u4ef6\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u6216\u4e00\u4e2a\u4e13\u95e8\u7684\u4ee3\u7406\u72b6\u6001\u5bf9\u8c61\u4e2d\uff09\uff0c\u7136\u540e\u53ea\u5c06\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684&quot;\u6307\u9488&quot;\u8fd4\u56de\u7ed9\u6a21\u578b\u3002<\/p>\n<p>\u6838\u5fc3\u7ec4\u4ef6\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>File System - \u6587\u4ef6\u7cfb\u7edf<\/li>\n<li>Memories - \u957f\u671f\u8bb0\u5fc6\u7cfb\u7edf(zep, mem0)<\/li>\n<li>DataBase - \u6570\u636e\u5e93\u5b58\u50a8<\/li>\n<\/ul>\n<p>\u5e94\u7528\u573a\u666f\uff1a<\/p>\n<ul>\n<li>\u957f\u671f\u8bb0\u5fc6\u6784\u5efa-claude<\/li>\n<li>\u4efb\u52a1\u8ba1\u5212\u4fdd\u5b58-manus<\/li>\n<li>\u7528\u6237\u504f\u597d\u8bb0\u5f55<\/li>\n<li>\u77e5\u8bc6\u5e93\u7ba1\u7406<\/li>\n<\/ul>\n<h3>\u9009\u62e9\uff08Retrieve\uff09\u4e0a\u4e0b\u6587<\/h3>\n<p>\u7b80\u5355\u6765\u8bf4\u5c31\u662f\u6211\u4eec\u6240\u719f\u6089\u7684 RAG\uff0c\u901a\u8fc7\u68c0\u7d22\u548c\u8fc7\u6ee4\u76f8\u5173\u4fe1\u606f\uff0c\u6765\u63a7\u5236\u8fdb\u5165 Context \u7684\u5185\u5bb9\u7684\u6570\u91cf\u548c\u8d28\u91cf\u3002<\/p>\n<p>\u6838\u5fc3\u7ec4\u4ef6\uff1a<\/p>\n<ul>\n<li>\u66f4\u9ad8\u7ea7\u7684\u68c0\u7d22\uff08agentic search\uff09- \u4ece\u5411\u91cf\u68c0\u7d22\u51fa\u53d1\uff0c\u9010\u6e10\u5f80\u66f4\u590d\u6742\u7684\u641c\u7d22\u4f53\u7cfb\u6f14\u5316\u3002\u4f8b\u5982\u6df7\u5408\u53ec\u56de\uff0c\u7ed3\u5408\u56fe\u8c31\u7684 GraphRAG\uff0crerank \u7b49\u7b49\u3002<\/li>\n<li>\u8fd4\u749e\u5f52\u771f\u7684\u6587\u672c\u68c0\u7d22 - \u4ec5\u4ec5\u4f7f\u7528 llms.txt + grep\/find \u4e4b\u7c7b\u7684\u5de5\u5177\uff0c\u901a\u8fc7 agent \u7684\u591a\u8f6e\u5de5\u5177\u8c03\u7528\u6765\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\u3002\u8fd9\u4e5f\u662f Claude Code \u7684\u5b9e\u73b0\u65b9\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u5e94\u7528\u573a\u666f\uff1a<\/p>\n<ul>\n<li>\u4ee3\u7801\u7d22\u5f15\uff1aDeepWiki<\/li>\n<li>todolist \u53ec\u56de<\/li>\n<li>\u8fc7\u591a\u5de5\u5177\u7684\u53ec\u56de langgraph-bigtool\uff08Manus \u4e0d\u63a8\u8350\uff0c\u53ef\u80fd\u5bfc\u81f4\u7f13\u5b58\u5931\u6548\uff09<\/li>\n<li>\u77e5\u8bc6\u5e93<\/li>\n<\/ul>\n<h3>\u538b\u7f29\uff08Compress\uff09\u4e0a\u4e0b\u6587<\/h3>\n<p>\u901a\u8fc7\u5404\u79cd\u624b\u6bb5\u6765\u88c1\u526a\u4e0a\u4e0b\u6587\u7684\u5185\u5bb9\uff0c\u53ea\u4fdd\u7559\u5b8c\u6210\u4efb\u52a1\u6240\u9700\u7684 tokens\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135620198.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u6838\u5fc3\u7ec4\u4ef6\uff1a<\/p>\n<ul>\n<li>\u6458\u8981\u751f\u6210 - \u63d0\u53d6\u6838\u5fc3\u4fe1\u606f\u3002<\/li>\n<li>Rerank - \u79fb\u9664\u4e0d\u592a\u76f8\u5173\u7684\u4fe1\u606f\uff0cRAG \u573a\u666f\u4e2d\u5e38\u7528\u3002<\/li>\n<li>\u8bed\u4e49\u603b\u7ed3\u3001\u538b\u7f29 - \u4fdd\u6301\u542b\u4e49\u7cbe\u7b80\u8868\u8fbe\u3002\u5982\u679c\u603b\u7ed3\u5f97\u4e0d\u597d\uff0c\u4e00\u6837\u4f1a\u51fa\u73b0\u5173\u952e\u4fe1\u606f\u4e22\u5931\uff0c\u751a\u81f3\u5f15\u5165\u5e7b\u89c9\u7b49\u95ee\u9898\u3002<\/li>\n<\/ul>\n<p>\u5e94\u7528\u573a\u666f\uff1a<\/p>\n<ul>\n<li>\u7f51\u7edc\u641c\u7d22<\/li>\n<li>RAG<\/li>\n<li>\u5927\u91cf\u5de5\u5177\u4f7f\u7528<\/li>\n<li>\u591a\u8f6e\u804a\u5929<\/li>\n<\/ul>\n<h3>\u9694\u79bb\uff08Isolate\uff09\u4e0a\u4e0b\u6587<\/h3>\n<p>\u975e\u5e38\u7c7b\u4f3c Workflow \u65f6\u4ee3\u7684&quot;\u5206\u800c\u6cbb\u4e4b&quot;\u601d\u60f3\uff0c\u5982\u679c\u4e00\u4e2a\u4efb\u52a1\u7684 context \u538b\u529b\u592a\u8fc7\u5de8\u5927\uff0c\u6211\u4eec\u5c31\u62c6\u5206\u4e00\u4e0b\uff0c\u5206\u914d\u7ed9\u4e0d\u540c\u7684 sub agents \u6765\u5b8c\u6210\u5404\u4e2a\u5b50\u4efb\u52a1\u3002\u8fd9\u6837\u6bcf\u4e2a agent \u7684 context \u5185\u5bb9\u90fd\u662f\u72ec\u7acb\u7684\uff0c\u4f1a\u66f4\u52a0\u6e05\u6670\u548c\u805a\u7126\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135620240.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u6838\u5fc3\u7ec4\u4ef6\uff1a<\/p>\n<ul>\n<li>\u73af\u5883\u9694\u79bb - \u73af\u5883\/\u6c99\u76d2\u9694\u79bb\uff0c\u8ba9\u90e8\u5206\u5185\u5bb9\u5728 LLM \u73af\u5883\u5916\u8fd0\u884c\uff0c\u5982\u4ee3\u7801\u6267\u884c\u573a\u666f\uff0c\u975e\u5e38\u7c7b\u4f3c&quot;\u5378\u8f7d&quot;\u3002<\/li>\n<li>\u591a Agent \u5206\u79bb - \u4e0d\u540c\u89d2\u8272\u72ec\u7acb\u4e0a\u4e0b\u6587\uff0c\u5bb9\u6613\u4ea7\u751f\u51b2\u7a81\u7684\u5de5\u4f5c\u5c24\u5176\u8981\u6ce8\u610f\u3002&quot;\u53ea\u8bfb&quot;\u7c7b\u7684\u5de5\u4f5c\u6700\u5408\u9002\u3002<\/li>\n<\/ul>\n<p>\u5e94\u7528\u573a\u666f\uff1a<\/p>\n<ul>\n<li>\u667a\u80fd\u4f53\u4e2d\u6d89\u53ca\u4ee3\u7801\u6267\u884c\u6216\u6570\u636e\u5206\u6790\u3002<\/li>\n<li>\u667a\u80fd\u4f53\u5de5\u5177\u8c03\u7528\u3002<\/li>\n<li>\u590d\u6742\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5982 Manus\u3002<\/li>\n<\/ul>\n<p><strong>Claude Code\u7684\u5de5\u7a0b\u5b9e\u8df5<\/strong><\/p>\n<p>Claude Code \u4f5c\u4e3a\u7f16\u7801 Agent \u7684\u6807\u6746\uff0c\u5728\u4e0a\u4e0b\u6587\u5de5\u7a0b\u65b9\u9762\u6709\u5f88\u591a\u72ec\u5230\u7684\u5b9e\u8df5\uff1a<\/p>\n<ul>\n<li>\u4e09\u5c42\u8bb0\u5fc6\u67b6\u6784\uff1a\u5b9e\u73b0\u4ece\u5b9e\u65f6\u8bbf\u95ee\u5230\u6301\u4e45\u5316\u5b58\u50a8\u7684\u5b8c\u6574\u8986\u76d6\u3002<\/li>\n<li>\u5b9e\u65f6 Steering \u673a\u5236\uff1a\u6d41\u5f0f\u8f93\u51fa\u63d0\u4f9b\u6301\u7eed\u4ea4\u4e92\u53cd\u9988\u3002<\/li>\n<li>\u5206\u5c42\u591a Agent \u534f\u4f5c\uff1a\u4e3b Agent \u534f\u8c03 + SubAgent \u6267\u884c\u7684\u5206\u5c42\u67b6\u6784\u3002<\/li>\n<li>\u52a8\u6001\u4e0a\u4e0b\u6587\u6ce8\u5165\uff1a\u81ea\u52a8\u8bc6\u522b\u548c\u6ce8\u5165\u76f8\u5173\u6587\u4ef6\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<h3>\u4e09\u5c42\u8bb0\u5fc6\u67b6\u6784<\/h3>\n<p>\u5728\u957f\u5bf9\u8bdd\u4e2d\uff0c\u4e0a\u4e0b\u6587\u7ba1\u7406\u9762\u4e34 Token \u9650\u5236\u5bfc\u81f4\u4fe1\u606f\u4e22\u5931\u3001\u4f20\u7edf\u538b\u7f29\u65b9\u6cd5\u7834\u574f\u4e0a\u4e0b\u6587\u8fde\u7eed\u6027\u3001\u65e0\u6cd5\u652f\u6301\u590d\u6742\u591a\u8f6e\u534f\u4f5c\u4efb\u52a1\u7b49\u6311\u6218\u3002<\/p>\n<p>Claude Code \u7684\u89e3\u51b3\u65b9\u6848\u662f\u6784\u5efa\u4e09\u5c42\u8bb0\u5fc6\u7cfb\u7edf\uff1a<\/p>\n<ul>\n<li>\u77ed\u671f\u8bb0\u5fc6\uff08\u5f53\u524d\u5bf9\u8bdd\uff09<\/li>\n<li>\u4e2d\u671f\u8bb0\u5fc6\uff08\u667a\u80fd\u538b\u7f29\uff09<\/li>\n<li>\u957f\u671f\u8bb0\u5fc6\uff08CLAUDE.md \u9879\u76ee\u77e5\u8bc6\u5e93\uff09<\/li>\n<\/ul>\n<p>\u5b9e\u73b0\u4ece\u5b9e\u65f6\u8bbf\u95ee\u5230\u6301\u4e45\u5316\u5b58\u50a8\u7684\u5b8c\u6574\u8986\u76d6\u3002<\/p>\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>92% \u9608\u503c\u81ea\u52a8\u89e6\u53d1\u667a\u80fd\u538b\u7f29<\/li>\n<li>8 \u6bb5\u5f0f\u7ed3\u6784\u5316\u4fdd\u5b58\u6838\u5fc3\u4fe1\u606f<\/li>\n<li>\u8de8\u4f1a\u8bdd\u6062\u590d\u9879\u76ee\u80cc\u666f\u548c\u7528\u6237\u504f\u597d<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135620667.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<h3>\u5b9e\u65f6 Steering \u673a\u5236<\/h3>\n<p>\u4f20\u7edf Agent \u65e0\u6cd5\u4e2d\u65ad\uff0c\u7528\u6237\u5fc5\u987b\u7b49\u5f85\u5b8c\u6574\u6267\u884c\u7ed3\u675f\u624d\u80fd\u8c03\u6574\u65b9\u5411\uff0c\u5bfc\u81f4\u8d44\u6e90\u6d6a\u8d39\u548c\u7528\u6237\u4f53\u9a8c\u5dee\uff0c\u65e0\u6cd5\u5e94\u5bf9\u52a8\u6001\u53d8\u5316\u7684\u9700\u6c42\u3002<\/p>\n<p>Claude Code \u7684\u89e3\u51b3\u65b9\u6848\u662f\u91c7\u7528\u5f02\u6b65\u6d88\u606f\u961f\u5217 + \u4e3b\u5faa\u73af\u7684\u53cc\u5f15\u64ce\u8bbe\u8ba1\uff0c\u652f\u6301\u5b9e\u65f6\u4e2d\u65ad\u548c\u6062\u590d\uff0c\u7528\u6237\u53ef\u4ee5\u968f\u65f6\u8c03\u6574\u4efb\u52a1\u65b9\u5411\uff0c\u7cfb\u7edf\u81ea\u52a8\u4fdd\u5b58\u72b6\u6001\u5e76\u65e0\u7f1d\u5207\u6362\u3002<\/p>\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u5f02\u6b65\u6d88\u606f\u961f\u5217\u652f\u6301\u5b9e\u65f6\u4e2d\u65ad\u3002<\/li>\n<li>\u4e3b\u5faa\u73af\u81ea\u9002\u5e94\u6d41\u7a0b\u63a7\u5236\u3002<\/li>\n<li>\u6d41\u5f0f\u8f93\u51fa\u63d0\u4f9b\u6301\u7eed\u4ea4\u4e92\u53cd\u9988\u3002<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135620847.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<h3>\u5206\u5c42\u591a Agent \u534f\u4f5c<\/h3>\n<p>\u590d\u6742\u4efb\u52a1\u9700\u8981\u5e76\u53d1\u5904\u7406\u591a\u4e2a\u5b50\u4efb\u52a1\uff0c\u5355 Agent \u6a21\u5f0f\u5bb9\u6613\u51fa\u73b0\u4e0a\u4e0b\u6587\u6c61\u67d3\u3001\u8d44\u6e90\u7ade\u4e89\u548c\u6545\u969c\u4f20\u64ad\uff0c\u5f71\u54cd\u6574\u4f53\u6267\u884c\u6548\u7387\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<p>Claude Code \u7684\u89e3\u51b3\u65b9\u6848\u662f\u91c7\u7528\u4e3b Agent \u8d1f\u8d23\u4efb\u52a1\u534f\u8c03\uff0cSubAgent \u6267\u884c\u4e13\u9879\u4efb\u52a1\uff0c\u5b9e\u73b0\u9694\u79bb\u6267\u884c\u73af\u5883\uff0c\u8c03\u5ea6\u5668\u63a7\u5236\u6700\u591a 10 \u4e2a\u5de5\u5177\u5e76\u53d1\uff0c\u786e\u4fdd\u4efb\u52a1\u9694\u79bb\u548c\u8d44\u6e90\u4f18\u5316\u3002<\/p>\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u4e3b Agent \u534f\u8c03 + SubAgent \u6267\u884c\u7684\u5206\u5c42\u67b6\u6784\u3002<\/li>\n<li>\u72ec\u7acb\u6267\u884c\u73af\u5883\u907f\u514d\u4e0a\u4e0b\u6587\u6c61\u67d3\u3002<\/li>\n<li>\u667a\u80fd\u8c03\u5ea6\u5668\u5b9e\u73b0 10 \u5de5\u5177\u5e76\u53d1\u63a7\u5236\u3002<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135621112.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<h3>\u52a8\u6001\u4e0a\u4e0b\u6587\u6ce8\u5165<\/h3>\n<p>\u7528\u6237\u5728\u5bf9\u8bdd\u4e2d\u63d0\u53ca\u6587\u4ef6\u6216\u6982\u5ff5\u65f6\uff0c\u7cfb\u7edf\u65e0\u6cd5\u81ea\u52a8\u5173\u8054\u76f8\u5173\u4fe1\u606f\uff0c\u5bfc\u81f4\u6a21\u578b\u7f3a\u4e4f\u5fc5\u8981\u7684\u4e0a\u4e0b\u6587\u80cc\u666f\uff0c\u5f71\u54cd\u54cd\u5e94\u8d28\u91cf\u548c\u51c6\u786e\u6027\u3002<\/p>\n<p>Claude Code \u7684\u89e3\u51b3\u65b9\u6848\u662f\u667a\u80fd\u68c0\u6d4b\u7528\u6237\u610f\u56fe\u4e2d\u7684\u6587\u4ef6\u5f15\u7528\uff0c\u81ea\u52a8\u8bfb\u53d6\u76f8\u5173\u5185\u5bb9\u5e76\u6ce8\u5165\u4e0a\u4e0b\u6587\uff0c\u57fa\u4e8e\u4f9d\u8d56\u5173\u7cfb\u63a8\u8350\u76f8\u5173\u6587\u4ef6\uff0c\u63d0\u4f9b\u8bed\u6cd5\u9ad8\u4eae\u548c\u683c\u5f0f\u5316\u663e\u793a\uff0c\u6700\u592720\u6587\u4ef68K Token\u9650\u5236\u3002<\/p>\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u81ea\u52a8\u8bc6\u522b\u548c\u6ce8\u5165\u76f8\u5173\u6587\u4ef6\u5185\u5bb9\u3002<\/li>\n<li>\u667a\u80fd\u63a8\u8350\u57fa\u4e8e\u4f9d\u8d56\u5173\u7cfb\u5206\u6790\u3002<\/li>\n<li>\u5bb9\u91cf\u63a7\u5236\u548c\u683c\u5f0f\u4f18\u5316\u63d0\u5347\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135621323.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p><strong>Manus\u7684\u4f18\u5316\u5b9e\u8df5<\/strong><\/p>\n<p>Manus \u5728\u4e0a\u4e0b\u6587\u5de5\u7a0b\u65b9\u9762\u6709\u8bf8\u591a\u72ec\u7279\u7684\u4f18\u5316\u5b9e\u8df5\uff1a<\/p>\n<ul>\n<li>KV \u7f13\u5b58\u4f18\u5316\uff1a\u56f4\u7ed5 KV \u7f13\u5b58\u8bbe\u8ba1\uff0c\u5927\u5e45\u964d\u4f4e\u6210\u672c\u548c\u5ef6\u8fdf\u3002<\/li>\n<li>\u5de5\u5177\u906e\u853d\uff1a\u906e\u853d\u800c\u975e\u79fb\u9664\u5de5\u5177\uff0c\u4fdd\u6301\u4e0a\u4e0b\u6587\u7a33\u5b9a\u6027\u3002<\/li>\n<li>\u6587\u4ef6\u7cfb\u7edf\u8bb0\u5fc6\uff1a\u4f7f\u7528\u6587\u4ef6\u7cfb\u7edf\u4f5c\u4e3a\u7ec8\u6781\u4e0a\u4e0b\u6587\u3002<\/li>\n<li>\u6ce8\u610f\u529b\u64cd\u63a7\uff1a\u901a\u8fc7\u590d\u8ff0\u64cd\u63a7\u6ce8\u610f\u529b\uff0c\u4fdd\u6301\u76ee\u6807\u4e00\u81f4\u3002<\/li>\n<li>\u9519\u8bef\u4fdd\u7559\uff1a\u4fdd\u7559\u9519\u8bef\u5185\u5bb9\uff0c\u8ba9\u6a21\u578b\u4ece\u5931\u8d25\u4e2d\u5b66\u4e60\u3002<\/li>\n<li>\u591a\u6837\u6027\u589e\u5f3a\uff1a\u907f\u514d\u5c11\u6837\u672c\u793a\u4f8b\u9677\u9631\uff0c\u589e\u52a0\u7ed3\u6784\u5316\u53d8\u5316\u3002<\/li>\n<\/ul>\n<h3>\u56f4\u7ed5 KV \u7f13\u5b58\u8fdb\u884c\u8bbe\u8ba1<\/h3>\n<p>\u968f\u7740\u6bcf\u4e00\u6b65\u7684\u63a8\u8fdb\uff0c\u4e0a\u4e0b\u6587\u4e0d\u65ad\u589e\u957f\uff0c\u800c\u8f93\u51fa\u4fdd\u6301\u76f8\u5bf9\u7b80\u77ed\u3002\u8fd9\u4f7f\u5f97 Agent \u76f8\u6bd4\u804a\u5929\u673a\u5668\u4eba\u7684\u9884\u586b\u5145\u548c\u89e3\u7801\u6bd4\u4f8b\u9ad8\u5ea6\u503e\u659c\u3002\u5728 Manus \u4e2d\uff0c\u5e73\u5747\u8f93\u5165\u4e0e\u8f93\u51fa\u7684 token \u6bd4\u4f8b\u7ea6\u4e3a 100:1\u3002<\/p>\n<p>\u5177\u6709\u76f8\u540c\u524d\u7f00\u7684\u4e0a\u4e0b\u6587\u53ef\u4ee5\u5229\u7528 KV \u7f13\u5b58\uff0c\u5927\u5927\u51cf\u5c11\u9996\u4e2a token \u751f\u6210\u7684\u65f6\u95f4\u548c\u63a8\u7406\u6210\u672c\u3002\u4f7f\u7528 Claude Sonnet \u65f6\uff0c\u8f93\u5165 token \u7f13\u5b58 0.3 \u7f8e\u5143\/\u767e\u4e07 token\uff0c\u672a\u7f13\u5b58 3 \u7f8e\u5143\/\u767e\u4e07 token\uff0c\u5341\u500d\u6210\u672c\u5dee\u5f02\uff01<\/p>\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u4fdd\u6301\u524d\u7f00\u7a33\u5b9a\uff0c\u65f6\u95f4\u6233\u4f1a\u4f7f KV \u7f13\u5b58\u5931\u6548\u3002<\/li>\n<li>\u4f7f\u4e0a\u4e0b\u6587\u53ea\u8ffd\u52a0\uff0c\u786e\u4fdd\u4f60\u7684 JSON \u5e8f\u5217\u5316\u662f\u786e\u5b9a\u6027\u7684\uff0c\u952e\u987a\u5e8f\u4e0d\u7a33\u5b9a\u4f1a\u7834\u574f\u7f13\u5b58\u3002<\/li>\n<li>\u5728\u9700\u8981\u65f6\u660e\u786e\u6807\u8bb0\u7f13\u5b58\u65ad\u70b9\uff0c\u4e0d\u652f\u6301\u81ea\u52a8\u589e\u91cf\u524d\u7f00\u7f13\u5b58\u6a21\u578b\u6216\u63a8\u7406\u6846\u67b6\u9700\u8981\u5728\u4e0a\u4e0b\u6587\u4e2d\u624b\u52a8\u63d2\u5165\u7f13\u5b58\u65ad\u70b9\u3002<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135621442.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<h3>\u906e\u853d\uff0c\u800c\u975e\u79fb\u9664\u5de5\u5177<\/h3>\n<p>\u5de5\u5177\u6570\u91cf\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u6a21\u578b\u66f4\u53ef\u80fd\u9009\u62e9\u9519\u8bef\u7684\u884c\u52a8\u6216\u91c7\u53d6\u4f4e\u6548\u7684\u8def\u5f84\uff0c\u4f46\u662f\u8981\u907f\u514d\u5728\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u52a8\u6001\u6dfb\u52a0\u6216\u79fb\u9664\u5de5\u5177\uff1a<\/p>\n<ul>\n<li>\u52a8\u6001\u66f4\u6539\u4f1a\u5bfc\u81f4 KV \u7f13\u5b58\u5931\u6548\u3002<\/li>\n<li>\u6a21\u578b\u4f1a\u5bf9\u4e0d\u518d\u5b9a\u4e49\u7684\u5de5\u5177\u611f\u5230\u56f0\u60d1\u3002<\/li>\n<\/ul>\n<p>Manus \u7684\u89e3\u51b3\u65b9\u6848\u662f\u4f7f\u7528\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u72b6\u6001\u673a\u6765\u7ba1\u7406\u5de5\u5177\u53ef\u7528\u6027\uff0c\u5728\u89e3\u7801\u8fc7\u7a0b\u4e2d\u63a9\u853d token \u7684 logits\uff0c\u57fa\u4e8e\u5f53\u524d\u4e0a\u4e0b\u6587\u963b\u6b62\u6216\u5f3a\u5236\u9009\u62e9\u67d0\u4e9b\u5de5\u5177\u3002<\/p>\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u5728\u5b9e\u8df5\u4e2d\uff0c\u5927\u591a\u6570\u6a21\u578b\u63d0\u4f9b\u5546\u548c\u63a8\u7406\u6846\u67b6\u90fd\u652f\u6301\u67d0\u79cd\u5f62\u5f0f\u7684\u54cd\u5e94\u9884\u586b\u5145\uff08response prefill\uff09\uff0c\u8fd9\u5141\u8bb8\u4f60\u5728\u4e0d\u4fee\u6539\u5de5\u5177\u5b9a\u4e49\u7684\u60c5\u51b5\u4e0b\u7ea6\u675f\u52a8\u4f5c\u7a7a\u95f4\u3002<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135621475.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<h3>\u4f7f\u7528\u6587\u4ef6\u7cfb\u7edf\u4f5c\u4e3a\u4e0a\u4e0b\u6587<\/h3>\n<p>\u5f53\u524d\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\u5e26\u6765\u4e09\u4e2a\u5e38\u89c1\u7684\u75db\u70b9\uff1a<\/p>\n<ul>\n<li>\u89c2\u5bdf\u7ed3\u679c\u53ef\u80fd\u975e\u5e38\u5e9e\u5927\uff0c\u5bb9\u6613\u8d85\u51fa\u4e0a\u4e0b\u6587\u9650\u5236\u3002<\/li>\n<li>\u8d85\u8fc7\u4e00\u5b9a\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u540e\uff0c\u6a21\u578b\u6027\u80fd\u5f80\u5f80\u4f1a\u4e0b\u964d\u3002<\/li>\n<li>\u5373\u4f7f\u4f7f\u7528 KV \u7f13\u5b58\uff0c\u957f\u8f93\u5165\u6210\u672c\u4f9d\u7136\u9ad8\u6602\u3002<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0cManus \u5c06\u6587\u4ef6\u7cfb\u7edf\u89c6\u4e3a\u7ec8\u6781\u4e0a\u4e0b\u6587\uff1a\u5927\u5c0f\u4e0d\u53d7\u9650\u5236\uff0c\u5929\u7136\u6301\u4e45\u5316\uff0c\u5e76\u4e14 Agent \u53ef\u4ee5\u76f4\u63a5\u64cd\u4f5c\u3002\u6a21\u578b\u5b66\u4f1a\u6309\u9700\u5199\u5165\u548c\u8bfb\u53d6\u6587\u4ef6\u2014\u2014\u4e0d\u4ec5\u5c06\u6587\u4ef6\u7cfb\u7edf\u7528\u4f5c\u5b58\u50a8\uff0c\u8fd8\u7528\u4f5c\u7ed3\u6784\u5316\u7684\u5916\u90e8\u8bb0\u5fc6\u3002<\/p>\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u53ea\u8981\u4fdd\u7559 URL\uff0c\u7f51\u9875\u5185\u5bb9\u5c31\u53ef\u4ee5\u4ece\u4e0a\u4e0b\u6587\u4e2d\u79fb\u9664\uff1b\u5982\u679c\u6c99\u76d2\u4e2d\u4ecd\u7136\u4fdd\u7559\u6587\u6863\u8def\u5f84\uff0c\u5219\u53ef\u4ee5\u7701\u7565\u6587\u6863\u5185\u5bb9\u3002\u8fd9\u4f7f\u5f97 Manus \u80fd\u591f\u7f29\u77ed\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u800c\u4e0d\u4f1a\u6c38\u4e45\u4e22\u5931\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135621519.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u901a\u8fc7\u590d\u8ff0\u64cd\u63a7\u6ce8\u610f\u529b<\/p>\n<p>Manus \u4e2d\u7684\u4e00\u4e2a\u5178\u578b\u4efb\u52a1\u5e73\u5747\u9700\u8981\u5927\u7ea6 50 \u6b21\u5de5\u5177\u8c03\u7528\u3002\u8fd9\u662f\u4e00\u4e2a\u5f88\u957f\u7684\u5faa\u73af\u2014\u2014\u7531\u4e8e Manus \u4f9d\u8d56 LLM \u8fdb\u884c\u51b3\u7b56\uff0c\u5b83\u5f88\u5bb9\u6613\u504f\u79bb\u4e3b\u9898\u6216\u5fd8\u8bb0\u65e9\u671f\u76ee\u6807\uff0c\u5c24\u5176\u662f\u5728\u957f\u4e0a\u4e0b\u6587\u6216\u590d\u6742\u4efb\u52a1\u4e2d\u3002<\/p>\n<p>Manus \u7684\u89e3\u51b3\u65b9\u6848\u662f\u901a\u8fc7\u4e0d\u65ad\u91cd\u5199\u5f85\u529e\u4e8b\u9879\u5217\u8868\uff0c\u5c06\u76ee\u6807\u590d\u8ff0\u5230\u4e0a\u4e0b\u6587\u7684\u672b\u5c3e\u3002\u8fd9\u5c06\u5168\u5c40\u8ba1\u5212\u63a8\u5165\u6a21\u578b\u7684\u8fd1\u671f\u6ce8\u610f\u529b\u8303\u56f4\u5185\uff0c\u907f\u514d\u4e86&quot;\u4e22\u5931\u5728\u4e2d\u95f4&quot;\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u907f\u514d&quot;\u4e22\u5931\u5728\u4e2d\u95f4&quot;\u95ee\u9898<\/li>\n<li>\u4fdd\u6301\u76ee\u6807\u4e00\u81f4\u6027<\/li>\n<li>\u63d0\u5347\u957f\u4efb\u52a1\u6267\u884c\u80fd\u529b<\/li>\n<li>\u65e0\u9700\u67b6\u6784\u53d8\u66f4<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135621562.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u4fdd\u7559\u9519\u8bef\u7684\u5185\u5bb9<\/p>\n<p>\u5728\u591a\u6b65\u9aa4\u4efb\u52a1\u4e2d\uff0c\u5931\u8d25\u4e0d\u662f\u4f8b\u5916\uff1b\u5b83\u662f\u5faa\u73af\u7684\u4e00\u90e8\u5206\u3002\u7136\u800c\uff0c\u4e00\u4e2a\u5e38\u89c1\u7684\u51b2\u52a8\u662f\u9690\u85cf\u8fd9\u4e9b\u9519\u8bef\uff0c\u8fd9\u662f\u6709\u4ee3\u4ef7\u7684\uff1a\u64e6\u9664\u5931\u8d25\u4f1a\u79fb\u9664\u8bc1\u636e\u3002\u6ca1\u6709\u8bc1\u636e\uff0c\u6a21\u578b\u5c31\u65e0\u6cd5\u9002\u5e94\u3002<\/p>\n<p>Manus \u7684\u89e3\u51b3\u65b9\u6848\u662f\u5c06\u9519\u8bef\u7684\u5c1d\u8bd5\u4fdd\u7559\u5728\u4e0a\u4e0b\u6587\u4e2d\u3002\u5f53\u6a21\u578b\u770b\u5230\u4e00\u4e2a\u5931\u8d25\u7684\u884c\u52a8\u2014\u2014\u4ee5\u53ca\u7531\u6b64\u4ea7\u751f\u7684\u89c2\u5bdf\u7ed3\u679c\u6216\u5806\u6808\u8ddf\u8e2a\u2014\u2014\u5b83\u4f1a\u9690\u5f0f\u5730\u66f4\u65b0\u5176\u5185\u90e8\u4fe1\u5ff5\u3002\u8fd9\u4f1a\u6539\u53d8\u5176\u5148\u9a8c\uff0c\u964d\u4f4e\u91cd\u590d\u76f8\u540c\u9519\u8bef\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u6a21\u578b\u4ece\u9519\u8bef\u4e2d\u5b66\u4e60<\/li>\n<li>\u964d\u4f4e\u91cd\u590d\u9519\u8bef\u6982\u7387<\/li>\n<li>\u63d0\u4f9b\u8d1f\u9762\u6837\u672c\u8bad\u7ec3<\/li>\n<li>\u589e\u5f3a\u9002\u5e94\u80fd\u529b<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135621621.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<h3>\u4e0d\u8981\u88ab\u5c11\u6837\u672c\u793a\u4f8b\u6240\u56f0<\/h3>\n<p>Few-Shot \u662f\u63d0\u9ad8 LLM \u8f93\u51fa\u7684\u5e38\u7528\u6280\u672f\u3002\u4f46\u5728 Agent \u7cfb\u7edf\u4e2d\uff0c\u5b83\u53ef\u80fd\u4f1a\u4ee5\u5fae\u5999\u7684\u65b9\u5f0f\u9002\u5f97\u5176\u53cd\u3002LLM \u503e\u5411\u4e8e\u6a21\u4eff\u4e0a\u4e0b\u6587\u4e2d\u7684\u884c\u4e3a\u6a21\u5f0f\uff0c\u5bb9\u6613\u5bfc\u81f4\u504f\u79bb\u3001\u8fc7\u5ea6\u6cdb\u5316\uff0c\u6216\u4ea7\u751f\u5e7b\u89c9\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6cd5\u662f\u589e\u52a0\u591a\u6837\u6027\u3002Manus \u5728\u884c\u52a8\u548c\u89c2\u5bdf\u4e2d\u5f15\u5165\u5c11\u91cf\u7684\u7ed3\u6784\u5316\u53d8\u5316\u2014\u2014\u4e0d\u540c\u7684\u5e8f\u5217\u5316\u6a21\u677f\u3001\u66ff\u4ee3\u6027\u63aa\u8f9e\u3001\u987a\u5e8f\u6216\u683c\u5f0f\u4e0a\u7684\u5fae\u5c0f\u566a\u97f3\u3002<\/p>\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u4e0d\u540c\u7684\u5e8f\u5217\u5316\u6a21\u677f<\/li>\n<li>\u66ff\u4ee3\u6027\u63aa\u8f9e\u8868\u8fbe<\/li>\n<li>\u987a\u5e8f\u4e0a\u7684\u5fae\u5c0f\u53d8\u5316<\/li>\n<li>\u683c\u5f0f\u4e0a\u7684\u53d7\u63a7\u566a\u97f3<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135621664.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<p><strong>Spec-Driven Development\uff1a\u4ece\u63d0\u793a\u8bcd\u5230\u89c4\u8303\u9a71\u52a8<\/strong><\/p>\n<p>Vibe Coding \u7684\u5c40\u9650\u6027<\/p>\n<p>\u4f20\u7edf\u7684 Vibe Coding \u6a21\u5f0f\uff08Prompt \u2192 Code\uff09\u5b58\u5728\u660e\u663e\u5c40\u9650\u6027\uff1a<\/p>\n<p>1.\u6307\u671b\u7528\u6237\u5199\u51fa\u9ad8\u8d28\u91cf\u7684\u63d0\u793a\u8bcd\u662f\u4e0d\u73b0\u5b9e\u7684\u3002<\/p>\n<p>2.\u5feb\u901f\u8fed\u4ee3\u751f\u6210\u7684\u4ee3\u7801\u7f3a\u4e4f\u5145\u5206\u7684\u6587\u6863\u3001\u5355\u5143\u6d4b\u8bd5\u6216\u67b6\u6784\u7ea6\u675f\uff0c\u6613\u5f15\u5165\u6280\u672f\u503a\u52a1\u3002<\/p>\n<p>3.\u5f00\u53d1\u8005\u53ef\u80fd\u4e0d\u5b8c\u5168\u7406\u89e3\u751f\u6210\u7684\u4ee3\u7801\uff0c\u5f53\u9700\u8981\u8c03\u8bd5\u3001\u4fee\u6539\u6216\u6269\u5c55\u529f\u80fd\u65f6\u9762\u4e34\u5de8\u5927\u56f0\u96be\uff0c\u96be\u4ee5\u7ef4\u62a4\u548c\u6269\u5c55\u3002<\/p>\n<h3>Spec-Driven\u7684\u7406\u5ff5<\/h3>\n<p>\u89e3\u51b3\u65b9\u6848\u662f\u91c7\u7528 Spec-Driven Development\uff1a<\/p>\n<ul>\n<li>Vibe Coding \u662f\uff1aPrompt \u2192 Code<\/li>\n<li>Spec-Driven Development \u662f\uff1aPrompt \u2192 Requirements \u2192 Design \u2192 Tasks \u2192 Code<\/li>\n<\/ul>\n<p>\u5173\u952e\u4f18\u52bf\uff1a<\/p>\n<ul>\n<li>\u4f18\u5148\u5b9a\u4e49\u9700\u6c42\u6587\u6863\u3001\u7cfb\u7edf\u8bbe\u8ba1\u548c\u4efb\u52a1\u6e05\u5355\uff0c\u786e\u4fdd\u903b\u8f91\u6e05\u6670\uff0c\u4e0e\u4e1a\u52a1\u76ee\u6807\u5bf9\u9f50\u3002<\/li>\n<li>\u6807\u51c6\u5316\u5229\u4e8e\u9488\u5bf9\u6027\u8bad\u7ec3\u548c\u8c03\u4f18\u5927\u6a21\u578b\u8fd4\u56de\u3002<\/li>\n<li>\u6807\u51c6\u5316\u5229\u4e8e\u6784\u5efa\u5b8c\u5584\u7684\u4e0a\u4e0b\u6587\uff0c\u5305\u542b\u6570\u636e\u3001\u5b9e\u4f53\u3001\u4ea4\u4e92\u7b49\u3002<\/li>\n<li>\u5bf9\u4e8e\u5927\u9879\u76ee\u7684\u7ef4\u62a4\u548c\u591a\u4eba\u534f\u4f5c\u66f4\u6709\u5e2e\u52a9\u3002<\/li>\n<\/ul>\n<p>Kiro \u7684\u5b9e\u73b0\u65b9\u5f0f<\/p>\n<p>\u5728\u5177\u4f53\u5b9e\u73b0\u4e0a\uff0cKiro \u9879\u76ee\u91c7\u7528\u4e86\u89c4\u8303\u9a71\u52a8\u7684\u5f00\u53d1\u65b9\u5f0f\uff1a<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251112135621865.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<h3>requirement.md<\/h3>\n<p>\u5b9a\u4e49\u4e86\u8f6f\u4ef6\u4f7f\u7528\u7684 Story\uff0c\u8fd9\u4e9b Story \u5b9a\u4e49\u9075\u5faa\u4e00\u79cd\u53eb\u505a EARS (Easy Approach to Requirements Syntax) \u7684\u683c\u5f0f\uff1a WHEN [condition\/event] THE SYSTEM SHALL [expected behavior] \u7531 LLM \u6839\u636e\u9700\u6c42\u751f\u6210\u3002\u53ef\u4ee5\u4e8c\u6b21\u786e\u8ba4\u548c\u4fee\u6539\u3002<\/p>\n<h3>design.md<\/h3>\n<p>\u8be6\u7ec6\u5217\u4e3e\u8bbe\u8ba1\u7684\u5404\u79cd\u6280\u672f\u7ec6\u8282\uff1a<\/p>\n<ul>\n<li>\u67b6\u6784\u8bbe\u8ba1\u4e0e\u6a21\u5757\u62c6\u5206<\/li>\n<li>\u63a5\u53e3\u4e0e\u6d41\u7a0b<\/li>\n<li>\u6570\u636e\u5e93\u8868\u7ed3\u6784<\/li>\n<li>\u524d\u7aef\u5b9e\u73b0<\/li>\n<\/ul>\n<h3>tasks.md<\/h3>\n<ul>\n<li>\u628a\u5f00\u53d1\u8fc7\u7a0b\u5206\u89e3\u6210\u4efb\u52a1\u3002<\/li>\n<li>\u6bcf\u4e00\u4e2a\u4efb\u52a1\u90fd\u88ab\u5b9a\u4e49\u6210\u4e00\u4e2a TODO List\u3002<\/li>\n<li>\u53ef\u4ee5\u70b9\u51fb\u4e00\u4e2a\u6309\u94ae\u542f\u52a8\u4e00\u4e2a Task \u7684\u5f00\u53d1\u8fc7\u7a0b\u3002<\/li>\n<li>\u5b9e\u65f6\u66f4\u65b0\u3001\u56de\u6eaf\u72b6\u6001\u3002<\/li>\n<\/ul>\n<p><strong>\u672a\u6765\u5c55\u671b\uff1a\u4ece\u4e0a\u4e0b\u6587\u5de5\u7a0b\u5230\u73af\u5883\u5de5\u7a0b<\/strong><\/p>\n<p>LLM \u73b0\u5728\u5c31\u50cf\u5728\u4e00\u95f4\u5c01\u95ed\u7684\u5c4b\u5b50\u4e2d\uff0c\u6211\u4eec\u901a\u8fc7\u53d1\u77ed\u4fe1\u548c\u5b83\u4ea4\u6d41\uff0c\u672a\u6765\u5b83\u9700\u8981\u66f4\u5b8c\u5584\u7684\u4e94\u611f\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u4ecd\u662f\u4e2d\u95f4\u6001\uff0c\u73af\u5883\u5de5\u7a0b\u662f\u7ec8\u6781\u76ee\u6807\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u9636\u6bb5<\/th>\n<th>\u4e3b\u8981\u5185\u5bb9<\/th>\n<th>\u7279\u70b9\u4e0e\u5c40\u9650\u6027<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u63d0\u793a\u8bcd\u5de5\u7a0b<\/td>\n<td>\u8bbe\u8ba1\u5355\u6761\u9ad8\u8d28\u91cf Prompt\uff0c\u6307\u5bfc\u6a21\u578b\u8f93\u51fa<\/td>\n<td>\u9759\u6001\u3001\u4e00\u6b21\u6027\u3001\u4f9d\u8d56\u4eba\u7c7b\u7f16\u5199\uff0c\u7f3a\u4e4f\u52a8\u6001\u9002\u5e94\u6027<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/td>\n<td>\u52a8\u6001\u6536\u96c6\u3001\u7ec4\u7ec7\u548c\u6ce8\u5165\u591a\u6a21\u6001\u3001\u591a\u7ef4\u5ea6\u4e0a\u4e0b\u6587\u4fe1\u606f<\/td>\n<td>\u5173\u6ce8&quot;\u6a21\u578b\u8f93\u5165&quot;\uff0c\u63d0\u5347\u667a\u80fd\u4f53\u8868\u73b0\uff0c\u4f46\u4ecd\u4ee5\u6a21\u578b\u4e3a\u4e2d\u5fc3<\/td>\n<\/tr>\n<tr>\n<td>\u73af\u5883\u5de5\u7a0b<\/td>\n<td>\u6784\u5efa\u4e00\u4e2a\u6301\u7eed\u6f14\u5316\u3001\u53ef\u611f\u77e5\u3001\u53ef\u4ea4\u4e92\u7684\u667a\u80fd\u73af\u5883<\/td>\n<td>\u5173\u6ce8&quot;\u6a21\u578b\u6240\u5904\u7684\u4e16\u754c&quot;\uff0cAI\u4e0d\u4ec5\u611f\u77e5\u73af\u5883\uff0c\u8fd8\u80fd\u4e3b\u52a8\u5851\u9020\u73af\u5883<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e3a\u4ec0\u4e48\u73af\u5883\u5de5\u7a0b\u662f\u7ec8\u6781\u76ee\u6807\uff1f<\/p>\n<p>1.\u73af\u5883\u4e0d\u4ec5\u5305\u542b\u4e0a\u4e0b\u6587\uff0c\u8fd8\u5305\u62ec\u52a8\u6001\u53d8\u5316\u7684\u4e16\u754c\u72b6\u6001\u3001\u89c4\u5219\u3001\u4ea4\u4e92\u5386\u53f2\u3001\u53cd\u9988\u673a\u5236\u7b49\u3002<\/p>\n<p>2.AI Agent \u4e0d\u518d\u53ea\u662f&quot;\u88ab\u52a8&quot;\u63a5\u53d7\u4e0a\u4e0b\u6587\uff0c\u800c\u662f&quot;\u4e3b\u52a8&quot;\u611f\u77e5\u3001\u63a2\u7d22\u3001\u5f71\u54cd\u73af\u5883\u3002<\/p>\n<p>3.\u73af\u5883\u5de5\u7a0b\u5f3a\u8c03 AI \u4e0e\u73af\u5883\u7684\u53cc\u5411\u4f5c\u7528\uff0c\u652f\u6301\u6301\u7eed\u5b66\u4e60\u3001\u81ea\u9002\u5e94\u3001\u534f\u4f5c\u7b49\u66f4\u590d\u6742\u7684\u667a\u80fd\u884c\u4e3a\u3002<\/p>\n<p>4.\u5728\u73af\u5883\u5de5\u7a0b\u4e2d\uff0cAI \u7684\u8f93\u5165\u8f93\u51fa\u4e0d\u518d\u5c40\u9650\u4e8e\u6587\u672c\u6216\u7ed3\u6784\u5316\u6570\u636e\uff0c\u800c\u662f\u5305\u62ec\u771f\u5b9e\u4e16\u754c\u7684\u611f\u77e5\u3001\u52a8\u4f5c\u548c\u957f\u671f\u5f71\u54cd\u3002<\/p>\n<p><strong>\u603b\u7ed3<\/strong><\/p>\n<p>\u901a\u8fc7\u5bf9 Claude Code\u3001Manus \u548c Kiro \u7b49\u4ea7\u54c1\u7684\u5206\u6790\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u4e0a\u4e0b\u6587\u5de5\u7a0b\u5728\u73b0\u4ee3 AI \u7cfb\u7edf\u4e2d\u7684\u5173\u952e\u4f5c\u7528\u3002\u5b83\u4e0d\u4ec5\u89e3\u51b3\u4e86\u4f20\u7edf\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u5c40\u9650\u6027\uff0c\u8fd8\u4e3a\u6784\u5efa\u66f4\u667a\u80fd\u3001\u66f4\u53ef\u9760\u7684 AI Agent \u63d0\u4f9b\u4e86\u7cfb\u7edf\u5316\u7684\u65b9\u6cd5\u8bba\u3002<\/p>\n<p>\u4ece LangChain \u7684\u56db\u7c7b\u4e0a\u4e0b\u6587\u7ba1\u7406\u65b9\u6cd5\uff0c\u5230 Claude Code \u7684\u4e09\u5c42\u8bb0\u5fc6\u67b6\u6784\u548c\u5b9e\u65f6 Steering \u673a\u5236\uff0c\u518d\u5230 Manus \u7684 KV \u7f13\u5b58\u4f18\u5316\u548c\u5de5\u5177\u906e\u853d\u6280\u672f\uff0c\u4ee5\u53ca Kiro \u7684\u89c4\u8303\u9a71\u52a8\u5f00\u53d1\u6a21\u5f0f\uff0c\u4e1a\u754c\u6b63\u5728\u4e0d\u65ad\u63a2\u7d22\u548c\u5b8c\u5584\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n<p>\u672a\u6765\uff0c\u968f\u7740\u73af\u5883\u5de5\u7a0b\u6982\u5ff5\u7684\u6210\u719f\uff0c\u6211\u4eec\u5c06\u770b\u5230 AI \u7cfb\u7edf\u4ece\u88ab\u52a8\u63a5\u53d7\u4e0a\u4e0b\u6587\u8d70\u5411\u4e3b\u52a8\u611f\u77e5\u548c\u5851\u9020\u73af\u5883\uff0c\u5b9e\u73b0\u66f4\u9ad8\u7ea7\u522b\u7684\u667a\u80fd\u4ea4\u4e92\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f15\u8a00 \u968f\u7740 AI Agent \u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4e00\u4e2a\u65b0\u7684\u540d\u8bcd\u300c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u300d\u8fdb\u5165\u5927\u5bb6\u7684\u89c6\u91ce\uff0c\u5f88\u591a\u4eba\u4f1a\u597d\u5947\u5b83\u4e0e\u300c\u63d0\u793a\u8bcd\u5de5\u7a0b\u300d\u6709\u4ec0\u4e48\u533a\u522b\uff0c\u662f\u53c8\u5728\u9020\u65b0   \u2026 &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0},"categories":[286],"tags":[],"_links":{"self":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9504"}],"collection":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9504"}],"version-history":[{"count":1,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9504\/revisions"}],"predecessor-version":[{"id":9505,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9504\/revisions\/9505"}],"wp:attachment":[{"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9504"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9504"},{"taxonomy":"post_tag","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9504"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}