{"id":20835,"date":"2026-05-28T13:23:33","date_gmt":"2026-05-28T05:23:33","guid":{"rendered":"https:\/\/92it.top\/?p=20835"},"modified":"2026-05-28T13:23:33","modified_gmt":"2026-05-28T05:23:33","slug":"%e4%b8%ba%e4%bb%80%e4%b9%88-claude-code-%e6%94%be%e5%bc%83%e4%ba%86rag-agentic-search-%e5%8f%88%e6%98%af%e4%b8%aa%e5%95%a5%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=20835","title":{"rendered":"\u4e3a\u4ec0\u4e48 Claude Code \u653e\u5f03\u4e86RAG? Agentic Search \u53c8\u662f\u4e2a\u5565\uff1f"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u524d\u8a00\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6700\u8fd1\u770b\u5230\u6709\u4e00\u4e9b\u6587\u7ae0\u63d0\u51fa\u4e86 \u201cRAG \u5df2\u6b7b\u201d \u7684\u89c2\u70b9<\/p>\n\n\n\n<p>\u5f15\u7206\u8fd9\u4e8b\u7684\uff0c\u662f Boris Cherny\u2014\u2014Claude Code \u7684\u5f00\u53d1\u8d1f\u8d23\u4eba\u3002\u4ed6\u5728\u4e00\u6b21\u64ad\u5ba2\u91cc\u6254\u4e86\u4e2a\u70b8\u5f39\uff1aClaude Code \u65e9\u5c31\u5f7b\u5e95\u629b\u5f03 RAG \u4e86\uff0c\u8f6c\u5411\u4e86\u53e6\u4e00\u79cd\u53eb <strong>Agentic Search<\/strong> \u7684\u65b9\u6848\u3002<\/p>\n\n\n\n<p>Claude Code \u662f\u4ec0\u4e48\uff1f\u5b83\u662f Anthropic \u505a\u7684\u4ee3\u7801\u667a\u80fd\u4f53\uff0c\u4e1a\u754c\u516c\u8ba4\u6700\u5389\u5bb3\u7684\u90a3\u79cd\u3002\u4e00\u4e2a\u9876\u5c16\u56e2\u961f\u653e\u5f03\u5168\u884c\u4e1a\u90fd\u5728\u8ffd\u7684\u6280\u672f\u8def\u7ebf\uff0c\u8fd9\u80cc\u540e\u80af\u5b9a\u6709\u6545\u4e8b\u3002<\/p>\n\n\n\n<p>Boris Cherny \u81ea\u5df1\u89e3\u91ca\u4e86\u539f\u56e0\u3002\u4ed6\u8bf4\uff0cClaude Code \u65e9\u671f\u786e\u5b9e\u662f RAG \u7684\u5fe0\u5b9e\u7528\u6237\u3002\u6d41\u7a0b\u5f88\u7b80\u5355\uff1a<strong>\u5bf9\u6574\u4e2a\u4ee3\u7801\u5e93\u505a\u5411\u91cf\u5316\u7d22\u5f15\uff0c\u7528\u6237\u63d0\u95ee\u65f6\u68c0\u7d22\u76f8\u5173\u7247\u6bb5\uff0c\u62fc\u8fdb\u6a21\u677f\uff0c\u5582\u7ed9\u5927\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<p>\u542c\u8d77\u6765\u5f88\u5b8c\u7f8e\u5bf9\u5427\uff1f\u4f46\u95ee\u9898\u662f\uff0c\u8fd9\u5957\u4e1c\u897f\u5728\u771f\u5b9e\u573a\u666f\u91cc\u6839\u672c\u4e0d\u597d\u7528\u3002\u5177\u4f53\u8bf4\uff0c\u6709\u4e09\u4e2a\u6839\u672c\u6027\u95ee\u9898\uff1a<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e00\uff0c\u6548\u679c\u6709\u4e0a\u9650\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u5404\u79cd Benchmark \u4e0a\u8dd1\u5206\u53ef\u80fd\u8fd8\u4e0d\u9519\uff0c\u4f46\u5b9e\u9645\u7528\u8d77\u6765\uff0c\u5927\u5bb6\u666e\u904d\u89c9\u5f97\u5b83\u4e0d\u591f\u806a\u660e\u3002\u4ee3\u7801\u903b\u8f91\u751f\u786c\uff0c\u4e0a\u4e0b\u6587\u7406\u89e3\u7ecf\u5e38\u8dd1\u504f\u3002\u6362\u7528 Agentic Search \u4e4b\u540e\uff0c\u6a21\u578b\u8868\u73b0\u660e\u663e\u66f4\u50cf\u4e00\u4e2a\u771f\u6b63\u5728\u601d\u8003\u7684\u5f00\u53d1\u8005\u7684\u72b6\u6001\u3002\u8fd9\u79cd\u611f\u89c9\u5f88\u96be\u91cf\u5316\uff0c\u4f46\u7528\u8fc7\u7684\u4eba\u90fd\u80fd\u660e\u786e\u611f\u77e5\u5230\u5dee\u5f02\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e8c\uff0c\u65f6\u6548\u6027\u8ddf\u4e0d\u4e0a\u3002<\/strong><\/p>\n\n\n\n<p>RAG \u9700\u8981\u9884\u5148\u5efa\u7d22\u5f15\u3002\u8fd9\u5957\u5bf9\u9759\u6001\u77e5\u8bc6\uff08\u6bd4\u5982\u4e00\u672c\u767e\u79d1\u5168\u4e66\uff09\u5f88\u5408\u9002\uff0c\u4f46\u4ee3\u7801\u5e93\u4e0d\u4e00\u6837 \u2014\u2014 \u5b83\u662f\u6d3b\u7684\u3002\u4e00\u4e2a\u654f\u6377\u56e2\u961f\u6bcf\u5929\u53ef\u80fd\u6709\u51e0\u5341\u4e0a\u767e\u6b21\u63d0\u4ea4\uff0c\u4ee3\u7801\u7248\u672c\u8fed\u4ee3\u901f\u5ea6\u6781\u5feb\u3002RAG \u7d22\u5f15\u66f4\u65b0\u7684\u901f\u5ea6\u6839\u672c\u8ffd\u4e0d\u4e0a\u4ee3\u7801\u53d8\u5316\u7684\u901f\u5ea6\u3002\u4f60\u68c0\u7d22\u51fa\u6765\u7684\u4fe1\u606f\u53ef\u80fd\u65e9\u5c31\u8fc7\u65f6\u4e86\uff0c\u57fa\u4e8e\u8fc7\u65f6\u4fe1\u606f\u7ed9\u51fa\u7684\u65b9\u6848\uff0c\u8f7b\u5219\u65e0\u6548\uff0c\u91cd\u5219\u5f15\u5165\u65b0 bug\u3002\u4e3a\u4e86\u4fdd\u6301\u65f6\u6548\u6027\u800c\u9891\u7e41\u91cd\u5efa\u7d22\u5f15\uff1f\u8ba1\u7b97\u6210\u672c\u548c\u5de5\u7a0b\u590d\u6742\u5ea6\u90fd\u662f\u65e0\u5e95\u6d1e\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e09\uff0c\u5b89\u5168\u98ce\u9669\u3002<\/strong><\/p>\n\n\n\n<p>\u4ee3\u7801\u662f\u4f01\u4e1a\u6700\u6838\u5fc3\u7684\u8d44\u4ea7\u4e4b\u4e00\u3002\u505a RAG \u5c31\u8981\u628a\u5168\u90e8\u4ee3\u7801\u505a\u6210\u7d22\u5f15\uff0c\u8fd9\u4e2a\u7d22\u5f15\u672c\u8d28\u4e0a\u662f\u4e00\u5f20\u8be6\u7ec6\u7684\u4ee3\u7801\u77e5\u8bc6\u5730\u56fe\u3002\u4e00\u65e6\u6cc4\u9732\uff0c\u4e0d\u53ea\u662f\u6e90\u4ee3\u7801\uff0c\u8fde\u6574\u4e2a\u4ee3\u7801\u5e93\u7684\u7ed3\u6784\u3001\u4f9d\u8d56\u5173\u7cfb\u3001\u6f5c\u5728\u6f0f\u6d1e\u3001\u5546\u4e1a\u903b\u8f91\u90fd\u66b4\u9732\u4e86\u3002\u8fd9\u5c31\u597d\u50cf\u544a\u8bc9\u5c0f\u5077\uff1a\u4f60\u5bb6\u85cf\u5b9d\u8d1d\u5728\u8fd9\u91cc\uff0c\u673a\u5173\u662f\u8fd9\u4e2a \u2014\u2014 \u8fd8\u9644\u4e0a\u4e86\u7834\u89e3\u6559\u7a0b\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e09\u70b9\uff0c\u662f Claude Code \u6700\u7ec8\u653e\u5f03 RAG \u7684\u6838\u5fc3\u539f\u56e0\u3002\u90a3 Agentic Search \u662f\u4ec0\u4e48\uff1f\u5b83\u51ed\u4ec0\u4e48\u80fd\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff1f<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u4ec0\u4e48\u662f Agentic Search\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Agentic Search\uff0c\u4ece\u5b57\u9762\u7ffb\u8bd1\u662f \u201c\u667a\u80fd\u4f53\u5f0f\u641c\u7d22\u201d\u3002\u8fd9\u4e2a\u540d\u5b57\u542c\u8d77\u6765\u9887\u5177\u672a\u6765\u611f\uff0c\u4f46\u5176\u6838\u5fc3\u5b9e\u73b0\u65b9\u5f0f\u5374\u5f02\u5e38\u7684\u8fd4\u749e\u5f52\u771f\uff0c\u5b83\u662f\u5728\u6a21\u4eff\u4e00\u4e2a\u7ecf\u9a8c\u4e30\u5bcc\u7684\u7a0b\u5e8f\u5458\u6700\u539f\u59cb\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>Agentic Search \u7684\u672c\u8d28\uff0c\u662f\u6388\u4e88 AI \u6a21\u578b\uff08\u5373\u667a\u80fd\u4f53 Agent\uff09\u4e00\u79cd<strong>\u81ea\u4e3b\u80fd\u52a8\u6027<\/strong>\uff0c\u8ba9\u5b83\u4e0d\u518d\u88ab\u52a8\u5730\u63a5\u6536\u6211\u4eec\u6295\u5582\u7684\u68c0\u7d22\u7ed3\u679c\uff0c\u800c\u662f\u4e3b\u52a8\u5730\u3001\u6709\u7b56\u7565\u5730\u53bb\u5b83\u8ba4\u4e3a\u9700\u8981\u7684\u5730\u65b9\u641c\u96c6\u4fe1\u606f\u3002AI \u4e0d\u518d\u662f\u7b49\u7740\u88ab\u6295\u5582\u7684\u79c0\u624d\uff0c\u800c\u662f\u77e5\u9053\u53bb\u54ea\u672c\u4e66\u7684\u54ea\u4e2a\u62bd\u5c49\u91cc\u7ffb\u7b54\u6848\u7684\u4fa6\u63a2\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u600e\u4e48\u505a\u5230\u7684\u5462\uff1f\u5b83\u9760\u7684\u662f\u4e24\u4e2a\u6700\u53e4\u8001\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Glob\uff1a\u8fd9\u4e2a Linux \u4e0b\u7684\u547d\u4ee4\u7528\u6765\u6309\u901a\u914d\u7b26\u5339\u914d\u6587\u4ef6\u540d\u548c\u8def\u5f84\u3002\u6bd4\u5982 AI \u60f3\u627e\u9879\u76ee\u91cc\u6240\u6709 Python \u6587\u4ef6\uff0c\u6267\u884c glob **\/*.py \u5c31\u80fd\u77ac\u95f4\u5217\u51fa\u6765\u3002\u7a0b\u5e8f\u5458\u627e\u6587\u4ef6\u65f6\u7528\u6587\u4ef6\u7ba1\u7406\u5668\u6309\u7c7b\u578b\u7b5b\u9009\uff0c\u64cd\u4f5c\u903b\u8f91\u662f\u4e00\u6837\u7684\u3002<br><\/pre>\n\n\n\n<pre class=\"wp-block-preformatted\">Grep\uff1a\u540c\u6837\u6765\u81ea Linux\uff0c\u5728\u6587\u672c\u6587\u4ef6\u91cc\u6309\u5b57\u7b26\u4e32\u6216\u6b63\u5219\u8868\u8fbe\u5f0f\u505a\u5168\u6587\u68c0\u7d22\u3002\u6bd4\u5982 AI \u6000\u7591\u67d0\u4e2a\u51fd\u6570\u6709\u95ee\u9898\u4f46\u4e0d\u77e5\u9053\u5728\u54ea\u5b9a\u4e49\uff0c\u6267\u884c grep -r \"def process_payment\" \u5c31\u80fd\u5728\u6574\u4e2a\u9879\u76ee\u91cc\u627e\u5230\u5305\u542b\u8fd9\u6bb5\u5185\u5bb9\u7684\u6587\u4ef6\u548c\u884c\u3002\u8fd9\u8ddf\u7a0b\u5e8f\u5458\u5728 IDE \u91cc\u6309 Ctrl+Shift+F \u505a\u5168\u5c40\u641c\u7d22\u662f\u4e00\u56de\u4e8b\u3002<br><\/pre>\n\n\n\n<p>\u5f53\u6211\u4eec\u5728\u4f7f\u7528 Claude Code \u7684 Web \u754c\u9762\u65f6\uff0c\u770b\u5230\u7684\u90a3\u4e9b <code>Read(run_simulation.py)<\/code> \u6216 <code>Search(\"class DataLoader\")<\/code> \u7684\u6b65\u9aa4\uff0c\u5e95\u5c42\u8dd1\u7684\u5c31\u662f\u8fd9\u4e00\u5957 Glob \u52a0 Grep \u7684\u7ec4\u5408\u3002<\/p>\n\n\n\n<p>\u8ba9\u6211\u4eec\u6765\u6784\u5efa\u4e00\u4e2a\u66f4\u5177\u4f53\u7684\u573a\u666f\uff0c\u611f\u53d7\u4e00\u4e0b Agentic Search \u7684\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\u4efb\u52a1\uff1a\u201c\u8bf7\u4fee\u590d\u5728 main.py \u6587\u4ef6\u4e2d\uff0c\u8c03\u7528 UserData \u7c7b\u65f6\u51fa\u73b0\u7684 TypeError \u9519\u8bef\u3002\n<\/pre>\n\n\n\n<p>\u4e00\u4e2a\u57fa\u4e8e Agentic Search \u7684 AI \u667a\u80fd\u4f53\u5927\u6982\u662f\u8fd9\u6837\u601d\u8003\u548c\u884c\u52a8\u7684\uff1a<\/p>\n\n\n\n<ol>\n<li><strong>\u3010\u521d\u6b65\u5206\u6790 &amp; \u8ba1\u5212\u3011<\/strong> \u201c\u597d\u7684\uff0c\u4efb\u52a1\u662f\u4fee\u590d <code>main.py<\/code> \u7684 <code>TypeError<\/code>\uff0c\u548c <code>UserData<\/code> \u7c7b\u6709\u5173\u3002\u6211\u9996\u5148\u9700\u8981\u9605\u8bfb <code>main.py<\/code> \u6765\u7406\u89e3\u5f53\u524d\u7684\u8c03\u7528\u65b9\u5f0f\u3002\u201d<\/li>\n\n\n\n<li><strong>\u3010\u6267\u884c\u52a8\u4f5c 1\uff1a\u8bfb\u53d6\u6587\u4ef6\u3011<\/strong> \u5e95\u5c42\u6267\u884c <code>Read(main.py)<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u3010\u89c2\u5bdf &amp; \u66f4\u65b0\u8ba1\u5212\u3011<\/strong> AI \u8bfb\u53d6\u4e86\u6587\u4ef6\u5185\u5bb9\uff0c\u53d1\u73b0\u9519\u8bef\u53d1\u751f\u5728 <code>user = UserData(id)<\/code> \u8fd9\u4e00\u884c\u3002\u5b83\u63a8\u65ad\uff0c\u95ee\u9898\u5f88\u53ef\u80fd\u51fa\u5728 <code>UserData<\/code> \u7c7b\u7684\u6784\u9020\u51fd\u6570 <code>__init__<\/code> \u4e0a\u3002\u4f46 <code>UserData<\/code> \u7c7b\u5e76\u4e0d\u5728 <code>main.py<\/code> \u6587\u4ef6\u4e2d\u3002\u4e8e\u662f\uff0c\u5b83\u5236\u5b9a\u4e86\u65b0\u8ba1\u5212\uff1a\u201c\u6211\u9700\u8981\u627e\u5230 <code>UserData<\/code> \u7c7b\u7684\u5b9a\u4e49\u3002\u201d<\/li>\n\n\n\n<li><strong>\u3010\u6267\u884c\u52a8\u4f5c 2\uff1a\u5168\u5c40\u641c\u7d22\u3011<\/strong> \u5e95\u5c42\u6267\u884c <code>grep -r \"class UserData\"<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u3010\u89c2\u5bdf &amp; \u66f4\u65b0\u8ba1\u5212\u3011<\/strong><code>grep<\/code> \u547d\u4ee4\u8fd4\u56de\u7ed3\u679c\uff0c\u663e\u793a <code>UserData<\/code> \u7c7b\u5b9a\u4e49\u5728 <code>models\/user.py<\/code> \u6587\u4ef6\u7684\u7b2c 15 \u884c\u3002AI \u73b0\u5728\u77e5\u9053\u4e86\u5b9a\u4e49\u7684\u4f4d\u7f6e\u3002\u5b83\u7684\u65b0\u8ba1\u5212\u662f\uff1a\u201c\u9605\u8bfb <code>models\/user.py<\/code> \u6587\u4ef6\uff0c\u68c0\u67e5\u6784\u9020\u51fd\u6570\u3002\u201d<\/li>\n\n\n\n<li><strong>\u3010\u6267\u884c\u52a8\u4f5c 3\uff1a\u8bfb\u53d6\u6587\u4ef6\u3011<\/strong> \u5e95\u5c42\u6267\u884c <code>Read(models\/user.py)<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u3010\u89c2\u5bdf &amp; \u6700\u7ec8\u65b9\u6848\u3011<\/strong> AI \u8bfb\u53d6\u4e86 <code>models\/user.py<\/code>\uff0c\u53d1\u73b0 <code>UserData<\/code> \u7684\u6784\u9020\u51fd\u6570\u662f <code>def __init__(self, id, name):<\/code>\uff0c\u9700\u8981\u4e24\u4e2a\u53c2\u6570 <code>id<\/code> \u548c <code>name<\/code>\uff0c\u800c <code>main.py<\/code> \u4e2d\u53ea\u4f20\u4e86\u4e00\u4e2a <code>id<\/code>\u3002\u95ee\u9898\u5b9a\u4f4d\uff01AI \u6700\u7ec8\u7684\u89e3\u51b3\u65b9\u6848\u662f\uff1a\u4fee\u6539 <code>main.py<\/code> \u4e2d\u7684\u8c03\u7528\uff0c\u6216\u8005\u4e3a <code>name<\/code> \u53c2\u6570\u5728\u6784\u9020\u51fd\u6570\u4e2d\u63d0\u4f9b\u4e00\u4e2a\u9ed8\u8ba4\u503c\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u4f60\u662f\u4e0d\u662f\u633a\u719f\u6089\uff1f\u8fd9\u4e0d\u5c31\u662f\u6211\u4eec\u4eba\u7c7b\u7a0b\u5e8f\u5458\u89e3\u51b3\u95ee\u9898\u7684\u6807\u51c6\u6d41\u7a0b\u5417\uff1fAgentic Search \u7684\u7cbe\u9ad3\uff0c\u5c31\u5728\u4e8e\u8fd9\u79cd \u201c\u5206\u6790\u2192\u8ba1\u5212\u2192\u884c\u52a8\u2192\u89c2\u5bdf\u2192\u518d\u8ba1\u5212\u2192\u518d\u884c\u52a8\u201d \u7684\u5faa\u73af\uff08ReAct \u6846\u67b6\u7684\u4f53\u73b0\uff09\uff0c\u5b83\u5c06\u4e00\u4e2a\u590d\u6742\u7684\u5927\u4efb\u52a1\uff0c\u5206\u89e3\u6210\u4e86\u82e5\u5e72\u4e2a\u7531\u7b80\u5355\u5de5\u5177\u5373\u53ef\u5b8c\u6210\u7684\u5b50\u4efb\u52a1\u3002\u8fd9\u79cd\u65b9\u5f0f\u8d4b\u4e88\u4e86 AI \u6781\u5927\u7684\u7075\u6d3b\u6027\u548c\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\uff0c\u56e0\u4e3a\u5b83\u6bcf\u4e00\u6b65\u7684\u884c\u52a8\u90fd\u662f\u57fa\u4e8e\u4e0a\u4e00\u6b65\u89c2\u5bdf\u7ed3\u679c\u7684\u5b9e\u65f6\u51b3\u7b56\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u5730\u4ece\u4e00\u4e2a\u53ef\u80fd\u5df2\u7ecf\u8fc7\u65f6\u7684\u6570\u636e\u5e93\u91cc\u635e\u53d6\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001Coding Agent \u7684\u8def\u7ebf\u4e4b\u4e89\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Claude Code \u8fd9\u6b21\u8f6c\u5411\uff0c\u6495\u5f00\u4e86\u4ee3\u7801\u667a\u80fd\u4f53\u8d5b\u9053\u7684\u4e00\u9053\u53e3\u5b50 \u2014\u2014 \u539f\u6765\u5927\u5bb6\u8d70\u7684\u6839\u672c\u4e0d\u662f\u540c\u4e00\u6761\u8def\u3002\u8fd9\u573a\u7ade\u8d5b\u65e9\u5c31\u4e0d\u662f\u6bd4\u8c01\u6a21\u578b\u5927\u3001\u8c01\u53c2\u6570\u591a\u4e86\uff0c\u800c\u662f\u56de\u5230\u4e86\u6700\u6839\u672c\u7684\u95ee\u9898\uff1a\u600e\u4e48\u8ba9 AI \u771f\u6b63\u641e\u61c2\u4ee3\u7801\u3001\u64cd\u4f5c\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\u4e09\u80a1\u52bf\u529b\u5df2\u7ecf\u6210\u578b\uff1a<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e00\u7ec4\uff1a\u5f7b\u5e95\u9769\u547d\u6d3e\uff08\u5b8c\u5168\u629b\u5f03 RAG\uff0c\u62e5\u62b1\u5b9e\u65f6\u641c\u7d22\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u4ee3\u8868\u73a9\u5bb6<\/strong>\uff1aClaude Code\u3001Dev-GPT(Cline)<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u7406\u5ff5<\/strong>\uff1a\u8fd9\u6d3e\u8ba4\u4e3a RAG \u5728\u4ee3\u7801\u573a\u666f\u4e0b\u4ece\u6839\u4e0a\u5c31\u9519\u4e86\u3002\u4ee3\u7801\u7684\u52a8\u6001\u6027\u3001\u4e0a\u4e0b\u6587\u7684\u590d\u6742\u6027\u3001\u5b89\u5168\u7684\u9ad8\u8981\u6c42\uff0c\u54ea\u4e2a\u90fd\u4e0d\u662f\u6253\u8865\u4e01\u80fd\u89e3\u51b3\u7684\u3002\u4ed6\u4eec\u7684\u4e3b\u5f20\u5c31\u56db\u4e2a\u5b57\uff1a<strong>\u63a8\u5012\u91cd\u6765<\/strong>\u3002\u56de\u5230\u7b2c\u4e00\u6027\u539f\u7406\uff0c\u6a21\u62df\u4eba\u7c7b\u5f00\u53d1\u8005\u771f\u5b9e\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u7279\u70b9<\/strong>\uff1a\u5f7b\u5e95\u653e\u5f03\u9884\u5efa\u7d22\u5f15\uff0c\u5168\u7a0b\u5b9e\u65f6\u641c\u7d22\u3002AI \u6bcf\u6b21\u83b7\u53d6\u4fe1\u606f\u90fd\u662f\u4e3b\u52a8\u884c\u4e3a\u3002\u597d\u5904\u5f88\u660e\u663e \u2014\u2014 \u4fe1\u606f\u6c38\u8fdc\u662f\u65b0\u7684\uff0c\u4e5f\u6ca1\u6709\u7d22\u5f15\u5b58\u50a8\u548c\u6cc4\u9732\u7684\u98ce\u9669\u3002\u574f\u5904\u4e5f\u4e00\u6837\u660e\u663e\uff1a\u6bcf\u6b21\u67e5\u8be2\u8017\u65f6\u4f1a\u66f4\u957f\uff0c\u591a\u8f6e\u641c\u7d22\u91cc\u6d88\u8017\u7684 Token \u66f4\u591a\u3002Boris Cherny \u81ea\u5df1\u8bf4\u4e86\uff0c\u8fd9\u662f\u4ee5\u65f6\u95f4\u6362\u667a\u80fd\u7684\u4ea4\u6613\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e8c\u7ec4\uff1a\u667a\u80fd\u7d22\u5f15\u6d3e\uff08\u57fa\u4e8e\u56fe\u7ed3\u6784\uff0c\u91cd\u65b0\u5b9a\u4e49\u7d22\u5f15\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u4ee3\u8868\u73a9\u5bb6\uff1a<\/strong> Aider<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u7406\u5ff5\uff1a<\/strong> \u8fd9\u6d3e\u662f\u6e29\u548c\u6539\u826f\u6d3e\u3002\u4ed6\u4eec\u4e0d\u602a\u7d22\u5f15\u672c\u8eab\uff0c\u800c\u662f\u89c9\u5f97\u95ee\u9898\u5728\u4e8e\u600e\u4e48\u7d22\u5f15\u3002\u4f20\u7edf\u5411\u91cf\u5316\u7d22\u5f15\u628a\u4ee3\u7801\u5f53\u65e0\u7ed3\u6784\u7684\u6587\u672c\u5904\u7406\uff0c\u4e22\u6389\u4e86\u6700\u91cd\u8981\u7684\u8bed\u4e49\u3002<\/li>\n\n\n\n<li><strong>\u7279\u70b9\uff1a<\/strong> Aider \u7684\u89e3\u6cd5\u5f88\u5de7\u5999\uff0c\u7528 AST \u89e3\u6790\u4ee3\u7801\uff0c\u4fdd\u7559\u5b8c\u6574\u7684\u8bed\u6cd5\u7ed3\u6784\uff0c\u7136\u540e\u628a\u6574\u4e2a\u4ee3\u7801\u5e93\u5efa\u6210\u4e00\u5f20<strong>\u56fe<\/strong>\u3002\u6587\u4ef6\u3001\u7c7b\u3001\u51fd\u6570\u90fd\u662f<strong>\u8282\u70b9<\/strong>\uff0c\u5b83\u4eec\u4e4b\u95f4\u7684\u8c03\u7528\u3001\u7ee7\u627f\u3001\u4f9d\u8d56\u5173\u7cfb\u662f<strong>\u8fb9<\/strong>\u3002\u68c0\u7d22\u65f6\u4e0d\u662f\u505a\u6a21\u7cca\u7684\u5411\u91cf\u76f8\u4f3c\u5ea6\u5339\u914d\uff0c\u800c\u662f\u5728\u8fd9\u5f20\u5173\u7cfb\u56fe\u4e0a\u63a8\u7406\u6e38\u8d70\u3002\u4ed6\u4eec\u8fd8\u81ea\u7814\u4e86\u6392\u5e8f\u7b97\u6cd5\uff0c\u80fd\u8bc4\u4f30\u4e00\u4e2a\u51fd\u6570\u4fee\u6539\u540e\u6700\u53ef\u80fd\u5f71\u54cd\u54ea\u4e9b\u5176\u4ed6\u51fd\u6570\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6bd4\u7eaf\u6587\u672c RAG \u66f4\u61c2\u4ee3\u7801\uff0c\u6bd4 Agentic Search \u54cd\u5e94\u66f4\u5feb \u2014\u2014 \u6bd5\u7adf\u8fd8\u662f\u5728\u7d22\u5f15\u7684\u3002\u4f46\u5de5\u7a0b\u590d\u6742\u5ea6\u548c\u8bed\u8a00\u9002\u914d\u6210\u672c\u4e5f\u66f4\u9ad8\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e09\u7ec4\uff1a\u6df7\u5408\u589e\u5f3a\u6d3e\uff08RAG \u4e0d\u6b7b\uff0c\u7528\u9ad8\u9636\u6280\u672f\u6b66\u88c5\u5b83\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u4ee3\u8868\u73a9\u5bb6\uff1a<\/strong> Cursor\u3001Windsurf<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u7406\u5ff5\uff1a<\/strong> \u8fd9\u6d3e\u6700\u52a1\u5b9e\u3002\u4ed6\u4eec\u89c9\u5f97 RAG \u7684\u57fa\u672c\u601d\u8def\u6ca1\u9519\uff0c\u53ea\u662f\u73b0\u6709\u6280\u672f\u8fd8\u4e0d\u591f\u6210\u719f\u3002\u4e0e\u5176\u629b\u5f03\u5b83\uff0c\u4e0d\u5982\u7ed9\u5b83\u88c5\u4e0a\u5404\u79cd\u65b0\u6b66\u5668\u3002<\/li>\n\n\n\n<li><strong>\u7279\u70b9\uff1a<\/strong>\n<ul>\n<li><strong>Cursor\uff1a<\/strong> Cursor \u7528\u4e86\u6700\u5148\u8fdb\u7684 Embedding \u6a21\u578b\uff0c\u642d\u914d TurboPuffer \u8fd9\u79cd\u4e13\u5411\u91cf\u5316\u641c\u7d22\u4f18\u5316\u7684\u5e93\u3002\u66f4\u6fc0\u8fdb\u7684\u662f\u4ed6\u4eec\u5728\u5b9e\u9a8c DSI \u2014\u2014 \u8ba9\u7d22\u5f15\u672c\u8eab\u53d8\u5f97\u53ef\u5b66\u4e60\u3001\u53ef\u8bad\u7ec3\uff0c\u7528 AI \u6765\u4f18\u5316 AI\u3002\u4e91\u7aef\u5206\u5e03\u5f0f\u67b6\u6784\u4e5f\u4e3a\u5904\u7406\u6d77\u91cf\u4ee3\u7801\u5e93\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002DSI \u2014\u2014 \u8ba9\u7d22\u5f15\u672c\u8eab\u53d8\u5f97\u53ef\u5b66\u4e60\u3001\u53ef\u8bad\u7ec3\uff0c\u7528 AI \u6765\u4f18\u5316 AI\u3002\u4e91\u7aef\u5206\u5e03\u5f0f\u67b6\u6784\u4e5f\u4e3a\u5904\u7406\u6d77\u91cf\u4ee3\u7801\u5e93\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002<\/li>\n\n\n\n<li>Windsurf: Windsurf \u9762\u5411\u4f01\u4e1a\u7ea7\u90e8\u7f72\uff0c\u6539\u9020\u66f4\u7cfb\u7edf\u3002M-Query \u6280\u672f\u8ba9 AI \u9488\u5bf9\u4e00\u4e2a\u95ee\u9898\u81ea\u52a8\u751f\u6210\u591a\u4e2a\u89d2\u5ea6\u7684\u67e5\u8be2\uff0c\u591a\u8def\u51fa\u51fb\u62ff\u66f4\u5168\u7684\u4e0a\u4e0b\u6587\u3002\u672c\u5730\u52a0\u8fdc\u7a0b\u6df7\u5408\u7d22\u5f15\uff0c\u517c\u987e\u6027\u80fd\u548c\u9690\u79c1\u3002Cascade \u4ee3\u7406\u7cfb\u7edf\u8bf4\u660e\u6574\u4e2a\u67b6\u6784\u53ef\u4ee5\u8c03\u5ea6\u591a\u79cd\u5de5\u5177\uff0cRAG \u53ea\u662f\u5176\u4e2d\u4e4b\u4e00\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4e09\u6761\u8def\u6ca1\u6709\u7edd\u5bf9\u7684\u4f18\u52a3\u3002<strong>\u5b9e\u65f6\u6027\u3001\u667a\u80fd\u5ea6\u3001\u5de5\u7a0b\u6210\u672c<\/strong>\uff0c\u4e09\u4e2a\u7ef4\u5ea6\u5404\u6709\u53d6\u820d\u3002\u8fd9\u573a\u4e89\u8bba\u5230\u6700\u540e\uff0c\u53c8\u628a\u6211\u4eec\u5e26\u56de\u4e86\u90a3\u4e2a\u6700\u6839\u672c\u7684\u95ee\u9898\uff1aRAG \u5230\u5e95\u662f\u4ec0\u4e48\uff0c\u5b83\u9002\u5408\u4ec0\u4e48\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001RAG \u7684\u672c\u8d28\uff1a\u7a7a\u95f4\u6362\u65f6\u95f4\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8981\u7406\u89e3 RAG \u5728\u4ee3\u7801\u573a\u666f\u4e0b\u4e3a\u4ec0\u4e48\u4e0d\u597d\u7528\uff0c\u5f97\u5148\u641e\u6e05\u5b83\u7684\u5e95\u5c42\u903b\u8f91\u3002<\/p>\n\n\n\n<p>RAG \u672c\u8d28\u4e0a\u662f &#8220;<strong>\u4ee5\u7a7a\u95f4\u6362\u65f6\u95f4<\/strong>&#8220;\u3002\u8fd9\u5957\u601d\u8def\u5728\u8ba1\u7b97\u673a\u9886\u57df\u975e\u5e38\u5e38\u89c1\u3002<\/p>\n\n\n\n<ul>\n<li>\u6bd4\u5982 MySQL\u3002\u4f60\u4e3a\u4e86\u52a0\u901f\u67e5\u8be2\uff0c\u4f1a\u7ed9\u5e38\u7528\u5b57\u6bb5\u5efa B+ \u6811\u7d22\u5f15\u3002\u8fd9\u7d22\u5f15\u5360\u7528\u989d\u5916\u786c\u76d8\u7a7a\u95f4\uff0c\u6bcf\u6b21 INSERT \u6216 UPDATE \u90fd\u8981\u7ef4\u62a4\uff0c\u62d6\u6162\u5199\u5165\u3002\u4f46\u6362\u6765\u7684\u662f\u67e5\u8be2\u901f\u5ea6\u4ece\u5168\u8868\u626b\u63cf\u7ea7\u522b\u63d0\u5347\u5230\u6beb\u79d2\u7ea7\u3002<\/li>\n\n\n\n<li>\u518d\u6bd4\u5982 Elasticsearch\u3002\u5b83\u505a\u5168\u6587\u641c\u7d22\u524d\uff0c\u4f1a\u5148\u628a\u6240\u6709\u6587\u6863\u5206\u8bcd\uff0c\u5efa\u4e00\u5f20\u5012\u6392\u7d22\u5f15\u8868\uff0c\u8bb0\u5f55\u6bcf\u4e2a\u8bcd\u51fa\u73b0\u5728\u54ea\u4e9b\u6587\u6863\u91cc\u3002\u641c\u7d22 &#8220;\u82f9\u679c&#8221; \u65f6\uff0c\u4e0d\u7528\u904d\u5386\u6240\u6709\u6587\u6863\uff0c\u76f4\u63a5\u67e5\u8868\u5c31\u77e5\u9053\u6587\u6863 1\u30012\u30013 \u5305\u542b\u8fd9\u4e2a\u8bcd\u3002\u5012\u6392\u7d22\u5f15\u53ef\u80fd\u6bd4\u539f\u59cb\u6587\u6863\u8fd8\u5927\uff0c\u4f46\u6362\u6765\u4e86\u95ea\u7535\u822c\u7684\u68c0\u7d22\u901f\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><thead><tr><th>\u8bcd\u9879\uff08Term\uff09<\/th><th>\u51fa\u73b0\u5728\u54ea\u4e9b\u6587\u6863\u4e2d\uff08Doc IDs\uff09<\/th><\/tr><\/thead><tbody><tr><td>\u6211<\/td><td>[1]<\/td><\/tr><tr><td>\u559c\u6b22<\/td><td>[1]<\/td><\/tr><tr><td>\u5403<\/td><td>[1]<\/td><\/tr><tr><td>\u82f9\u679c<\/td><td>[1, 2, 3]<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u7d22\u5f15\u8868\u8bb0\u5f55\u4e86\u6bcf\u4e2a\u8bcd\u9879\u51fa\u73b0\u5728\u4e86\u54ea\u4e9b\u6587\u6863\u4e2d\u3002\u5f53\u4f60\u641c\u7d22 \u201c\u82f9\u679c\u201d \u65f6\uff0cES \u4e0d\u5fc5\u904d\u5386\u6240\u6709\u6587\u6863\uff0c\u53ea\u9700\u76f4\u63a5\u67e5\u627e\u8fd9\u4e2a\u8868\uff0c\u77ac\u95f4\u5c31\u77e5\u9053\u6587\u6863 1\u30012\u30013 \u5305\u542b\u4e86\u8fd9\u4e2a\u8bcd\u3002\u8fd9\u4e2a\u5012\u6392\u7d22\u5f15\u672c\u8eab\uff0c\u53ef\u80fd\u6bd4\u539f\u59cb\u6587\u6863\u8fd8\u8981\u5927\uff0c\u4f46\u5b83\u6362\u6765\u7684\u662f\u95ea\u7535\u822c\u7684\u68c0\u7d22\u901f\u5ea6\u3002<\/p>\n\n\n\n<p>RAG \u5e72\u7684\u4e5f\u662f\u8fd9\u4e8b\u3002<strong>\u5b83\u63d0\u524d\u628a\u4ee3\u7801\u548c\u6587\u6863\u7b97\u6210\u5411\u91cf\u5b58\u8d77\u6765\uff0c\u8fd9\u5c31\u662f\u5b83\u7684 \u201c\u7d22\u5f15\u201d<\/strong>\u3002\u8fc7\u7a0b\u8017\u65f6\u95f4\u8017\u7a7a\u95f4\uff0c\u4f46\u8bf7\u6c42\u6765\u7684\u65f6\u5019\uff0c\u4e00\u6b21\u5411\u91cf\u8fd0\u7b97\u5c31\u80fd\u8fc5\u901f\u53ec\u56de\u76f8\u5173\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u95ee\u9898\u662f\uff0c\u8fd9\u5957\u903b\u8f91\u5728\u4ee3\u7801\u573a\u666f\u4e0b\u66b4\u9732\u4e86\u51e0\u4e2a\u8f6f\u808b\uff1a<\/p>\n\n\n\n<ol>\n<li><strong>\u7b2c\u4e00\uff0c\u4f9d\u8d56\u9884\u5efa\u8d44\u6599\u5e93\u3002<\/strong> \u6ca1\u6709\u88ab\u7d22\u5f15\u7684\u4e1c\u897f\uff0cRAG \u67e5\u4e0d\u5230\u3002<\/li>\n\n\n\n<li><strong>\u7b2c\u4e8c\uff0c\u5360\u7528\u989d\u5916\u5b58\u50a8\u7a7a\u95f4\u3002<\/strong> \u6570\u636e\u91cf\u5927\u7684\u65f6\u5019\uff0c\u8fd9\u7b14\u5f00\u9500\u4e0d\u5c0f\u3002<\/li>\n\n\n\n<li><strong>\u7b2c\u4e09\uff0c\u6700\u8981\u547d\u7684 \u2014\u2014 \u4e0d\u9002\u5408\u9ad8\u9891\u53d8\u66f4\u7684\u573a\u666f\u3002<\/strong> \u6bcf\u6b21\u4ee3\u7801\u53d8\u52a8\uff0c\u7d22\u5f15\u5c31\u5f97\u66f4\u65b0\uff0c\u5426\u5219\u6570\u636e\u5c31\u4e0d\u4e00\u81f4\u4e86\u3002\u4e00\u65e6\u53d8\u66f4\u9891\u7387\u9ad8\u5230\u67d0\u4e2a\u7a0b\u5ea6\uff0c\u7ef4\u62a4\u7d22\u5f15\u7684\u6210\u672c\u548c\u5ef6\u8fdf\u5c31\u6210\u4e86\u65e0\u5e95\u6d1e\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u504f\u504f\u9ad8\u9891\u52a8\u6001\u53d8\u66f4\uff0c\u5c31\u662f\u4ee3\u7801\u5e93\u7684\u5e38\u6001\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u56db\u3001\u573a\u666f\u4e3a\u738b\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6240\u4ee5\uff0cRAG \u771f\u7684\u6b7b\u4e86\u5417\uff1f<\/p>\n\n\n\n<p>\u6ca1\u6709\u3002\u66f4\u51c6\u786e\u7684\u8bf4\u6cd5\u662f\uff0c\u795e\u5316 RAG \u7684\u65f6\u4ee3\u5df2\u7ecf\u7ed3\u675f\uff0c\u6211\u4eec\u8fdb\u5165\u4e86\u4e00\u4e2a\u9700\u8981\u6839\u636e\u573a\u666f\uff0c\u5ba1\u614e\u9009\u62e9\u6280\u672f\u67b6\u6784\u7684\u7406\u6027\u65f6\u4ee3\u3002RAG \u548c Agentic Search \u4e0d\u662f\u975e\u6b64\u5373\u5f7c\u7684\u5173\u7cfb\u3002\u5b83\u4eec\u5404\u6709\u6240\u957f\uff0c\u9002\u5408\u4e0d\u540c\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<ul>\n<li>\u5bf9\u4e8e\u9759\u6001\u77e5\u8bc6\u3001\u95ee\u7b54\u7c7b\u573a\u666f\uff0cRAG \u4f9d\u7136\u662f\u738b\u9053\u3002\u6bd4\u5982\uff0c\u4e00\u4e2a\u57fa\u4e8e\u516c\u53f8\u89c4\u7ae0\u5236\u5ea6\u7684\u95ee\u7b54\u673a\u5668\u4eba\uff0c\u6216\u8005\u4e00\u4e2a\u57fa\u4e8e\u4ea7\u54c1\u8bf4\u660e\u4e66\u7684\u6280\u672f\u652f\u6301\u52a9\u624b\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e0b\uff0c\u77e5\u8bc6\u4e3b\u4f53\u957f\u671f\u56fa\u5316\u4e0d\u53d8\uff0c\u7528\u6237\u7684\u6838\u5fc3\u9700\u6c42\u662f \u201c\u5feb\u201d \u548c \u201c\u51c6\u201d\u3002RAG \u201c\u9884\u8ba1\u7b97\u201d \u7684\u4f18\u52bf\u80fd\u88ab\u6700\u5927\u5316\u53d1\u6325\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u8d28\u91cf\u7684\u56de\u7b54\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u9ad8\u9891\u52a8\u6001\u3001\u9700\u8981\u63a2\u7d22\u548c\u63a8\u7406\u7684\u573a\u666f\uff0cAgentic Search \u5219\u5c55\u73b0\u51fa\u5de8\u5927\u7684\u6f5c\u529b\u3002\u4ee3\u7801\u7f16\u8f91\u4e0e\u5206\u6790\u3001\u5b9e\u65f6\u5e02\u573a\u60c5\u62a5\u5206\u6790\u3001\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u6587\u732e\u5173\u8054\u53d1\u73b0\u2026\u2026 \u5728\u8fd9\u4e9b\u9886\u57df\uff0c\u4fe1\u606f\u7684\u5b9e\u65f6\u6027\u548c\u4efb\u52a1\u7684\u5f00\u653e\u6027\u662f\u7b2c\u4e00\u4f4d\u7684\u3002Agentic Search \u201c\u5373\u65f6\u63a2\u7d22\u201d \u7684\u6a21\u5f0f\uff0c\u867d\u7136\u727a\u7272\u4e86\u90e8\u5206\u54cd\u5e94\u901f\u5ea6\uff0c\u4f46\u6362\u6765\u4e86\u66f4\u9ad8\u7684\u667a\u80fd\u4e0a\u9650\u548c\u5bf9\u52a8\u6001\u73af\u5883\u7684\u5b8c\u7f8e\u9002\u5e94\u3002<\/li>\n\n\n\n<li><strong>\u9759\u6001\u77e5\u8bc6\u3001\u95ee\u7b54\u7c7b\u7684\u573a\u666f\uff0cRAG \u8fd8\u662f\u9996\u9009\u3002<\/strong> \u516c\u53f8\u89c4\u7ae0\u5236\u5ea6\u95ee\u7b54\u3001\u4ea7\u54c1\u8bf4\u660e\u4e66\u6280\u672f\u652f\u6301\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e0b\uff0c\u77e5\u8bc6\u4e3b\u4f53\u957f\u671f\u56fa\u5316\u4e0d\u53d8\uff0c\u7528\u6237\u8981\u7684\u5c31\u662f\u5feb\u548c\u51c6\u3002\u8fd9\u79cd\u573a\u666f\u4e0b RAG \u9884\u8ba1\u7b97\u7684\u4f18\u52bf\u80fd\u6700\u5927\u5316\u53d1\u6325\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u9891\u52a8\u6001\u3001\u9700\u8981\u63a2\u7d22\u63a8\u7406\u7684\u573a\u666f\uff0cAgentic Search \u66f4\u5408\u9002\u3002<\/strong> \u4ee3\u7801\u7f16\u8f91\u5206\u6790\u3001\u5b9e\u65f6\u5e02\u573a\u60c5\u62a5\u3001\u79d1\u7814\u6587\u732e\u5173\u8054\u53d1\u73b0\uff0c\u4fe1\u606f\u5b9e\u65f6\u6027\u548c\u4efb\u52a1\u5f00\u653e\u6027\u662f\u7b2c\u4e00\u4f4d\u7684\u3002\u54cd\u5e94\u901f\u5ea6\u53ef\u80fd\u6162\u4e00\u70b9\uff0c\u4f46\u6362\u6765\u4e86\u66f4\u9ad8\u7684\u667a\u80fd\u4e0a\u9650\u548c\u5bf9\u52a8\u6001\u73af\u5883\u7684\u9002\u5e94\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u7528\u4e00\u5f20\u8868\u683c\u6765\u6e05\u6670\u5730\u5bf9\u6bd4\u4e8c\u8005\u7684\u7279\u6027\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><thead><tr><th>\u7279\u5f81<\/th><th>RAG (\u68c0\u7d22\u589e\u5f3a\u751f\u6210)<\/th><th>Agentic Search (\u667a\u80fd\u4f53\u5f0f\u641c\u7d22)<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6838\u5fc3\u67b6\u6784<\/strong><\/td><td>\u68c0\u7d22 + \u751f\u6210<\/td><td>\u63a8\u7406 + 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