{"id":109691,"date":"2026-09-24T17:26:23","date_gmt":"2026-09-24T09:26:23","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/109691.html"},"modified":"2026-09-24T17:26:23","modified_gmt":"2026-09-24T09:26:23","slug":"%e6%96%b0%e6%89%8b%e7%a8%8b%e5%ba%8f%e5%91%98%e5%bf%85%e7%9c%8b%ef%bc%9a%e5%a6%82%e4%bd%95%e5%b0%86%e4%bc%81%e4%b8%9a%e7%9f%a5%e8%af%86%e5%ba%93%e4%bb%8e%e8%b5%84%e6%96%99%e5%a0%86","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/109691.html","title":{"rendered":"\u65b0\u624b\u7a0b\u5e8f\u5458\u5fc5\u770b\uff1a\u5982\u4f55\u5c06\u4f01\u4e1a\u77e5\u8bc6\u5e93\u4ece\u201c\u8d44\u6599\u5806\u201d\u5347\u7ea7\u4e3a\u201c\u77e5\u8bc6\u8d44\u4ea7\u201d\uff1f"},"content":{"rendered":"<p>\u672c\u6587\u63a2\u8ba8\u4e86\u4f01\u4e1a\u77e5\u8bc6\u5e93\u5efa\u8bbe\u4e2d&#xff0c;\u5982\u4f55\u5c06\u6563\u843d\u7684\u8d44\u6599\u6709\u6548\u7ec4\u7ec7\u6210\u77e5\u8bc6\u7684\u5173\u952e\u95ee\u9898\u3002\u4f20\u7edfRAG\u65b9\u6cd5\u5b58\u5728\u6bcf\u6b21\u67e5\u8be2\u90fd\u9700\u91cd\u65b0\u7406\u89e3\u7684\u95ee\u9898&#xff0c;\u800c\u7f16\u8bd1\u5f0fRAG\u901a\u8fc7\u63d0\u524d\u7f16\u8bd1\u77e5\u8bc6&#xff0c;\u67e5\u8be2\u65f6\u76f4\u63a5\u4f7f\u7528\u7f16\u8bd1\u7ed3\u679c&#xff0c;\u6709\u6548\u63d0\u5347\u4e86\u77e5\u8bc6\u7ec4\u7ec7\u7684\u6548\u7387\u548c\u8d28\u91cf\u3002\u6587\u7ae0\u4ecb\u7ecd\u4e86\u7f16\u8bd1\u5f0fRAG\u7684\u6838\u5fc3\u601d\u60f3\u3001\u5b9e\u73b0\u65b9\u5f0f\u4ee5\u53ca\u4e0e\u4f20\u7edfRAG\u548cGraphRAG\u7684\u533a\u522b&#xff0c;\u5e76\u63d0\u51fa\u4e86\u77e5\u8bc6\u5e93\u5efa\u8bbe\u7684\u5efa\u8bae\u548c\u9009\u578b\u65b9\u6848\u3002<\/p>\n<p>\u627e\u5230\u8d44\u6599\u4ece\u6765\u4e0d\u662f\u6700\u96be\u7684\u4e8b&#xff0c;\u628a\u6563\u843d\u5728\u51e0\u5341\u4efd\u6587\u6863\u91cc\u7684\u8d44\u6599\u7ec4\u7ec7\u6210\u77e5\u8bc6&#xff0c;\u624d\u662f\u4f01\u4e1a\u77e5\u8bc6\u5e93\u771f\u6b63\u7684\u5206\u6c34\u5cad\u3002<\/p>\n<p>\u6700\u8fd1\u5728\u6298\u817e\u4f01\u4e1a\u77e5\u8bc6\u5e93\u63a5\u5165 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\u6bcf\u56de\u7b54\u4e00\u6b21\u95ee\u9898&#xff0c;\u90fd\u8981\u91cd\u65b0\u201c\u7406\u89e3\u201d\u4e00\u904d\u3002\u77e5\u8bc6\u4e4b\u95f4\u5173\u8054\u8d8a\u591a&#xff0c;\u8fd9\u4e2a\u6bdb\u75c5\u5c31\u8d8a\u660e\u663e\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\u3002\u5047\u8bbe\u4f60\u6709 100 \u7bc7\u5173\u4e8e AI Agent \u7684\u6587\u7ae0&#xff0c;20 \u7bc7\u8bb2\u67b6\u6784\u300115 \u7bc7\u8bb2 Memory\u300110 \u7bc7\u8bb2 MCP\u30018 \u7bc7\u8bb2 Workflow&#xff0c;\u5269\u4e0b\u7684\u662f\u5404\u79cd\u9879\u76ee\u5b9e\u8df5\u3002\u7528\u6237\u95ee\u201cMCP \u4e3a\u4ec0\u4e48\u4f1a\u6539\u53d8 Agent \u7684\u5de5\u5177\u8c03\u7528\u65b9\u5f0f\u201d&#xff0c;\u4f20\u7edf RAG \u4f1a\u53bb\u68c0\u7d22 MCP\u3001Agent\u3001Tool Use \u76f8\u5173\u7684\u7247\u6bb5&#xff0c;\u4f46\u771f\u6b63\u9760\u8c31\u7684\u7b54\u6848\u5f80\u5f80\u4e0d\u662f\u67d0\u4e00\u4e2a chunk \u91cc\u73b0\u6210\u5199\u597d\u7684\u2014\u2014\u5b83\u9700\u8981\u628a\u597d\u51e0\u7bc7\u6587\u7ae0\u7684\u4fe1\u606f\u4e32\u8d77\u6765&#xff1a;Agent \u2192 Tool Use \u2192 MCP \u2192 \u6807\u51c6\u5316\u5de5\u5177\u534f\u8bae \u2192 \u5de5\u5177\u53d1\u73b0 \u2192 \u6743\u9650\u63a7\u5236 \u2192 \u4f01\u4e1a\u7cfb\u7edf\u63a5\u5165\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924092609-6ab4ecb13a30d.jpg\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u771f\u6b63\u96be\u7684\u4e0d\u662f\u201c\u627e\u5230\u8d44\u6599\u201d&#xff0c;\u800c\u662f\u201c\u628a\u6563\u843d\u7684\u8d44\u6599\u7ec4\u7ec7\u6210\u77e5\u8bc6\u201d\u3002\u8fd9\u6b63\u662f\u6700\u8fd1\u4e00\u79cd\u53eb\u7f16\u8bd1\u5f0f RAG&#xff08;Compiled RAG&#xff09;\u7684\u601d\u8def\u60f3\u89e3\u51b3\u7684\u95ee\u9898\u3002\u5b83\u6ca1\u6253\u7b97\u628a\u4f20\u7edf RAG \u5e72\u6389&#xff0c;\u53ea\u662f\u6362\u4e86\u4e2a\u89d2\u5ea6&#xff1a;\u4e0e\u5176\u6bcf\u6b21\u67e5\u8be2\u90fd\u4e34\u65f6\u7ec4\u7ec7\u4e00\u904d\u77e5\u8bc6&#xff0c;\u4e0d\u5982\u5148\u628a\u77e5\u8bc6\u7f16\u8bd1\u597d&#xff0c;\u67e5\u8be2\u65f6\u76f4\u63a5\u7528\u7f16\u8bd1\u7ed3\u679c\u3002\u542c\u8d77\u6765\u53d8\u5316\u4e0d\u5927&#xff0c;\u4f46\u8db3\u4ee5\u6539\u53d8\u6211\u4eec\u8bbe\u8ba1\u77e5\u8bc6\u5e93\u7684\u65b9\u5f0f\u3002<\/p>\n<h4>\u4f20\u7edf RAG \u5230\u5e95\u5361\u5728\u54ea\u513f<\/h4>\n<p>\u628a\u4f20\u7edf RAG \u7684\u6d41\u7a0b\u62c6\u5f00\u770b&#xff1a;1000 \u4efd\u6587\u6863\u5207\u6210 10 \u4e07\u4e2a chunk&#xff0c;\u505a embedding&#xff0c;\u5b58\u8fdb\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u7528\u6237\u63d0\u95ee\u540e\u53ec\u56de Top-K&#xff0c;\u4ea4\u7ed9 LLM \u7efc\u5408\u51fa\u7b54\u6848\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e2a\u641c\u7d22\u7cfb\u7edf\u2014\u2014\u7528\u6237\u95ee\u4ec0\u4e48&#xff0c;\u5c31\u53bb\u5e93\u91cc\u627e\u4ec0\u4e48\u3002<\/p>\n<p>\u6240\u4ee5\u5b83\u6700\u64c5\u957f\u56de\u7b54\u201c\u5e2e\u6211\u627e\u5230\u76f8\u5173\u8d44\u6599\u201d\u8fd9\u7c7b\u95ee\u9898&#xff0c;\u6bd4\u5982\u201c\u516c\u53f8\u5e74\u5047\u591a\u5c11\u5929\u201d&#xff0c;\u68c0\u7d22\u51e0\u4e2a\u7247\u6bb5\u76f4\u63a5\u7ed9\u7b54\u6848\u5c31\u884c\u3002\u4f46\u4e00\u65e6\u95ee\u9898\u53d8\u6210\u201c\u4e3a\u4ec0\u4e48\u516c\u53f8\u53bb\u5e74\u5f00\u59cb\u8c03\u6574\u9500\u552e\u653f\u7b56\u201d&#xff0c;\u4e8b\u60c5\u5c31\u4e0d\u4e00\u6837\u4e86&#xff1a;\u8fd9\u53ef\u80fd\u7275\u626f\u5230\u9500\u552e\u653f\u7b56\u3001\u8d22\u52a1\u5236\u5ea6\u3001\u516c\u53f8\u6218\u7565\u3001\u67d0\u6b21\u7ba1\u7406\u5c42\u4f1a\u8bae\u3001\u5ba2\u6237\u6295\u8bc9\u3001\u9500\u552e\u6570\u636e\u3001\u4ea7\u54c1\u53d8\u5316&#xff0c;\u4fe1\u606f\u5206\u6563\u5728\u5341\u51e0\u4efd\u751a\u81f3\u51e0\u5341\u4efd\u6587\u6863\u91cc\u3002\u6a21\u578b\u6bcf\u6b21\u90fd\u5f97\u91cd\u65b0\u5b8c\u6574\u8d70\u4e00\u904d\u68c0\u7d22\u3001\u9605\u8bfb\u3001\u5efa\u7acb\u5173\u8054\u3001\u7efc\u5408\u63a8\u7406\u7684\u8fc7\u7a0b&#xff0c;\u6709\u70b9\u50cf\u4e00\u4e2a\u4eba\u6bcf\u6b21\u505a\u7814\u7a76\u90fd\u8981\u628a\u6574\u4e2a\u8d44\u6599\u5e93\u91cd\u65b0\u7ffb\u4e00\u904d\u2014\u2014\u771f\u6b63\u503c\u5f97\u6c89\u6dc0\u7684\u4e1c\u897f\u4ece\u6ca1\u7559\u4e0b\u6765&#xff0c;\u7559\u4e0b\u7684\u53ea\u662f\u4e00\u4efd\u5411\u91cf\u7d22\u5f15\u3002<\/p>\n<p>\u300c\u8bf4\u767d\u4e86&#xff0c;\u4f20\u7edf RAG \u66f4\u591a\u662f\u628a\u77e5\u8bc6\u5e93\u5f53\u6210\u673a\u5668\u7d22\u5f15&#xff0c;\u800c\u4e0d\u662f\u4eba\u80fd\u76f4\u63a5\u6253\u5f00\u770b\u7684\u77e5\u8bc6\u7cfb\u7edf\u3002\u300d<\/p>\n<h4>\u7f16\u8bd1\u5f0f RAG \u5230\u5e95\u201c\u7f16\u8bd1\u201d\u4e86\u4ec0\u4e48<\/h4>\n<p>\u8fd9\u91cc\u5bb9\u6613\u6709\u4e2a\u8bef\u4f1a&#xff1a;\u7f16\u8bd1\u5f0f RAG \u4e0d\u662f\u628a Markdown \u7f16\u8bd1\u6210\u67d0\u79cd\u4e8c\u8fdb\u5236\u6587\u4ef6&#xff0c;\u5b83\u771f\u6b63\u6539\u53d8\u7684\u662f\u77e5\u8bc6\u52a0\u5de5\u53d1\u751f\u7684\u65f6\u95f4\u70b9\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924092609-6ab4ecb1e4b80.jpg\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u4f20\u7edf RAG \u662f\u201c\u89e3\u91ca\u6267\u884c\u201d&#xff1a;\u7528\u6237\u63d0\u95ee \u2192 \u68c0\u7d22 \u2192 \u4e34\u65f6\u7ec4\u7ec7\u77e5\u8bc6 \u2192 \u751f\u6210\u7b54\u6848&#xff0c;\u6bcf\u6b21\u8fd0\u884c\u90fd\u8981\u73b0\u573a\u7ec4\u7ec7\u4e00\u904d\u3002\u7f16\u8bd1\u5f0f RAG \u5219\u662f\u628a\u8fd9\u90e8\u5206\u5de5\u4f5c\u63d0\u524d\u5230\u7f16\u8bd1\u9636\u6bb5&#xff1a;\u539f\u59cb\u8d44\u6599 \u2192 Ingest&#xff0f;\u7f16\u8bd1 \u2192 \u77e5\u8bc6 Wiki \u2192 \u7528\u6237\u63d0\u95ee \u2192 \u8bfb\u53d6 Wiki \u2192 \u751f\u6210\u7b54\u6848\u3002\u8fd9\u548c\u7f16\u7a0b\u8bed\u8a00\u91cc\u201c\u89e3\u91ca\u6267\u884c vs \u7f16\u8bd1\u6267\u884c\u201d\u7684\u533a\u522b\u51e0\u4e4e\u662f\u4e00\u56de\u4e8b\u3002<\/p>\n<p>\u4e3e\u4e2a\u5177\u4f53\u4f8b\u5b50\u3002\u5047\u8bbe\u6709\u4e09\u4efd\u8d44\u6599&#xff1a;\u4e00\u4efd\u8bf4 OpenAI \u63a8\u51fa\u4e86\u67d0\u79cd Agent \u80fd\u529b&#xff0c;\u4e00\u4efd\u8bf4\u4f01\u4e1a\u5f00\u59cb\u901a\u8fc7 MCP \u63a5\u5165\u5185\u90e8\u7cfb\u7edf&#xff0c;\u4e00\u4efd\u8bf4 Agent \u53ef\u4ee5\u901a\u8fc7 Tool Use \u8c03\u7528 CRM\u3002\u4f20\u7edf RAG \u4e0d\u4f1a\u4e3b\u52a8\u628a\u8fd9\u4e09\u4efd\u8d44\u6599\u53d8\u6210\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u7684\u77e5\u8bc6\u7ed3\u6784&#xff0c;\u6bcf\u6b21\u7528\u6237\u95ee\u201c\u4f01\u4e1a Agent \u4e3a\u4ec0\u4e48\u9700\u8981 MCP\u201d&#xff0c;\u6a21\u578b\u90fd\u5f97\u91cd\u65b0\u628a\u76f8\u5173\u8d44\u6599\u627e\u51fa\u6765\u518d\u5efa\u7acb\u5173\u7cfb\u3002\u7f16\u8bd1\u5f0f RAG \u4f1a\u63d0\u524d\u505a\u4e00\u904d\u7406\u89e3\u3001\u5f52\u7eb3\u3001\u5efa\u7acb\u5173\u8054&#xff0c;\u751f\u6210\u4e00\u4efd Wiki&#xff0c;\u6bd4\u5982&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u4f01\u4e1a Agent<\/span><\/p>\n<p>\u4f01\u4e1a Agent \u7684\u6838\u5fc3\u80fd\u529b\u5305\u62ec Reasoning\u3001Tool Use\u3001Memory\u3001Workflow\u3002<\/p>\n<p>\u5176\u4e2d Tool Use \u8d1f\u8d23\u8c03\u7528\u5916\u90e8\u80fd\u529b&#xff0c;MCP \u5219\u63d0\u4f9b\u4e86\u4e00\u5957\u6807\u51c6\u5316\u7684\u5de5\u5177\u8fde\u63a5\u65b9\u5f0f\u3002<\/p>\n<p>\u76f8\u5173\u77e5\u8bc6&#xff1a;<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">[<\/span>tool-use<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">[<\/span>mcp<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">[<\/span>agent-architecture<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>\u4ee5\u540e\u518d\u95ee\u95ee\u9898&#xff0c;\u6a21\u578b\u770b\u5230\u7684\u4e0d\u518d\u662f\u4e00\u5806\u4e92\u4e0d\u76f8\u5e72\u7684 chunk&#xff0c;\u800c\u662f\u4e00\u5f20\u5df2\u7ecf\u6574\u7406\u8fc7\u7684\u77e5\u8bc6\u7f51\u7edc\u3002\u8fd9\u5c31\u662f\u201c\u7f16\u8bd1\u201d\u7684\u6838\u5fc3\u3002<\/p>\n<h4>Karpathy \u7684 LLM Wiki&#xff1a;\u628a\u8fd9\u4e2a\u60f3\u6cd5\u505a\u5230\u6700\u7b80\u5355<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924092610-6ab4ecb21cee1.jpg\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u8fd9\u4e2a\u601d\u8def\u6700\u8fd1\u88ab\u66f4\u591a\u4eba\u8ba8\u8bba&#xff0c;\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u56e0\u4e3a Karpathy \u63d0\u51fa\u7684 LLM Wiki\u3002\u5b83\u7684\u8bbe\u8ba1\u76f8\u5f53\u6734\u7d20&#xff0c;\u6ca1\u6709\u4e00\u4e0a\u6765\u5c31\u4e0a\u5411\u91cf\u6570\u636e\u5e93\u3001GraphRAG\u3001\u590d\u6742 Agent Framework&#xff0c;\u800c\u662f\u628a\u77e5\u8bc6\u62c6\u6210\u4e09\u5c42&#xff1a;\u539f\u59cb\u8d44\u6599&#xff08;Raw Sources&#xff09;\u3001\u7ec4\u7ec7\u89c4\u5219&#xff08;Schema&#xff09;\u3001\u7f16\u8bd1\u4ea7\u7269&#xff08;Wiki&#xff09;\u3002<\/p>\n<p>Raw Sources \u5c31\u662f\u539f\u59cb\u8d44\u6599\u672c\u8eab&#xff0c;\u539f\u5219\u5f88\u7b80\u5355\u2014\u2014\u539f\u6599\u4e0d\u80fd\u88ab\u4fee\u6539\u3002Schema 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\u4f1a\u5148\u8bfb CLAUDE.md&#xff0c;\u518d\u8bfb raw\/ \u4e0b\u7684\u6240\u6709\u6587\u7ae0&#xff0c;\u63a5\u4e0b\u6765\u4e0d\u662f\u7b80\u5355\u590d\u5236&#xff0c;\u800c\u662f\u62bd\u53d6\u6982\u5ff5\u3001\u5408\u5e76\u91cd\u590d\u4fe1\u606f\u3001\u5224\u65ad\u54ea\u4e9b\u4fe1\u606f\u5c5e\u4e8e\u540c\u4e00\u4e3b\u9898\u3001\u5efa\u7acb\u9875\u9762\u548c\u94fe\u63a5\u3001\u751f\u6210 index\u3001\u8bb0\u5f55\u65e5\u5fd7&#xff0c;\u6700\u7ec8\u628a\u4e09\u7bc7\u539f\u59cb\u6587\u7ae0\u7f16\u8bd1\u6210\u4e00\u6574\u5957\u5e26\u7d22\u5f15\u548c\u94fe\u63a5\u7684 Wiki \u9875\u9762\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e2a\u7279\u522b\u91cd\u8981\u7684\u7ec6\u8282&#xff1a;raw \u76ee\u5f55\u59cb\u7ec8\u4e0d\u53d8\u3002\u8fd9\u662f\u6574\u4e2a\u7cfb\u7edf\u53ef\u9760\u6027\u7684\u5e95\u7ebf\u2014\u2014raw \u662f\u8bc1\u636e&#xff0c;wiki \u662f\u7f16\u8bd1\u4ea7\u7269\u3002Wiki \u5199\u9519\u4e86\u53ef\u4ee5\u91cd\u65b0\u7f16\u8bd1&#xff0c;\u7ed3\u6784\u4e0d\u5408\u7406\u53ef\u4ee5\u6539 Schema 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\u66f4\u5408\u9002&#xff0c;\u56e0\u4e3a\u5b83\u89e3\u51b3\u7684\u6b63\u662f\u201c\u4ece\u975e\u7ed3\u6784\u5316\u6587\u672c\u4e2d\u53d1\u73b0\u5173\u7cfb\u201d\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n<h4>\u66f4\u53ef\u80fd\u7684\u7b54\u6848\u662f\u6df7\u5408\u65b9\u6848<\/h4>\n<p>\u73b0\u5b9e\u4e2d\u7684\u4f01\u4e1a\u5f88\u5c11\u53ea\u6709\u4e00\u79cd\u77e5\u8bc6&#xff0c;\u66f4\u5e38\u89c1\u7684\u662f\u201c\u7a33\u5b9a\u6838\u5fc3\u77e5\u8bc6 &#043; \u6d77\u91cf\u52a8\u6001\u6570\u636e\u201d\u5e76\u5b58\u3002\u516c\u53f8\u5236\u5ea6\u3001\u4ea7\u54c1\u77e5\u8bc6\u3001\u7ec4\u7ec7\u67b6\u6784\u3001\u4e1a\u52a1\u89c4\u5219\u3001\u6280\u672f\u67b6\u6784\u8fd9\u7c7b\u53d8\u5316\u4e0d\u5feb\u7684\u6838\u5fc3\u77e5\u8bc6&#xff0c;\u5f88\u9002\u5408\u7f16\u8bd1\u6210 Wiki&#xff1b;\u8ba2\u5355\u3001\u5ba2\u6237\u8bb0\u5f55\u3001\u9500\u552e\u6d41\u6c34\u3001\u65e5\u5fd7\u3001\u5b9e\u65f6\u5e93\u5b58\u8fd9\u7c7b\u89c4\u6a21\u5de8\u5927\u3001\u6301\u7eed\u53d8\u5316\u7684\u52a8\u6001\u6570\u636e&#xff0c;\u66f4\u9002\u5408\u4ea4\u7ed9\u5411\u91cf RAG\u3001\u6570\u636e\u5e93\u3001\u641c\u7d22\u6216 API \u5904\u7406\u3002\u6700\u7ec8\u67b6\u6784\u5927\u6982\u7387\u662f\u4e00\u4e2a\u8def\u7531\u5c42&#xff0c;\u628a\u95ee\u9898\u5206\u6d41\u5230\u7f16\u8bd1\u5f0f Wiki \u548c\u5411\u91cf RAG&#xff08;\u751a\u81f3\u518d\u63a5\u4e00\u5c42 GraphRAG&#xff09;&#xff0c;\u518d\u6c47\u603b\u7ed9 LLM \u751f\u6210\u7b54\u6848\u3002\u7f16\u8bd1\u5f0f RAG \u4e0d\u662f\u6765\u66ff\u4ee3\u4f20\u7edf RAG \u7684&#xff0c;\u5b83\u66f4\u50cf\u662f\u7ed9\u4f01\u4e1a\u77e5\u8bc6\u4f53\u7cfb\u52a0\u4e86\u4e00\u5c42\u7a33\u5b9a\u3001\u53ef\u8bfb\u3001\u53ef\u7ef4\u62a4\u7684\u4e2d\u95f4\u5c42\u3002<\/p>\n<h4>\u60f3\u81ea\u5df1\u4e0a\u624b&#xff0c;\u5efa\u8bae\u4ece\u4e00\u4e2a\u5f88\u5c0f\u7684\u77e5\u8bc6\u5e93\u5f00\u59cb<\/h4>\n<p>\u4e0d\u7528\u4e00\u4e0a\u6765\u5c31\u62ff\u4f01\u4e1a\u51e0\u5341\u4e07\u4efd\u6587\u6863\u5f00\u5200&#xff0c;\u627e\u4e00\u4e2a\u81ea\u5df1\u771f\u6b63\u719f\u6089\u7684\u4e3b\u9898\u5c31\u884c&#xff0c;\u6bd4\u5982 AI Agent&#xff0c;\u51c6\u5907\u4e94\u516d\u7bc7\u76f8\u5173\u6587\u7ae0\u653e\u8fdb raw\/&#xff0c;\u5148\u5199\u597d CLAUDE.md \u5b9a\u4e49\u547d\u540d\u89c4\u5219\u3001\u9875\u9762\u7ed3\u6784\u3001\u94fe\u63a5\u89c4\u5219\u3001index\u3001log\u3001ingest \u548c query \u7684\u8fb9\u754c&#xff0c;\u7136\u540e\u8ba9 Agent \u6267\u884c\u4e00\u6b21 ingest&#xff0c;\u770b\u770b wiki\/ \u91cc\u751f\u6210\u4e86\u4ec0\u4e48\u3002<\/p>\n<p>CLAUDE.md \u53c2\u8003&#xff0c;\u4f60\u53ef\u4ee5\u653e\u5728\u4efb\u4f55 Agent \u91cc\u9762\u8fd0\u884c&#xff0c;\u8ba9 Agent \u5e2e\u4f60\u628a raw \u7684 md \u6587\u6863\u8f6c\u6210 wiki \u6587\u6863\u3002<\/p>\n<p>\u4e0d\u8981\u6025\u7740\u62ff\u53bb\u95ee AI&#xff0c;\u5148\u81ea\u5df1\u6253\u5f00 Wiki \u770b\u770b&#xff1a;\u9875\u9762\u7ec4\u7ec7\u5f97\u5408\u4e0d\u5408\u7406\u3001\u6709\u6ca1\u6709\u91cd\u590d\u3001\u6709\u6ca1\u6709\u9057\u6f0f\u3001\u94fe\u63a5\u5bf9\u4e0d\u5bf9\u3001\u6709\u6ca1\u6709\u5b64\u513f\u9875\u9762\u3001\u5f15\u7528\u80fd\u4e0d\u80fd\u8ffd\u6eaf\u56de\u539f\u6587\u3002\u8fd9\u4e00\u6b65\u5f88\u91cd\u8981&#xff0c;\u56e0\u4e3a\u77e5\u8bc6\u5e93\u9996\u5148\u662f\u7ed9\u4eba\u770b\u7684&#xff0c;\u5176\u6b21\u624d\u662f\u7ed9\u6a21\u578b\u770b\u7684\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u53ef\u4ee5\u505a\u4e2a\u7b80\u5355\u5bf9\u6bd4\u5b9e\u9a8c&#xff1a;\u62ff\u540c\u4e00\u4e2a\u95ee\u9898&#xff08;\u6bd4\u5982\u201cMCP \u548c\u4f20\u7edf Function Calling \u5230\u5e95\u662f\u4ec0\u4e48\u5173\u7cfb\u201d&#xff09;&#xff0c;\u5148\u7528\u4f20\u7edf RAG \u8dd1\u4e00\u904d&#xff0c;\u8bb0\u5f55\u53ec\u56de\u4e86\u54ea\u4e9b chunk\u3001\u7528\u4e86\u591a\u5c11\u4e0a\u4e0b\u6587\u3001\u7b54\u6848\u662f\u4ec0\u4e48&#xff1b;\u518d\u7528\u7f16\u8bd1\u540e\u7684 Wiki \u8dd1\u4e00\u904d&#xff0c;\u770b\u6a21\u578b\u8bfb\u4e86\u54ea\u4e9b\u9875\u9762\u3001\u662f\u5426\u66f4\u5bb9\u6613\u5efa\u7acb\u8de8\u9875\u9762\u5173\u7cfb\u3001\u7b54\u6848\u80fd\u4e0d\u80fd\u5f15\u7528\u6765\u6e90\u3002\u6700\u540e\u6539\u4e00\u4e0b\u539f\u59cb\u8d44\u6599\u91cc\u5173\u4e8e Function Calling \u7684\u5185\u5bb9&#xff0c;\u4e0d\u91cd\u65b0\u7f16\u8bd1\u76f4\u63a5\u95ee\u2014\u2014\u4f60\u4f1a\u770b\u5230 Wiki \u4ecd\u7136\u7ed9\u51fa\u65e7\u7b54\u6848&#xff1b;\u91cd\u65b0 ingest \u4e4b\u540e\u518d\u95ee\u4e00\u6b21&#xff0c;\u65b0\u7b54\u6848\u624d\u4f1a\u51fa\u73b0\u3002\u8fd9\u4e2a\u5b9e\u9a8c\u80fd\u8ba9\u4f60\u771f\u6b63\u4f53\u4f1a\u5230\u2014\u2014<\/p>\n<p>\u7f16\u8bd1\u5f0f RAG \u7684\u672c\u8d28\u4e0d\u662f\u201c\u66f4\u597d\u7684\u68c0\u7d22\u201d&#xff0c;\u800c\u662f\u201c\u628a\u77e5\u8bc6\u7ec4\u7ec7\u8fd9\u4ef6\u4e8b\u63d0\u524d\u505a\u5b8c\u201d\u3002<\/p>\n<p>CLAUDE.md \u53c2\u8003&#xff08;LLM Wiki Schema&#xff09;&#xff0c;\u4f60\u53ef\u4ee5\u653e\u5728\u4efb\u4f55 Agent \u91cc\u9762\u8fd0\u884c&#xff0c;\u8ba9 Agent \u5e2e\u4f60\u628a raw \u7684 md \u6587\u6863\u8f6c\u6210 wiki \u6587\u6863\u3002<\/p>\n<p><span class=\"token comment\"># LLM Wiki Schema&#xff08;\u89c4\u5219\u5c42 \u00b7 \u4eba\u7c7b\u64b0\u5199&#xff09;<\/span><\/p>\n<p><span class=\"token comment\">## \u9875\u9762\u547d\u540d\u7ea6\u5b9a<\/span><\/p>\n<p>&#8211; \u6240\u6709\u9875\u5e73\u94fa\u5728 wiki\/ \u4e0b&#xff0c;\u6587\u4ef6\u540d\u7528\u5c0f\u5199\u8fde\u5b57\u7b26 slug&#xff0c;\u5982 compile-vs-interpret.md<\/p>\n<p>&#8211; \u6bcf\u9875\u5934\u90e8\u5e26 frontmatter&#xff1a;title \/ <span class=\"token builtin class-name\">type<\/span> \/ sources \/ updated<\/p>\n<p>&#8211; <span class=\"token builtin class-name\">type<\/span> \u5b57\u6bb5\u6807\u6ce8\u9875\u9762\u7c7b\u578b&#xff1a;concept&#xff08;\u6982\u5ff5&#xff09;\/ system&#xff08;\u7cfb\u7edf&#xff09;\/ debate&#xff08;\u4e89\u8bae&#xff09;<\/p>\n<p><span class=\"token comment\">## \u94fe\u63a5\u8bed\u6cd5<\/span><\/p>\n<p>&#8211; \u9875\u9762\u4e4b\u95f4\u7528 <span class=\"token variable\"><span class=\"token variable\">&#096;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">[<\/span>slug<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token variable\">&#096;<\/span><\/span> \u53cc\u65b9\u62ec\u53f7\u4e92\u94fe&#xff0c;\u5982 <span class=\"token variable\"><span class=\"token variable\">&#096;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">[<\/span>compiled-rag<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token variable\">&#096;<\/span><\/span><\/p>\n<p><span class=\"token comment\">## \u4e24\u4e2a\u7279\u6b8a\u6587\u4ef6<\/span><\/p>\n<p>&#8211; wiki\/index.md&#xff1a;\u5185\u5bb9\u76ee\u5f55&#xff0c;\u6309 <span class=\"token builtin class-name\">type<\/span> \u5206\u533a\u5217\u51fa\u6240\u6709\u9875 &#043; \u4e00\u884c\u6458\u8981 &#043; \u94fe\u63a5&#xff08;\u67e5\u8be2\u5165\u53e3&#xff09;<\/p>\n<p>&#8211; wiki\/log.md&#xff1a;append-only \u65e5\u5fd7&#xff0c;\u6bcf\u6761\u4ee5 <span class=\"token string\">&#034;## [YYYY-MM-DD] ingest | \u6807\u9898&#034;<\/span> \u5f00\u5934<\/p>\n<p><span class=\"token comment\">## \u4e09\u4e2a\u64cd\u4f5c<\/span><\/p>\n<p>&#8211; Ingest&#xff1a;\u8bfb raw\/ \u65b0\u539f\u6599&#xff0c;\u6309\u672c schema \u5728 wiki\/ \u7f16\u8bd1\u4e92\u94fe\u9875&#xff0c;\u66f4\u65b0 index\/log\u3002raw\/ \u53ea\u8bfb\u4e0d\u6539\u3002<\/p>\n<p>&#8211; Query&#xff1a;\u53ea\u8bfb wiki\/&#xff0c;\u4ece index.md \u5bfc\u822a\u5b9a\u4f4d\u76f8\u5173\u9875&#xff0c;\u7ed9\u5e26\u5f15\u7528\u7684\u56de\u7b54\u3002\u4e0d\u91cd\u8bfb raw\/\u3002<\/p>\n<p>&#8211; Lint&#xff1a;\u68c0\u67e5\u65ad\u94fe\u3001\u5b64\u513f\u9875\u3001\u8fc7\u671f\u5185\u5bb9&#xff0c;\u62a5\u544a\u95ee\u9898\u3002<\/p>\n<h4>\u5982\u4f55\u5b66\u4e60\u5927\u6a21\u578b AI &#xff1f;<\/h4>\n<p>\u7531\u4e8e\u65b0\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u8981\u4f18\u4e8e\u88ab\u53d6\u4ee3\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u6240\u4ee5\u5b9e\u9645\u4e0a\u6574\u4e2a\u793e\u4f1a\u7684\u751f\u4ea7\u6548\u7387\u662f\u63d0\u5347\u7684\u3002<\/p>\n<p>\u4f46\u662f\u5177\u4f53\u5230\u4e2a\u4eba&#xff0c;\u53ea\u80fd\u8bf4\u662f&#xff1a;<\/p>\n<p>\u201c\u6700\u5148\u638c\u63e1AI\u7684\u4eba&#xff0c;\u5c06\u4f1a\u6bd4\u8f83\u665a\u638c\u63e1AI\u7684\u4eba\u6709\u7ade\u4e89\u4f18\u52bf\u201d\u3002<\/p>\n<p>\u8fd9\u53e5\u8bdd&#xff0c;\u653e\u5728\u8ba1\u7b97\u673a\u3001\u4e92\u8054\u7f51\u3001\u79fb\u52a8\u4e92\u8054\u7f51\u7684\u5f00\u5c40\u65f6\u671f&#xff0c;\u90fd\u662f\u4e00\u6837\u7684\u9053\u7406\u3002<\/p>\n<p>\u6211\u5728\u4e00\u7ebf\u79d1\u6280\u4f01\u4e1a\u6df1\u8015\u5341\u4e8c\u8f7d&#xff0c;\u89c1\u8bc1\u8fc7\u592a\u591a\u56e0\u6280\u672f\u5361\u4f4d\u800c\u8dc3\u8fc1\u7684\u6848\u4f8b\u3002\u90a3\u4e9b\u7387\u5148\u62e5\u62b1 AI \u7684\u540c\u4e8b&#xff0c;\u65e9\u5df2\u5728\u6548\u7387\u4e0e\u85aa\u8d44\u4e0a\u5f62\u6210\u4ee3\u9645\u4f18\u52bf&#xff0c;\u6211\u610f\u8bc6\u5230\u6709\u5f88\u591a\u7ecf\u9a8c\u548c\u77e5\u8bc6\u503c\u5f97\u5206\u4eab\u7ed9\u5927\u5bb6&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6211\u4eec\u7684\u80fd\u529b\u548c\u7ecf\u9a8c\u89e3\u7b54\u5927\u5bb6\u5728\u5927\u6a21\u578b\u7684\u5b66\u4e60\u4e2d\u7684\u5f88\u591a\u56f0\u60d1\u3002\u6211\u4eec\u6574\u7406\u51fa\u8fd9\u5957 AI \u5927\u6a21\u578b\u7a81\u56f4\u8d44\u6599\u5305&#xff1a;<\/p>\n<ul>\n<li>\u2705 \u4ece\u96f6\u5230\u4e00\u7684 AI \u5b66\u4e60\u8def\u5f84\u56fe<\/li>\n<li>\u2705 \u5927\u6a21\u578b\u8c03\u4f18\u5b9e\u6218\u624b\u518c&#xff08;\u9644\u533b\u7597\/\u91d1\u878d\u7b49\u5927\u5382\u771f\u5b9e\u6848\u4f8b&#xff09;<\/li>\n<li>\u2705 \u767e\u5ea6\/\u963f\u91cc\u4e13\u5bb6\u95ed\u95e8\u5f55\u64ad\u8bfe<\/li>\n<li>\u2705 \u5927\u6a21\u578b\u5f53\u4e0b\u6700\u65b0\u884c\u4e1a\u62a5\u544a<\/li>\n<li>\u2705 \u771f\u5b9e\u5927\u5382\u9762\u8bd5\u771f\u9898<\/li>\n<li>\u2705 2026 \u6700\u65b0\u5c97\u4f4d\u9700\u6c42\u56fe\u8c31<\/li>\n<\/ul>\n<p>\u6240\u6709\u8d44\u6599 \u26a1\ufe0f &#xff0c;\u670b\u53cb\u4eec\u5982\u679c\u6709\u9700\u8981 \u300aAI\u5927\u6a21\u578b\u5165\u95e8&#043;\u8fdb\u9636\u5b66\u4e60\u8d44\u6e90\u5305\u300b&#xff0c;\u4e0b\u65b9\u626b\u7801\u83b7\u53d6~<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924092610-6ab4ecb2994c6.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2460 \u5168\u5957AI\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u89c6\u9891\u6559\u7a0b<\/h3>\n<p>&#xff08;\u5305\u542b\u63d0\u793a\u5de5\u7a0b\u3001RAG\u3001LangChain\u3001Agent\u3001\u6a21\u578b\u5fae\u8c03\u4e0e\u90e8\u7f72\u3001DeepSeek\u7b49\u6280\u672f\u70b9&#xff09;<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924092612-6ab4ecb41323f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2461 \u5927\u6a21\u578b\u7cfb\u7edf\u5316\u5b66\u4e60\u8def\u7ebf<\/h3>\n<p>\u4f5c\u4e3a\u5b66\u4e60AI\u5927\u6a21\u578b\u6280\u672f\u7684\u65b0\u624b&#xff0c;\u65b9\u5411\u81f3\u5173\u91cd\u8981\u3002 \u6b63\u786e\u7684\u5b66\u4e60\u8def\u7ebf\u53ef\u4ee5\u4e3a\u4f60\u8282\u7701\u65f6\u95f4&#xff0c;\u5c11\u8d70\u5f2f\u8def&#xff1b;\u65b9\u5411\u4e0d\u5bf9&#xff0c;\u52aa\u529b\u767d\u8d39\u3002\u8fd9\u91cc\u6211\u7ed9\u5927\u5bb6\u51c6\u5907\u4e86\u4e00\u4efd\u6700\u79d1\u5b66\u6700\u7cfb\u7edf\u7684\u5b66\u4e60\u6210\u957f\u8def\u7ebf\u56fe\u548c\u5b66\u4e60\u89c4\u5212&#xff0c;\u5e26\u4f60\u4ece\u96f6\u57fa\u7840\u5165\u95e8\u5230\u7cbe\u901a&#xff01;<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924092613-6ab4ecb534525.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u2462 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