{"id":59880,"date":"2026-01-14T16:26:08","date_gmt":"2026-01-14T08:26:08","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/59880.html"},"modified":"2026-01-14T16:26:08","modified_gmt":"2026-01-14T08:26:08","slug":"2025%e5%b9%b4rag%e6%8a%80%e6%9c%af%e6%bc%94%e8%bf%9b%ef%bc%9a%e4%bb%8e%e7%ae%80%e5%8d%95%e7%9f%a5%e8%af%86%e5%ba%93%e5%88%b0%e4%b8%8a%e4%b8%8b%e6%96%87%e5%bc%95%e6%93%8e%e7%9a%84%e5%85%a8%e9%9d%a2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/59880.html","title":{"rendered":"2025\u5e74RAG\u6280\u672f\u6f14\u8fdb\uff1a\u4ece\u7b80\u5355\u77e5\u8bc6\u5e93\u5230\u4e0a\u4e0b\u6587\u5f15\u64ce\u7684\u5168\u9762\u89e3\u6790"},"content":{"rendered":"<p>2025\u5e74RAG\u6280\u672f\u672a\u56e0\u957f\u4e0a\u4e0b\u6587\u666e\u53ca\u800c\u6dd8\u6c70&#xff0c;\u53cd\u800c\u6f14\u53d8\u4e3a\u66f4\u6210\u719f\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3002RAG\u4ece\u7b80\u5355\u5916\u6302\u53d1\u5c55\u4e3a\u590d\u6742\u7cfb\u7edf&#xff0c;\u8d1f\u8d23\u6570\u636e\u6cbb\u7406\u3001\u7d22\u5f15\u548c\u4f9b\u7ed9\u3002\u6280\u672f\u91cd\u70b9\u4ecePrompting\u8f6c\u5411Context 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\u7684\u9ad8\u8d28\u91cf\u201c\u76f8\u5173\u4e0a\u4e0b\u6587\u201d\u3002\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u4ef7\u503c&#xff0c;\u5728\u4e8e\u5b83\u5141\u8bb8 RAG \u7684\u53ec\u56de\u7c92\u5ea6\u53d8\u7c97&#xff0c;\u5141\u8bb8\u6211\u4eec\u628a\u66f4\u5b8c\u6574\u7684\u6587\u6863\u7247\u6bb5\u3001\u751a\u81f3\u76f8\u5173\u7684\u524d\u540e\u6587\u903b\u8f91\u5757\u4e00\u6b21\u6027\u585e\u7ed9\u6a21\u578b&#xff0c;\u800c\u4e0d\u662f\u50cf\u4ee5\u524d\u90a3\u6837\u53ea\u80fd\u585e\u51e0\u4e2a\u652f\u79bb\u7834\u788e\u7684\u5207\u7247\u3002<\/p>\n<p>\u8fd9\u76f4\u63a5\u50ac\u751f\u4e86\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u7684\u6311\u6218&#xff1a;\u5982\u4f55\u89e3\u51b3\u5b58\u50a8\u4e0e\u5448\u73b0\u7684\u77db\u76fe&#xff1f;<\/p>\n<p>\u73b0\u5728\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5c06\u4e24\u8005\u4e25\u683c\u5206\u79bb&#xff1a;<\/p>\n<ul>\n<li>\u5b58\u50a8\u5c42&#xff08;Session&#xff09;&#xff1a;\u5168\u91cf\u4fdd\u5b58\u6240\u6709\u7684\u4ea4\u4e92\u6570\u636e\u3001\u539f\u59cb\u6587\u6863\u548c\u65e5\u5fd7&#xff0c;\u8fd9\u662f\u201c\u6570\u636e\u4ed3\u5e93\u201d\u3002<\/li>\n<li>\u5448\u73b0\u5c42&#xff08;Working Context&#xff09;&#xff1a;\u8fd9\u662f\u7ecf\u8fc7\u8ba1\u7b97\u540e\u7cbe\u9009\u5448\u73b0\u7ed9 LLM \u7684\u4fe1\u606f&#xff0c;\u8ffd\u6c42\u6781\u9ad8\u7684\u4fe1\u566a\u6bd4\u3002<\/li>\n<li>\u68c0\u7d22\u5c42&#xff08;Memory&#xff09;&#xff1a;\u4f5c\u4e3a\u4e2d\u95f4\u4ef6&#xff0c;\u6309\u9700\u4ece\u957f\u671f\u5b58\u50a8\u4e2d\u63d0\u53d6\u4fe1\u606f\u586b\u5145\u5230\u5448\u73b0\u5c42\u3002<\/li>\n<\/ul>\n<p>Context \u4e0d\u662f\u9759\u6001\u7684\u6a21\u677f&#xff0c;\u800c\u662f\u8fd0\u884c\u65f6\u57fa\u4e8e\u5b58\u50a8\u5c42\u52a8\u6001\u7f16\u8bd1\u51fa\u7684\u4ea7\u7269\u3002<\/p>\n<h3>\u4e8c\u3001 \u67b6\u6784\u91cd\u6784&#xff1a;\u641c\u7d22\u4e0e\u9605\u8bfb\u7684\u89e3\u8026<\/h3>\n<p>\u4f20\u7edf\u7684 RAG \u7cfb\u7edf\u4e00\u76f4\u6709\u4e2a\u6b7b\u7ed3&#xff1a;\u5207\u7247&#xff08;Chunk&#xff09;\u5207\u5c0f\u4e86&#xff0c;\u8bed\u4e49\u5339\u914d\u51c6&#xff0c;\u4f46\u6a21\u578b\u8bfb\u4e0d\u61c2&#xff1b;\u5207\u7247\u5207\u5927\u4e86&#xff0c;\u5185\u5bb9\u5b8c\u6574&#xff0c;\u4f46\u566a\u97f3\u5927\u3002<\/p>\n<p>\u4eca\u5e74\u7684\u89e3\u51b3\u65b9\u6848\u975e\u5e38\u52a1\u5b9e&#xff0c;\u5373\u628a\u201c\u627e\u7ebf\u7d22\u201d\u548c\u201c\u8bfb\u5185\u5bb9\u201d\u62c6\u5f00\u3002\u6211\u4eec\u5728 RAGFlow \u7b49\u524d\u6cbf\u7cfb\u7edf\u4e2d\u770b\u5230\u4e86 TreeRAG \u903b\u8f91\u7684\u843d\u5730&#xff1a;<\/p>\n<ul>\n<li>\u5199\u5165\u65f6&#xff1a;\u5229\u7528 LLM \u9884\u5904\u7406&#xff0c;\u751f\u6210\u6811\u72b6\u6458\u8981\u7ed3\u6784\u3002<\/li>\n<li>\u68c0\u7d22\u65f6&#xff1a;\u5148\u7528\u6700\u5c0f\u7c92\u5ea6&#xff08;\u5173\u952e\u8bcd\/\u5c0f\u5207\u7247&#xff09;\u7cbe\u51c6\u5b9a\u4f4d&#xff1b;\u4e00\u65e6\u5b9a\u4f4d&#xff0c;\u518d\u987a\u7740\u6811\u72b6\u7ed3\u6784\u6293\u53d6\u7236\u8282\u70b9\u548c\u5144\u5f1f\u8282\u70b9&#xff0c;\u52a8\u6001\u62fc\u88c5\u6210\u903b\u8f91\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u5757\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u610f\u5473\u7740\u91cd\u5fc3\u7684\u524d\u79fb&#xff1a;\u5173\u6ce8\u70b9\u4ece\u5411\u91cf\u6570\u636e\u5e93\u8f6c\u79fb\u5230\u4e86\u6570\u636e\u6ce8\u5165\u7ba1\u9053&#xff08;Ingestion Pipeline\/PTI&#xff09;\u3002\u8fd9\u4e2a\u73af\u8282\u4e0d\u518d\u662f\u7b80\u5355\u7684 OCR&#xff0c;\u800c\u662f\u5305\u542b\u8bed\u4e49\u5206\u6790\u3001\u5143\u6570\u636e\u63d0\u53d6\u7684\u590d\u6742 ETL \u6d41\u7a0b\u3002<\/p>\n<p>\u540c\u65f6&#xff0c;\u5728\u5448\u73b0\u5c42&#xff0c;Context Caching&#xff08;\u4e0a\u4e0b\u6587\u7f13\u5b58&#xff09; \u6210\u4e3a\u4e86\u6807\u914d\u4f18\u5316\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u9759\u6001\u7684\u7cfb\u7edf\u6307\u4ee4\u3001\u5de5\u5177\u5b9a\u4e49&#xff08;Tool Definitions&#xff09;\u548c\u957f\u671f\u77e5\u8bc6\u653e\u5728 Prompt \u7684\u5934\u90e8&#xff08;Prefix&#xff09;&#xff0c;\u8ba9\u8fd9\u90e8\u5206\u8ba1\u7b97\u7ed3\u679c\u9a7b\u7559\u5728GPU\u663e\u5b58\u4e2d\u3002\u8fd9\u4e0d\u4ec5\u964d\u4f4e\u4e86\u6210\u672c&#xff0c;\u66f4\u89e3\u51b3\u4e86\u5ef6\u8fdf\u95ee\u9898\u2014\u2014KV-Cache \u547d\u4e2d\u7387\u5df2\u6210\u4e3a\u8861\u91cf Agent \u7cfb\u7edf\u5de5\u7a0b\u8d28\u91cf\u7684\u6307\u6807\u3002<\/p>\n<h3>\u4e09\u3001 RAG \u7684\u5f62\u6001\u6f14\u8fdb&#xff1a;\u4ece\u88ab\u52a8\u67e5\u8be2\u5230\u4e3b\u52a8\u63a8\u7406<\/h3>\n<p>\u5728 Agent \u65f6\u4ee3&#xff0c;RAG \u672c\u8eab\u7684\u5b9a\u4e49\u4e5f\u5728\u53d1\u751f\u5267\u53d8&#xff0c;\u5b83\u6b63\u5728\u5411\u4e09\u4e2a\u65b9\u5411\u6df1\u5ea6\u6f14\u8fdb&#xff1a;<\/p>\n<h4>1. \u4ece\u751f\u6210\u5230\u63a8\u7406&#xff1a;Retrieval-Augmented Reasoning (RAR)<\/h4>\n<p>\u4f20\u7edf\u7684 RAG \u662f\u7ebf\u6027\u7684&#xff1a;\u68c0\u7d22 -&gt; \u751f\u6210\u3002\u800c RAR \u662f\u95ed\u73af\u7684&#xff1a;\u68c0\u7d22 -&gt; \u63a8\u7406 -&gt; \u518d\u68c0\u7d22 -&gt; \u518d\u63a8\u7406\u3002<\/p>\n<p>\u6a21\u578b\u4e0d\u518d\u662f\u88ab\u52a8\u63a5\u6536\u4fe1\u606f&#xff0c;\u800c\u662f\u4f1a\u4e3b\u52a8\u5224\u65ad\u5f53\u524d\u4fe1\u606f\u662f\u5426\u7f3a\u5931\u3002\u5982\u679c\u4e0d\u591f&#xff0c;\u5b83\u4f1a\u53d1\u8d77\u65b0\u7684\u67e5\u8be2&#xff0c;\u751a\u81f3\u4fee\u6b63\u67e5\u8be2\u65b9\u5411\u3002\u8fd9\u8ba9 RAG \u4ece\u4e00\u4e2a\u201c\u5f00\u5377\u8003\u8bd5\u7684\u4f5c\u5f0a\u6761\u201d\u53d8\u6210\u4e86\u4e00\u4e2a\u201c\u7814\u7a76\u5458\u7684\u601d\u8003\u8fc7\u7a0b\u201d\u3002<\/p>\n<h4>2. \u4e3b\u52a8\u5316\u7684 Agentic RAG<\/h4>\n<p>RAG \u4e0d\u518d\u662f\u4e00\u4e2a\u9759\u6001\u6a21\u5757&#xff0c;\u800c\u662f\u5177\u5907\u4e86 Agent \u7684\u7279\u6027&#xff08;Agentic&#xff09;\u3002<\/p>\n<ul>\n<li>\u81ea\u4e3b\u51b3\u7b56&#xff1a;Agent \u81ea\u5df1\u51b3\u5b9a\u4f55\u65f6\u9700\u8981\u68c0\u7d22&#xff0c;\u800c\u4e0d\u662f\u6bcf\u53e5\u8bdd\u90fd\u53bb\u67e5\u5e93\u3002<\/li>\n<li>\u7b56\u7565\u9009\u62e9&#xff1a;\u9762\u5bf9\u4e0d\u540c\u95ee\u9898&#xff0c;\u667a\u80fd\u9009\u62e9\u662f\u67e5\u5411\u91cf\u5e93\u3001\u67e5\u5173\u952e\u8bcd&#xff0c;\u8fd8\u662f\u8c03\u7528\u5916\u90e8\u641c\u7d22\u5de5\u5177\u3002<\/li>\n<li>\u8d28\u91cf\u8bc4\u4f30&#xff1a;Agent \u4f1a\u201c\u8bfb\u201d\u68c0\u7d22\u56de\u6765\u7684\u5185\u5bb9&#xff0c;\u8bc4\u4f30\u5176\u662f\u5426\u6709\u7528&#xff0c;\u5982\u679c\u8d28\u91cf\u5dee&#xff0c;\u5b83\u4f1a\u8c03\u6574\u7b56\u7565\u91cd\u8bd5\u3002<\/li>\n<\/ul>\n<h4>3. \u6709\u673a\u878d\u5408\u7684 Memory-Augmented RAG<\/h4>\n<p>\u8bb0\u5fc6&#xff08;Memory&#xff09;\u4e0d\u518d\u662f\u72ec\u7acb\u7ec4\u4ef6&#xff0c;\u800c\u662f RAG \u7684\u4e00\u79cd\u7279\u6b8a\u5f62\u6001\u30022025 \u5e74\u7684\u7cfb\u7edf\u5f3a\u8c03\u4e09\u79cd\u8bb0\u5fc6\u7684\u534f\u540c&#xff1a;<\/p>\n<ul>\n<li>\u77ed\u671f\u8bb0\u5fc6&#xff1a;\u5f53\u524d\u7684 Working Context\u3002<\/li>\n<li>\u60c5\u8282\u5f0f\u8bb0\u5fc6&#xff1a;\u7528\u6237\u7684\u5386\u53f2\u4ea4\u4e92\u8bb0\u5f55&#xff08;\u901a\u8fc7\u5411\u91cf\u68c0\u7d22\u53ec\u56de&#xff09;\u3002<\/li>\n<li>\u8bed\u4e49\u8bb0\u5fc6&#xff1a;\u63d0\u70bc\u51fa\u7684\u957f\u671f\u77e5\u8bc6\u603b\u7ed3\u3002<\/li>\n<\/ul>\n<p>RAG \u6210\u4e3a\u4e86\u6574\u4e2a\u8bb0\u5fc6\u7cfb\u7edf\u7684\u6709\u673a\u7ec4\u6210\u90e8\u5206&#xff0c;\u800c\u975e\u5b64\u7acb\u7684\u68c0\u7d22\u6a21\u5757\u3002<\/p>\n<h3>\u56db\u3001 \u89d2\u8272\u6f14\u8fdb&#xff1a;Agent \u7684\u201c\u5168\u80fd\u4f9d\u4ed7\u201d<\/h3>\n<p>\u8fd9\u65f6\u5019&#xff0c;RAG \u7684\u89d2\u8272\u53d1\u751f\u4e86\u8d28\u7684\u53d8\u5316\u3002\u5b83\u4e0d\u518d\u5c40\u9650\u4e8e\u68c0\u7d22\u6587\u6863&#xff0c;\u800c\u662f\u53d8\u6210\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u4e0a\u4e0b\u6587\u5f15\u64ce&#xff08;Context Engine&#xff09;&#xff0c;\u8d1f\u8d23\u7ba1\u7406 Agent \u8fd0\u884c\u6240\u9700\u7684\u6570\u636e\u3002<\/p>\n<p>\u9664\u4e86\u77e5\u8bc6\u548c\u8bb0\u5fc6&#xff0c;\u4eca\u5e74\u6700\u5927\u7684\u75db\u70b9\u662f\u5de5\u5177\u68c0\u7d22&#xff08;Tool Retrieval&#xff09;\u3002<\/p>\n<p>\u5f53\u4f01\u4e1a\u5185\u90e8\u901a\u8fc7 MCP \u534f\u8bae\u5c01\u88c5\u4e86\u4e0a\u5343\u4e2a API \u65f6&#xff0c; Prompt \u585e\u4e0d\u4e0b\u6240\u6709\u5de5\u5177\u5b9a\u4e49\u3002\u7cfb\u7edf\u5fc5\u987b\u5148\u201c\u68c0\u7d22\u201d\u51fa\u5f53\u524d\u4efb\u52a1\u53ef\u80fd\u9700\u8981\u7528\u5230\u7684 Top-3 \u5de5\u5177\u3002<\/p>\n<p>\u5728\u8fd9\u91cc&#xff0c;\u5de5\u5177\u5b9a\u4e49&#xff08;Tool Definition&#xff09; \u672c\u8eab\u4e5f\u6210\u4e3a\u4e86\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u4e00\u90e8\u5206\u3002\u5b83\u88ab\u89c6\u4e3a Agent \u4e0e\u64cd\u4f5c\u7a7a\u95f4\u7684\u4e00\u4efd\u201c\u5951\u7ea6\u201d&#xff0c;\u4e0d\u4ec5\u8981\u63cf\u8ff0\u529f\u80fd&#xff0c;\u66f4\u8981\u4f18\u5316 Token \u6548\u7387\u3002\u597d\u7684\u5de5\u5177\u5b9a\u4e49\u80fd\u901a\u8fc7\u7cbe\u70bc\u7684\u63cf\u8ff0\u9f13\u52b1 Agent \u4ea7\u751f\u9ad8\u6548\u7684\u884c\u4e3a&#xff0c;\u800c\u8fd9\u6b63\u662f Context Engine \u9700\u8981\u7ba1\u7406\u7684\u8d44\u4ea7\u3002<\/p>\n<h3>\u4e94\u3001 \u603b\u7ed3<\/h3>\n<p>2025 \u5e74\u7684 RAG \u6280\u672f\u5176\u5b9e\u53d8\u5f97\u66f4\u201c\u65e0\u804a\u201d\u4e86&#xff0c;\u4f46\u8fd9\u6070\u6070\u662f\u6280\u672f\u6210\u719f\u7684\u6807\u5fd7\u3002\u5b83\u4e0d\u518d\u8ffd\u6c42\u82b1\u54e8\u7684\u6982\u5ff5&#xff0c;\u800c\u662f\u4e13\u6ce8\u4e8e\u89e3\u51b3\u6570\u636e\u6e05\u6d17&#xff08;ETL&#xff09;\u3001\u7d22\u5f15\u7ed3\u6784&#xff08;Tree\/Graph&#xff09;\u3001KV-Cache \u4f18\u5316\u548c\u591a\u6e90\u6570\u636e\u6df7\u5408\u68c0\u7d22\u7684\u5de5\u7a0b\u96be\u9898\u3002<\/p>\n<p>\u5bf9\u4e8e\u4f01\u4e1a\u6765\u8bf4&#xff0c;\u6784\u5efa\u4e00\u4e2a\u5f3a\u5927\u7684 Context Engine&#xff0c;\u628a\u79c1\u6709\u6570\u636e\u6cbb\u7406\u597d\u3001\u7d22\u5f15\u597d&#xff0c;\u5e76\u80fd\u4ee5\u6807\u51c6\u5316\u7684\u63a5\u53e3\u63d0\u4f9b\u7ed9\u4e0a\u5c42\u7684\u5404\u79cd Agent&#xff0c;\u8fd9\u624d\u662f AI \u65f6\u4ee3\u6700\u7a33\u56fa\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u8bfb\u8005\u798f\u5229&#xff1a;\u5018\u82e5\u5927\u5bb6\u5bf9\u5927\u6a21\u578b\u611f\u5174\u8da3&#xff0c;\u90a3\u4e48\u8fd9\u5957\u5927\u6a21\u578b\u5b66\u4e60\u8d44\u6599\u4e00\u5b9a\u5bf9\u4f60\u6709\u7528\u3002<\/p>\n<p>\u9488\u5bf90\u57fa\u7840\u5c0f\u767d&#xff1a;<\/p>\n<p>\u5982\u679c\u4f60\u662f\u96f6\u57fa\u7840\u5c0f\u767d&#xff0c;\u5feb\u901f\u5165\u95e8\u5927\u6a21\u578b\u662f\u53ef\u884c\u7684\u3002 \u5927\u6a21\u578b\u5b66\u4e60\u6d41\u7a0b\u8f83\u77ed&#xff0c;\u5b66\u4e60\u5185\u5bb9\u5168\u9762&#xff0c;\u9700\u8981\u7406\u8bba\u4e0e\u5b9e\u8df5\u7ed3\u5408 \u5b66\u4e60\u8ba1\u5212\u548c\u65b9\u5411\u80fd\u6839\u636e\u8d44\u6599\u8fdb\u884c\u5f52\u7eb3\u603b\u7ed3<\/p>\n<p>\u5305\u62ec&#xff1a;\u5927\u6a21\u578b\u5b66\u4e60\u7ebf\u8def\u6c47\u603b\u3001\u5b66\u4e60\u9636\u6bb5&#xff0c;\u5927\u6a21\u578b\u5b9e\u6218\u6848\u4f8b&#xff0c;\u5927\u6a21\u578b\u5b66\u4e60\u89c6\u9891&#xff0c;\u4eba\u5de5\u667a\u80fd\u3001\u673a\u5668\u5b66\u4e60\u3001\u5927\u6a21\u578b\u4e66\u7c4dPDF\u3002\u5e26\u4f60\u4ece\u96f6\u57fa\u7840\u7cfb\u7edf\u6027\u7684\u5b66\u597d\u5927\u6a21\u578b&#xff01;<\/p>\n<p>&#x1f61d;\u6709\u9700\u8981\u7684\u5c0f\u4f19\u4f34&#xff0c;\u53ef\u4ee5\u4fdd\u5b58\u56fe\u7247\u5230wx\u626b\u63cf\u4e8cv\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011&#x1f193;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114082604-6967531c0a0dd.jpg\" alt=\"\u8bf7\u6dfb\u52a0\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114082604-6967531c98b62.jpg\" alt=\"\" \/><\/p>\n<h6>&#x1f449;AI\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\u6c47\u603b&#x1f448;<\/h6>\n<p>\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\u56fe&#xff0c;\u6574\u4f53\u5206\u4e3a7\u4e2a\u5927\u7684\u9636\u6bb5&#xff1a;&#xff08;\u5168\u5957\u6559\u7a0b\u6587\u672b\u9886\u53d6\u54c8&#xff09; <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114082604-6967531cea308.png\" alt=\"                                                   \" \/> \u7b2c\u4e00\u9636\u6bb5&#xff1a; \u4ece\u5927\u6a21\u578b\u7cfb\u7edf\u8bbe\u8ba1\u5165\u624b&#xff0c;\u8bb2\u89e3\u5927\u6a21\u578b\u7684\u4e3b\u8981\u65b9\u6cd5&#xff1b;<\/p>\n<p>\u7b2c\u4e8c\u9636\u6bb5&#xff1a; \u5728\u901a\u8fc7\u5927\u6a21\u578b\u63d0\u793a\u8bcd\u5de5\u7a0b\u4ecePrompts\u89d2\u5ea6\u5165\u624b\u66f4\u597d\u53d1\u6325\u6a21\u578b\u7684\u4f5c\u7528&#xff1b;<\/p>\n<p>\u7b2c\u4e09\u9636\u6bb5&#xff1a; \u5927\u6a21\u578b\u5e73\u53f0\u5e94\u7528\u5f00\u53d1\u501f\u52a9\u963f\u91cc\u4e91PAI\u5e73\u53f0\u6784\u5efa\u7535\u5546\u9886\u57df\u865a\u62df\u8bd5\u8863\u7cfb\u7edf&#xff1b;<\/p>\n<p>\u7b2c\u56db\u9636\u6bb5&#xff1a; \u5927\u6a21\u578b\u77e5\u8bc6\u5e93\u5e94\u7528\u5f00\u53d1\u4ee5LangChain\u6846\u67b6\u4e3a\u4f8b&#xff0c;\u6784\u5efa\u7269\u6d41\u884c\u4e1a\u54a8\u8be2\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf&#xff1b;<\/p>\n<p>\u7b2c\u4e94\u9636\u6bb5&#xff1a; \u5927\u6a21\u578b\u5fae\u8c03\u5f00\u53d1\u501f\u52a9\u4ee5\u5927\u5065\u5eb7\u3001\u65b0\u96f6\u552e\u3001\u65b0\u5a92\u4f53\u9886\u57df\u6784\u5efa\u9002\u5408\u5f53\u524d\u9886\u57df\u5927\u6a21\u578b&#xff1b;<\/p>\n<p>\u7b2c\u516d\u9636\u6bb5&#xff1a; \u4ee5SD\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e3a\u4e3b&#xff0c;\u642d\u5efa\u4e86\u6587\u751f\u56fe\u5c0f\u7a0b\u5e8f\u6848\u4f8b&#xff1b;<\/p>\n<p>\u7b2c\u4e03\u9636\u6bb5&#xff1a; \u4ee5\u5927\u6a21\u578b\u5e73\u53f0\u5e94\u7528\u4e0e\u5f00\u53d1\u4e3a\u4e3b&#xff0c;\u901a\u8fc7\u661f\u706b\u5927\u6a21\u578b&#xff0c;\u6587\u5fc3\u5927\u6a21\u578b\u7b49\u6210\u719f\u5927\u6a21\u578b\u6784\u5efa\u5927\u6a21\u578b\u884c\u4e1a\u5e94\u7528\u3002<\/p>\n<h6>&#x1f449;\u5927\u6a21\u578b\u5b9e\u6218\u6848\u4f8b&#x1f448;<\/h6>\n<p>\u5149\u5b66\u7406\u8bba\u662f\u6ca1\u7528\u7684&#xff0c;\u8981\u5b66\u4f1a\u8ddf\u7740\u4e00\u8d77\u505a&#xff0c;\u8981\u52a8\u624b\u5b9e\u64cd&#xff0c;\u624d\u80fd\u5c06\u81ea\u5df1\u7684\u6240\u5b66\u8fd0\u7528\u5230\u5b9e\u9645\u5f53\u4e2d\u53bb&#xff0c;\u8fd9\u65f6\u5019\u53ef\u4ee5\u641e\u70b9\u5b9e\u6218\u6848\u4f8b\u6765\u5b66\u4e60\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114082605-6967531d6ae6d.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h6>&#x1f449;\u5927\u6a21\u578b\u89c6\u9891\u548cPDF\u5408\u96c6&#x1f448;<\/h6>\n<p>\u8fd9\u91cc\u6211\u4eec\u80fd\u63d0\u4f9b\u96f6\u57fa\u7840\u5b66\u4e60\u4e66\u7c4d\u548c\u89c6\u9891\u3002\u4f5c\u4e3a\u6700\u5feb\u6377\u4e5f\u662f\u6700\u6709\u6548\u7684\u65b9\u5f0f\u4e4b\u4e00&#xff0c;\u8ddf\u7740\u8001\u5e08\u7684\u601d\u8def&#xff0c;\u7531\u6d45\u5165\u6df1&#xff0c;\u4ece\u7406\u8bba\u5230\u5b9e\u64cd&#xff0c;\u5176\u5b9e\u5927\u6a21\u578b\u5e76\u4e0d\u96be\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114082606-6967531e2eab3.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h6>&#x1f449;\u5b66\u4f1a\u540e\u7684\u6536\u83b7&#xff1a;&#x1f448;<\/h6>\n<p>\u2022 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