{"id":115135,"date":"2026-10-11T09:32:59","date_gmt":"2026-10-11T01:32:59","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/115135.html"},"modified":"2026-10-11T09:32:59","modified_gmt":"2026-10-11T01:32:59","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%ba%94%e7%94%a8%e5%85%a8%e6%b5%81%e7%a8%8b%e5%ae%9e%e8%b7%b5%ef%bc%9aagent%e3%80%81rag%e3%80%81mcp-%e4%b8%8e%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/115135.html","title":{"rendered":"\u5927\u6a21\u578b\u5e94\u7528\u5168\u6d41\u7a0b\u5b9e\u8df5\uff1aAgent\u3001RAG\u3001MCP \u4e0e\u6570\u636e\u5de5\u7a0b\u5b9e\u8df5\u603b\u7ed3"},"content":{"rendered":"<p>\u628a 2026 \u5e74\u8e29\u8fc7\u7684\u5751\u3001\u7b97\u8fc7\u7684\u8d26\u3001\u5199\u8fc7\u7684\u4ee3\u7801&#xff0c;\u4e00\u6b21\u8bb2\u6e05\u695a\u3002<\/p>\n<p>\u4e00\u3001\u5148\u8bf4\u7ed3\u8bba&#xff1a;\u74f6\u9888\u4ece\u6765\u4e0d\u5728\u6a21\u578b<br \/>\n2026 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\u7684\u5178\u578b\u5931\u8d25\u6a21\u5f0f\u4e0d\u662f\u201c\u5b8c\u5168\u68c0\u7d22\u4e0d\u5230\u201d&#xff0c;\u800c\u662f\u201c\u68c0\u7d22\u5230\u4e86\u4e0d\u76f8\u5173\u7684\u7247\u6bb5&#xff0c;\u6a21\u578b\u5374\u57fa\u4e8e\u5b83\u7f16\u51fa\u4e86\u770b\u8d77\u6765\u5408\u7406\u7684\u7b54\u6848\u201d\u3002<\/p>\n<p>\u5fae\u8f6f Azure Databricks \u7684\u68c0\u7d22\u8d28\u91cf\u6307\u5357\u7ed9\u51fa\u4e86\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u6392\u5e8f\u539f\u5219&#xff1a;\u6309\u5f71\u54cd\u4ece\u9ad8\u5230\u4f4e\u3001\u5de5\u4f5c\u91cf\u4ece\u4f4e\u5230\u9ad8\u4f9d\u6b21\u5904\u7406\u3002<\/p>\n<p>\u5de5\u7a0b\u4e0a\u600e\u4e48\u89e3<br \/>\n\u7b2c\u4e00\u4f18\u5148\u7ea7&#xff1a;\u6df7\u5408\u641c\u7d22&#xff08;\u4e00\u884c\u4ee3\u7801\u7684\u4e8b&#xff09;\u3002 \u628a\u5411\u91cf\u68c0\u7d22\u548c\u5173\u952e\u8bcd\u68c0\u7d22\u7ed3\u5408\u3002\u7528\u6237\u641c\u201c\u9519\u8bef\u7801 E404\u201d\u65f6&#xff0c;\u7eaf\u8bed\u4e49\u68c0\u7d22\u53ef\u80fd\u53ec\u56de\u4e00\u5806\u201c\u9875\u9762\u4e0d\u5b58\u5728\u201d\u7684\u6587\u6863&#xff0c;\u800c\u5173\u952e\u8bcd\u68c0\u7d22\u80fd\u7cbe\u786e\u5b9a\u4f4d\u3002\u6df7\u5408\u641c\u7d22\u901a\u8fc7\u6355\u83b7\u8bed\u4e49\u548c\u5173\u952e\u8bcd\u53cc\u91cd\u5339\u914d&#xff0c;\u540c\u65f6\u6539\u5584\u53ec\u56de\u7387\u548c\u7cbe\u5ea6\u3002<\/p>\n<p>\u7b2c\u4e8c\u4f18\u5148\u7ea7&#xff1a;\u5143\u6570\u636e\u7b5b\u9009\u2014\u2014\u63d0\u5347\u68c0\u7d22\u8d28\u91cf\u7684\u6700\u5927\u624b\u6bb5\u3002 \u7b5b\u9009\u53ef\u4ee5\u5c06\u641c\u7d22\u7a7a\u95f4\u51cf\u5c11 90% \u4ee5\u4e0a\u3002\u6280\u672f\u6587\u6863\u6309\u4ea7\u54c1\u7248\u672c\u7b5b\u9009\u3001\u6cd5\u89c4\u5e93\u6309\u751f\u6548\u65e5\u671f\u7b5b\u9009\u3001\u5ba2\u670d\u77e5\u8bc6\u5e93\u6309\u4ea7\u54c1\u7ebf\u7b5b\u9009\u2014\u2014\u8fd9\u4e9b\u90fd\u662f\u96f6\u6a21\u578b\u6210\u672c\u7684\u5de5\u7a0b\u4f18\u5316\u3002<\/p>\n<p>\u7b2c\u4e09\u4f18\u5148\u7ea7&#xff1a;\u91cd\u6392\u5e8f&#xff08;\u5355\u884c\u4ee3\u7801&#xff0c;\u7ea6 15% \u8d28\u91cf\u63d0\u5347&#xff09;\u3002 \u6700\u4f73\u5b9e\u8df5\u662f Bi-Encoder \u5feb\u901f\u53ec\u56de Top-20&#xff0c;Cross-Encoder \u7cbe\u786e\u91cd\u6392\u540e\u53d6 Top-5\u3002\u91cd\u6392\u5e8f\u6a21\u578b\u7684\u9009\u62e9\u4e0a&#xff0c;Qwen3 \u7cfb\u5217\u63d0\u4f9b\u4e86\u914d\u5957\u7684 Reranker&#xff0c;\u4f01\u4e1a\u573a\u666f\u4e2d cross-encoder reranking \u5df2\u88ab\u9a8c\u8bc1\u80fd\u663e\u8457\u63d0\u5347\u7cbe\u5ea6\u3002<\/p>\n<p>\u5173\u4e8e Agentic RAG&#xff1a; \u6807\u51c6 RAG 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\u533a\u95f4&#xff08;\u89c6\u4efb\u52a1\u590d\u6742\u5ea6&#xff09;\u3002SaaS-Bench \u8bc4\u6d4b\u663e\u793a&#xff0c;Claude 3.5 Sonnet \u5728\u771f\u5b9e\u529e\u516c\u4efb\u52a1\u4e2d\u7684\u5b8c\u5168\u901a\u8fc7\u7387\u53ea\u6709 3.8%\u3002<\/p>\n<p>\u7b2c\u4e00\u9053\u574e&#xff1a;\u957f\u4efb\u52a1\u201c\u5931\u5fc6\u75c7\u201d<br \/>\n\u5355\u8f6e\u5bf9\u8bdd\u50cf\u5929\u624d&#xff0c;\u51e0\u5341\u6b65\u4e4b\u540e\u5f00\u59cb\u201c\u9b3c\u6253\u5899\u201d\u3002Meta 2026 \u5e74 7 \u6708\u7684\u8bba\u6587\u79f0\u4e4b\u4e3a\u884c\u4e3a\u72b6\u6001\u8870\u9000\u2014\u2014Agent \u4e0d\u662f\u53d8\u7b28\u4e86&#xff0c;\u662f\u5b83\u79ef\u7d2f\u7684\u5173\u952e\u72b6\u6001&#xff08;\u5931\u8d25\u8bca\u65ad\u3001\u672a\u5b8c\u6210\u5b50\u76ee\u6807\u3001\u7528\u6237\u51e0\u5c0f\u65f6\u524d\u7684\u7ea6\u675f&#xff09;\u88ab\u66b4\u6da8\u7684\u4e0a\u4e0b\u6587\u51b2\u8d70\u4e86\u3002NeurIPS \u7814\u7a76\u663e\u793a&#xff0c;78% \u7684 Agent \u5728\u591a\u6b65\u63a8\u7406\u4e2d\u56e0\u4e0a\u4e0b\u6587\u4e22\u5931\u5bfc\u81f4\u4efb\u52a1\u5931\u8d25\u7387\u8d85 40%\u3002<\/p>\n<p>\u89e3\u6cd5&#xff1a;\u5206\u5c42\u8bb0\u5fc6\u6cbb\u7406&#xff0c;\u4e0d\u8981\u5806\u7a97\u53e3\u3002 \u5de5\u4f5c\u8bb0\u5fc6\u7528\u7ed3\u6784\u5316 Schema \u7ef4\u62a4\u5f53\u524d\u4efb\u52a1\u7684\u7ea6\u675f\u548c\u8fdb\u5ea6&#xff0c;\u4e0d\u9760\u5bf9\u8bdd\u5386\u53f2\u201c\u81ea\u7136\u201d\u643a\u5e26&#xff1b;\u957f\u671f\u8bb0\u5fc6\u901a\u8fc7\u5411\u91cf\u68c0\u7d22\u6309\u9700\u6ce8\u5165&#xff1b;\u8fc7\u671f\u8bb0\u5fc6\u4e3b\u52a8\u88c1\u526a\u3002\u884c\u4e1a\u5171\u8bc6\u662f&#xff1a;\u5de5\u4f5c\u8bb0\u5fc6\u7cbe\u51c6\u53ef\u63a7\u3001\u957f\u671f\u8bb0\u5fc6\u53ef\u68c0\u7d22\u53ef\u9a8c\u8bc1\u3001\u8fc7\u671f\u8bb0\u5fc6\u4e3b\u52a8\u9057\u5fd8\u3002<\/p>\n<p>\u7b2c\u4e8c\u9053\u574e&#xff1a;\u5de5\u5177\u8c03\u7528\u7684\u201c\u53c2\u6570\u9677\u9631\u201d<br \/>\n\u5c0f\u6a21\u578b\u80fd\u641e\u6e05\u695a\u201c\u8be5\u8c03\u54ea\u4e2a\u5de5\u5177\u201d&#xff0c;\u4f46\u586b\u4e0d\u5bf9\u53c2\u6570\u2014\u2014\u65e5\u671f\u683c\u5f0f\u5199\u53cd\u3001\u679a\u4e3e\u503c\u62fc\u9519\u3001\u5fc5\u586b\u5b57\u6bb5\u7701\u7565\u3002\u66f4\u81f4\u547d\u7684\u662f\u95f4\u6b47\u6027\u5931\u8d25&#xff1a;\u4e00\u4e2a\u6bcf\u6b21\u8c03\u7528\u5931\u8d25 4% \u7684\u6a21\u578b&#xff0c;\u5728 12 \u6b21\u5de5\u5177\u8c03\u7528\u7684\u4efb\u52a1\u91cc&#xff0c;\u6574\u4f53\u5931\u8d25\u7387\u7ea6 40%&#xff0c;\u800c\u4e14\u975e\u786e\u5b9a\u6027\u3002<\/p>\n<p>\u89e3\u6cd5&#xff1a;\u7ed3\u6784\u5316\u8f93\u51fa\u5f3a\u5236 &#043; \u5de5\u5177\u5206\u9636\u6bb5\u66b4\u9732\u3002 \u7528 Pydantic \u6216\u7b49\u4ef7\u65b9\u6848\u5b9a\u4e49\u5de5\u5177\u53c2\u6570\u7684 Schema&#xff0c;\u4e0d\u5408\u6cd5\u7684\u8f93\u51fa\u5728\u8fd0\u884c\u65f6\u76f4\u63a5\u629b\u5f02\u5e38&#xff0c;\u800c\u4e0d\u662f\u9759\u9ed8\u4f20\u4e0b\u53bb\u3002\u5de5\u5177\u6570\u91cf\u81a8\u80c0\u65f6&#xff0c;\u6309\u9886\u57df\u5206\u9636\u6bb5\u66b4\u9732&#xff0c;\u6bcf\u9636\u6bb5\u63a7\u5236\u5728 15 \u4e2a\u4ee5\u5185\u3002<\/p>\n<p>\u7b2c\u4e09\u9053\u574e&#xff1a;\u5b89\u5168\u4e0e\u81ea\u4e3b\u7684\u77db\u76fe<br \/>\nAgent \u8d8a\u81ea\u4e3b&#xff0c;\u8d8a\u5bb9\u6613\u51fa\u201c\u5408\u7406\u5730\u505a\u9519\u4e8b\u201d\u7684 bug\u3002OWASP \u628a Prompt Injection \u5217\u4e3a\u9996\u8981\u5b89\u5168\u98ce\u9669\u3002\u6709\u6548\u7cfb\u7edf\u9700\u8981\u7ed3\u5408\u8868\u9762\u8fc7\u6ee4\u3001\u8bed\u4e49\u9632\u706b\u5899\u3001\u52a8\u4f5c\u95e8\u63a7\u548c\u4e0a\u4e0b\u6587\u9694\u79bb\u3002<\/p>\n<p>\u89e3\u6cd5&#xff1a;\u9ad8\u9891\u8def\u5f84\u8d70 SOP&#xff0c;\u5f02\u5e38\u5206\u652f\u624d\u7ed9 LLM \u81ea\u4e3b\u6743\u3002 \u611f\u77e5\u5c42\u505a\u610f\u56fe\u8bc6\u522b&#xff0c;\u51b3\u7b56\u5c42\u4ee5\u89c4\u5219\u5f15\u64ce\u4e3a\u4e3b\u3001LLM \u52a8\u6001\u515c\u5e95&#xff0c;\u6267\u884c\u5c42\u8d70\u767d\u540d\u5355\u5de5\u5177\u8c03\u7528\u3002\u9700\u8981 100% \u51c6\u786e\u6027\u7684\u573a\u666f&#xff0c;\u5fc5\u987b\u5916\u63a5\u8ba1\u7b97\u5de5\u5177\u6216\u89c4\u5219\u5f15\u64ce&#xff0c;\u4e0d\u80fd\u8ba9 LLM \u201c\u7b97\u201d\u3002<\/p>\n<p>\u7b2c\u56db\u9053\u574e&#xff1a;\u8bc4\u6d4b\u4e0e\u53ef\u89c2\u6d4b\u6027<br \/>\n\u6700\u6050\u6016\u7684\u4e00\u53e5\u8bdd\u662f&#xff1a;\u201c\u4e0d\u77e5\u9053\u5b83\u5f53\u65f6\u5e72\u4e86\u5565\u3002\u201d\u4f20\u7edf APM \u770b\u4e0d\u5230 Agent \u7684\u63a8\u7406\u5faa\u73af\u3001\u5de5\u5177\u9009\u62e9\u504f\u5dee\u3001\u4e0a\u4e0b\u6587\u6c61\u67d3\u3002<\/p>\n<p>\u89e3\u6cd5&#xff1a;Trace-first \u7684\u8bc4\u6d4b\u3002 \u7ed9\u6bcf\u4e00\u6b21 LLM \u8c03\u7528\u3001\u5de5\u5177\u6267\u884c\u3001\u68c0\u7d22\u6b65\u9aa4\u90fd\u6253 Span&#xff0c;\u7528\u81ea\u52a8\u8bc4\u4f30\u6846\u67b6&#xff08;\u5982 RAGAS \u7684 faithfulness\u3001context precision\/recall \u7b49\u6307\u6807&#xff09;\u6301\u7eed\u76d1\u63a7\u3002\u751f\u4ea7\u7ea7 RAG \u7684\u8bc4\u4f30\u6846\u67b6\u5982 CLEAR-RAG \u5df2\u7ecf\u8986\u76d6 Citation Quality\u3001Latency\u3001Faithfulness\u3001Answer Relevance\u3001Retrieval Quality \u4e94\u4e2a\u7ef4\u5ea6\u3002<\/p>\n<p>\u4e94\u3001MCP&#xff1a;\u6807\u51c6\u5316\u63a5\u5165&#xff0c;\u4f46\u6cbb\u7406\u624d\u662f\u96be\u70b9<br \/>\n\u901a\u75c5\u957f\u4ec0\u4e48\u6837<br \/>\nMCP \u89e3\u51b3\u4e86\u201cAgent \u600e\u4e48\u53d1\u73b0\u548c\u8c03\u7528\u5916\u90e8\u5de5\u5177\u201d\u7684\u6807\u51c6\u5316\u95ee\u9898\u3002\u622a\u81f3 2026 \u5e74\u521d&#xff0c;\u5df2\u6709\u8d85\u8fc7 10,000 \u4e2a\u6d3b\u8dc3 MCP \u670d\u52a1\u5668&#xff0c;\u6708 SDK \u4e0b\u8f7d\u91cf\u8fbe 9700 \u4e07\u6b21\u3002USDC \u7684\u62a5\u544a\u663e\u793a&#xff0c;\u5b9e\u65bd MCP \u670d\u52a1\u5668\u540e AI \u7cfb\u7edf\u7684\u6570\u636e\u68c0\u7d22\u51c6\u786e\u7387\u63d0\u5347\u4e86 95%\u3002<\/p>\n<p>\u4f46\u63a5\u5165\u53d8\u5bb9\u6613\u4e86&#xff0c;\u6cbb\u7406\u6ca1\u6709\u3002Musinsa Tech \u7684\u603b\u7ed3\u5f88\u5230\u4f4d&#xff1a;\u5f15\u5165 MCP \u540e\u63a5\u5165\u95e8\u69db\u660e\u663e\u964d\u4f4e&#xff0c;\u4f46\u5b9e\u9645\u843d\u5730\u4e2d\u96be\u70b9\u4ecd\u5728\u8d28\u91cf\u4e0e\u6cbb\u7406\u3002<\/p>\n<p>\u5f00\u53d1\u8005\u53cd\u9988\u7684\u95ee\u9898\u5206\u5e03\u5f88\u6709\u4ee3\u8868\u6027&#xff1a;\u914d\u7f6e\u4e0e\u73af\u5883\u95ee\u9898\u5360 12.50%&#xff0c;\u6587\u6863\u4e0e\u5de5\u5177\u63cf\u8ff0\u7f3a\u5931\u5360 11.76%&#xff0c;\u8fde\u63a5\u4e0e\u901a\u4fe1\u95ee\u9898\u5360 11.03%&#xff0c;\u542f\u52a8\u4e0e\u521d\u59cb\u5316\u5931\u8d25\u5360 7.35%\u3002\u5176\u4e2d\u6700\u6709\u8b66\u793a\u610f\u4e49\u7684\u4e00\u4e2a bug&#xff1a;Memory \u670d\u52a1\u5668\u7684 memory.json \u56e0\u5e76\u53d1\u5199\u5165\u800c\u635f\u574f&#xff0c;\u5bfc\u81f4 JSON \u89e3\u6790\u5931\u8d25&#xff08;issue #2579&#xff09;\u3002<\/p>\n<p>\u5de5\u7a0b\u4e0a\u600e\u4e48\u89e3&#xff1a;\u770b Pinterest \u7684\u751f\u4ea7\u7ea7\u5b9e\u8df5<br \/>\nPinterest \u642d\u5efa\u4e86\u4e00\u5957\u5185\u90e8 MCP \u751f\u6001\u7cfb\u7edf&#xff0c;\u622a\u81f3 2025 \u5e74 1 \u6708&#xff0c;MCP \u670d\u52a1\u5668\u6708\u8c03\u7528\u91cf\u8fbe 66,000 \u6b21&#xff0c;\u8986\u76d6 844 \u540d\u6d3b\u8dc3\u7528\u6237&#xff0c;\u6bcf\u6708\u8282\u7701\u7ea6 7,000 \u5de5\u65f6\u3002<\/p>\n<p>\u6838\u5fc3\u67b6\u6784\u51b3\u7b56&#xff1a;<\/p>\n<p>\u9886\u57df\u4e13\u6709\u670d\u52a1\u5668&#xff0c;\u4e0d\u662f\u5355\u4f53\u3002 \u6bcf\u4e2a MCP \u670d\u52a1\u5668\u4e13\u6ce8\u4e8e\u4e00\u4e2a\u9886\u57df&#xff08;Presto\u3001Spark\u3001Airflow \u5404\u81ea\u72ec\u7acb&#xff09;&#xff0c;\u6709\u6548\u6291\u5236\u4e0a\u4e0b\u6587\u81a8\u80c0&#xff0c;\u652f\u6301\u7ec6\u7c92\u5ea6\u8bbf\u95ee\u63a7\u5236\u3002<\/p>\n<p>\u4e2d\u5fc3\u6ce8\u518c\u8868\u4f5c\u4e3a\u552f\u4e00\u53ef\u4fe1\u6e90\u3002 \u5ba2\u6237\u7aef\u5728\u8c03\u7528\u5de5\u5177\u524d\u5148\u67e5\u8be2\u6ce8\u518c\u8868&#xff0c;\u5b8c\u6210\u6743\u9650\u4e0e\u670d\u52a1\u5668\u72b6\u6001\u6821\u9a8c&#xff0c;\u7edf\u4e00\u6267\u884c\u6cbb\u7406\u7b56\u7565\u3002<\/p>\n<p>\u53cc\u5c42\u6388\u6743 &#043; \u4eba\u5de5\u5ba1\u6279\u3002 \u4eba\u5de5\u8bbf\u95ee\u901a\u8fc7\u7ec8\u7aef\u7528\u6237 JWT \u63a7\u5236&#xff0c;\u670d\u52a1\u6d41\u7a0b\u4f9d\u8d56\u670d\u52a1\u7f51\u683c\u8eab\u4efd\u3002\u654f\u611f\u64cd\u4f5c\u5728\u6267\u884c\u524d\u8981\u6c42\u4eba\u5de5\u5ba1\u6279\u2014\u2014\u7531 Agent \u63d0\u51fa\u53d8\u66f4&#xff0c;\u4eba\u5de5\u6279\u51c6\u6216\u9a73\u56de\u3002<\/p>\n<p>\u5b89\u5168\u5ba1\u6838\u524d\u7f6e\u3002 \u6240\u6709 MCP \u670d\u52a1\u5668\u6295\u5165\u751f\u4ea7\u524d\u5fc5\u987b\u901a\u8fc7\u5b89\u5168\u3001\u6cd5\u5f8b\/\u9690\u79c1\u53ca\u751f\u6210\u5f0f AI \u76f8\u5173\u5ba1\u6838\u3002<\/p>\n<p>\u516d\u3001\u628a\u56db\u5c42\u4e32\u8d77\u6765&#xff1a;\u4e00\u4e2a\u5b8c\u6574\u7684\u751f\u4ea7\u67b6\u6784\u5fc3\u667a\u6a21\u578b<br \/>\ntext<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502  \u6570\u636e\u5de5\u7a0b\u5c42                                                   \u2502<br \/>\n\u2502  \u6e05\u6d17 \u2192 \u4e09\u7ea7\u53bb\u91cd \u2192 \u5411\u91cf\u5316 \u2192 \u8bed\u4e49\u805a\u7c7b \u2192 LLM\u8bc4\u4f30\/\u6807\u6ce8\/\u5408\u6210      \u2502<br \/>\n\u2502  &#xff08;\u51b3\u5b9a RAG \u7684\u8d28\u91cf\u4e0a\u9650&#xff09;                                      \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n\u2193<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502  RAG \u68c0\u7d22\u5c42                                                  \u2502<br \/>\n\u2502  \u6df7\u5408\u641c\u7d22 \u2192 \u5143\u6570\u636e\u7b5b\u9009 \u2192 Bi-Encoder\u53ec\u56de \u2192 Cross-Encoder\u91cd\u6392   \u2502<br \/>\n\u2502  &#xff08;Agentic RAG&#xff1a;\u68c0\u7d22\u4f5c\u4e3a\u5de5\u5177\u88ab Agent \u4e3b\u52a8\u8c03\u7528&#xff09;               \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n\u2193<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502  Agent \u7f16\u6392\u5c42                                                \u2502<br \/>\n\u2502  \u5206\u5c42\u8bb0\u5fc6\u6cbb\u7406 &#043; \u7ed3\u6784\u5316\u5de5\u5177\u8c03\u7528 &#043; \u767d\u540d\u5355\u5b89\u5168 &#043; Trace \u8bc4\u6d4b      \u2502<br \/>\n\u2502  &#xff08;\u9ad8\u9891\u8d70 SOP&#xff0c;\u5f02\u5e38\u7ed9 LLM&#xff1b;\u7194\u65ad\u5668\u515c\u5e95&#xff09;                       \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n\u2193<br 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