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&#043; \u7f13\u5b58&#xff0c;\u4f4e\u9891\u3001\u9ad8\u590d\u6742\u5ea6\u8bf7\u6c42\u624d\u8c03\u7528\u5927\u6a21\u578b\u3002<\/li>\n<li>\u6570\u636e\u5b89\u5168&#xff1a;\u4f01\u4e1a\u6570\u636e\u4e0d\u80fd\u968f\u610f\u53d1\u9001\u81f3\u5916\u90e8\u6a21\u578b\u670d\u52a1&#xff0c;\u9700\u8981\u79c1\u6709\u5316\u90e8\u7f72\u6216\u8131\u654f\u5904\u7406\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898&#xff0c;\u8fd8\u6d89\u53ca\u5408\u89c4\u5ba1\u8ba1\u3001\u6570\u636e\u51fa\u5883\u8bc4\u4f30\u7b49\u6cd5\u5f8b\u5408\u89c4\u5c42\u9762\u7684\u7ea6\u675f\u3002<\/li>\n<li>\u53ef\u89c2\u6d4b\u6027&#xff1a;AI \u7cfb\u7edf\u7684\u51b3\u7b56\u94fe\u8def\u590d\u6742&#xff0c;\u9700\u8981\u4e13\u95e8\u7684\u8ddf\u8e2a\u4e0e\u8bc4\u4f30\u4f53\u7cfb\u3002\u4f20\u7edf\u76d1\u63a7\u53ea\u80fd\u770b\u5230\u300c\u63a5\u53e3\u662f\u5426\u62a5\u9519\u300d&#xff0c;\u800c AI \u7cfb\u7edf\u8fd8\u9700\u8981\u56de\u7b54\u300c\u6a21\u578b\u4e3a\u4ec0\u4e48\u7ed9\u51fa\u8fd9\u4e2a\u7b54\u6848\u300d\u300c\u8fd9\u4e2a\u7b54\u6848\u7684\u8d28\u91cf\u5982\u4f55\u300d\u7b49\u95ee\u9898\u3002<\/li>\n<li>\u7ec4\u7ec7\u4e0e\u4eba\u624d&#xff1a;AI \u539f\u751f\u91cd\u6784\u4e0d\u4ec5\u662f\u6280\u672f\u5347\u7ea7&#xff0c;\u8fd8\u8981\u6c42\u56e2\u961f\u5177\u5907\u63d0\u793a\u8bcd\u5de5\u7a0b\u3001\u6a21\u578b\u5fae\u8c03\u3001RAG \u8c03\u4f18\u7b49\u65b0\u6280\u80fd&#xff0c;\u8fd9\u5bf9\u73b0\u6709\u7814\u53d1\u56e2\u961f\u7684\u80fd\u529b\u6a21\u578b\u63d0\u51fa\u4e86\u6311\u6218\u3002<\/li>\n<\/ul>\n<h4>3.3 \u9002\u5408\u91cd\u6784\u7684\u573a\u666f<\/h4>\n<p>\u5e76\u975e\u6240\u6709\u7cfb\u7edf\u90fd\u9002\u5408 AI \u539f\u751f\u91cd\u6784\u3002\u4ee5\u4e0b\u573a\u666f\u843d\u5730\u53ef\u80fd\u6027\u6700\u9ad8&#xff1a;<\/p>\n<ul>\n<li>\u77e5\u8bc6\u5bc6\u96c6\u578b\u4e1a\u52a1&#xff08;\u5ba2\u670d\u3001\u6587\u6863\u5904\u7406\u3001\u5408\u89c4\u5ba1\u67e5&#xff09;&#xff1a;\u8fd9\u7c7b\u4e1a\u52a1\u7684\u6838\u5fc3\u662f\u300c\u7406\u89e3 &#043; \u68c0\u7d22 &#043; \u751f\u6210\u300d&#xff0c;\u4e0e LLM \u7684\u80fd\u529b\u9ad8\u5ea6\u5951\u5408&#xff0c;\u4e14\u9519\u8bef\u6210\u672c\u76f8\u5bf9\u53ef\u63a7\u3002<\/li>\n<li>\u6d41\u7a0b\u81ea\u52a8\u5316&#xff08;\u5ba1\u6279\u3001\u5de5\u5355\u5206\u7c7b\u3001\u62a5\u8868\u751f\u6210&#xff09;&#xff1a;\u6d41\u7a0b\u89c4\u5219\u660e\u786e\u3001\u8f93\u5165\u8f93\u51fa\u7ed3\u6784\u5316\u7a0b\u5ea6\u9ad8&#xff0c;AI \u53ef\u4ee5\u663e\u8457\u63d0\u5347\u5904\u7406\u6548\u7387&#xff0c;\u4e14\u4fbf\u4e8e\u7528\u89c4\u5219\u6821\u9a8c\u515c\u5e95\u3002<\/li>\n<li>\u4e2a\u6027\u5316\u63a8\u8350\u4e0e\u51b3\u7b56\u652f\u6301&#xff1a;AI \u539f\u751f\u67b6\u6784\u53ef\u4ee5\u57fa\u4e8e\u7528\u6237\u884c\u4e3a\u6570\u636e\u5b9e\u65f6\u8c03\u6574\u63a8\u8350\u7b56\u7565&#xff0c;\u6bd4\u4f20\u7edf\u89c4\u5219\u5f15\u64ce\u66f4\u7075\u6d3b\u3002<\/li>\n<li>\u5f00\u53d1\u8005\u5de5\u5177\u94fe&#xff08;\u4ee3\u7801\u5ba1\u67e5\u3001\u6d4b\u8bd5\u751f\u6210\u3001\u6587\u6863\u751f\u6210&#xff09;&#xff1a;\u5f00\u53d1\u8005\u5bf9 AI \u5de5\u5177\u7684\u63a5\u53d7\u5ea6\u6700\u9ad8&#xff0c;\u53cd\u9988\u95ed\u73af\u4e5f\u6700\u5bb9\u6613\u5efa\u7acb\u3002<\/li>\n<\/ul>\n<p>\u53cd\u4e4b&#xff0c;\u4ee5\u4e0b\u573a\u666f\u5e94\u8c28\u614e\u63a8\u8fdb&#xff1a;\u9ad8\u5b9e\u65f6\u6027\u3001\u6beb\u79d2\u7ea7\u54cd\u5e94\u7684\u4ea4\u6613\u7cfb\u7edf&#xff1b;\u5bf9\u786e\u5b9a\u6027\u8981\u6c42\u6781\u9ad8\u3001\u4e0d\u5141\u8bb8\u4efb\u4f55\u6982\u7387\u6027\u8f93\u51fa\u7684\u6838\u5fc3\u8d26\u52a1\u7cfb\u7edf&#xff1b;\u4ee5\u53ca\u6570\u636e\u57fa\u7840\u8584\u5f31\u3001\u7f3a\u4e4f\u9ad8\u8d28\u91cf\u6807\u6ce8\u6570\u636e\u7684\u4e1a\u52a1\u3002<\/p>\n<h3>4. \u6280\u672f\u67b6\u6784\u8bbe\u8ba1<\/h3>\n<p>AI \u539f\u751f\u91cd\u6784\u7684\u6280\u672f\u67b6\u6784\u901a\u5e38\u5305\u542b\u4ee5\u4e0b\u6838\u5fc3\u5c42&#xff1a;<\/p>\n<p>#mermaid-svg-7mXS58hgVUZcfDkj{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes 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text,#mermaid-svg-7mXS58hgVUZcfDkj .node .label text,#mermaid-svg-7mXS58hgVUZcfDkj .image-shape .label,#mermaid-svg-7mXS58hgVUZcfDkj .icon-shape .label{text-anchor:middle;}#mermaid-svg-7mXS58hgVUZcfDkj .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-7mXS58hgVUZcfDkj .rough-node .label,#mermaid-svg-7mXS58hgVUZcfDkj .node .label,#mermaid-svg-7mXS58hgVUZcfDkj .image-shape .label,#mermaid-svg-7mXS58hgVUZcfDkj .icon-shape .label{text-align:center;}#mermaid-svg-7mXS58hgVUZcfDkj .node.clickable{cursor:pointer;}#mermaid-svg-7mXS58hgVUZcfDkj .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-7mXS58hgVUZcfDkj .arrowheadPath{fill:#333333;}#mermaid-svg-7mXS58hgVUZcfDkj .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-7mXS58hgVUZcfDkj .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-7mXS58hgVUZcfDkj .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-7mXS58hgVUZcfDkj .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-7mXS58hgVUZcfDkj .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-7mXS58hgVUZcfDkj .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-7mXS58hgVUZcfDkj .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-7mXS58hgVUZcfDkj .cluster text{fill:#333;}#mermaid-svg-7mXS58hgVUZcfDkj .cluster span{color:#333;}#mermaid-svg-7mXS58hgVUZcfDkj div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-7mXS58hgVUZcfDkj .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-7mXS58hgVUZcfDkj rect.text{fill:none;stroke-width:0;}#mermaid-svg-7mXS58hgVUZcfDkj .icon-shape,#mermaid-svg-7mXS58hgVUZcfDkj .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-7mXS58hgVUZcfDkj .icon-shape p,#mermaid-svg-7mXS58hgVUZcfDkj .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-7mXS58hgVUZcfDkj .icon-shape .label rect,#mermaid-svg-7mXS58hgVUZcfDkj .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-7mXS58hgVUZcfDkj .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-7mXS58hgVUZcfDkj .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-7mXS58hgVUZcfDkj :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u4ea4\u4e92\u5c42<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>AI \u7f16\u6392\u5c42<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u670d\u52a1\u5c42<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>RAG \u68c0\u7d22\u5c42<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u57fa\u7840\u6a21\u578b<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5411\u91cf\u6570\u636e\u5e93<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6587\u6863\u89e3\u6790<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u4e1a\u52a1\u7cfb\u7edf\u5c42<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u73b0\u6709\u5fae\u670d\u52a1<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u4e2d\u53f0<\/p>\n<p><\/span><\/p>\n<h4>4.1 \u4ea4\u4e92\u5c42<\/h4>\n<p>\u4ea4\u4e92\u5c42\u8d1f\u8d23\u63a5\u6536\u7528\u6237\u8f93\u5165\u5e76\u5448\u73b0\u7ed3\u679c\u3002AI \u539f\u751f\u7cfb\u7edf\u7684\u4ea4\u4e92\u5c42\u901a\u5e38\u652f\u6301&#xff1a;<\/p>\n<ul>\n<li>\u81ea\u7136\u8bed\u8a00\u8f93\u5165&#xff08;\u6587\u672c\u3001\u8bed\u97f3&#xff09;<\/li>\n<li>\u591a\u6a21\u6001\u8f93\u5165&#xff08;\u56fe\u7247\u3001\u6587\u6863&#xff09;<\/li>\n<li>\u6d41\u5f0f\u8f93\u51fa&#xff08;SSE \/ WebSocket&#xff09;<\/li>\n<li>\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7ba1\u7406<\/li>\n<\/ul>\n<h4>4.2 AI \u7f16\u6392\u5c42<\/h4>\n<p>\u7f16\u6392\u5c42\u662f AI \u539f\u751f\u67b6\u6784\u7684\u6838\u5fc3&#xff0c;\u8d1f\u8d23&#xff1a;<\/p>\n<ul>\n<li>\u610f\u56fe\u8bc6\u522b\u4e0e\u4efb\u52a1\u89c4\u5212<\/li>\n<li>\u5de5\u5177\u8c03\u7528&#xff08;Function Calling&#xff09;<\/li>\n<li>\u591a\u6b65\u63a8\u7406\u4e0e\u72b6\u6001\u7ba1\u7406<\/li>\n<li>\u7ed3\u679c\u6821\u9a8c\u4e0e\u515c\u5e95\u7b56\u7565<\/li>\n<\/ul>\n<h4>4.3 \u6a21\u578b\u670d\u52a1\u5c42<\/h4>\n<p>\u6a21\u578b\u670d\u52a1\u5c42\u9700\u8981\u89e3\u51b3\u4ee5\u4e0b\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u8def\u7531&#xff08;\u7b80\u5355\u4efb\u52a1\u7528\u5c0f\u6a21\u578b&#xff0c;\u590d\u6742\u4efb\u52a1\u7528\u5927\u6a21\u578b&#xff09;<\/li>\n<li>\u79c1\u6709\u5316\u90e8\u7f72&#xff08;vLLM\u3001TensorRT-LLM&#xff09;<\/li>\n<li>\u7f13\u5b58\u7b56\u7565&#xff08;\u8bed\u4e49\u7f13\u5b58\u3001\u7ed3\u679c\u7f13\u5b58&#xff09;<\/li>\n<li>\u964d\u7ea7\u4e0e\u7194\u65ad<\/li>\n<\/ul>\n<h4>4.4 RAG \u68c0\u7d22\u5c42<\/h4>\n<p>RAG&#xff08;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09;\u662f AI \u539f\u751f\u7cfb\u7edf\u8fde\u63a5\u4f01\u4e1a\u77e5\u8bc6\u5e93\u7684\u5173\u952e&#xff1a;<\/p>\n<ul>\n<li>\u6587\u6863\u89e3\u6790\u4e0e\u5207\u5206<\/li>\n<li>\u5411\u91cf\u5316\u4e0e\u7d22\u5f15\u6784\u5efa<\/li>\n<li>\u6df7\u5408\u68c0\u7d22&#xff08;\u5173\u952e\u8bcd &#043; \u5411\u91cf&#xff09;<\/li>\n<li>\u91cd\u6392\u5e8f\u4e0e\u4e0a\u4e0b\u6587\u538b\u7f29<\/li>\n<\/ul>\n<h3>5. \u5b9e\u65bd\u6b65\u9aa4<\/h3>\n<h4>5.1 \u7b2c\u4e00\u6b65&#xff1a;\u4e1a\u52a1\u573a\u666f\u8bc4\u4f30\u4e0e\u9009\u578b<\/h4>\n<ul>\n<li>\u68b3\u7406\u73b0\u6709\u4e1a\u52a1\u6d41\u7a0b&#xff0c;\u8bc6\u522b\u9002\u5408 AI \u91cd\u6784\u7684\u9ad8\u4ef7\u503c\u573a\u666f<\/li>\n<li>\u8bc4\u4f30\u6570\u636e\u57fa\u7840&#xff08;\u6570\u636e\u8d28\u91cf\u3001\u6570\u636e\u91cf\u3001\u6570\u636e\u53ef\u83b7\u53d6\u6027&#xff09;<\/li>\n<li>\u660e\u786e\u6210\u529f\u6307\u6807&#xff08;\u6548\u7387\u63d0\u5347\u3001\u6210\u672c\u964d\u4f4e\u3001\u4f53\u9a8c\u6539\u5584&#xff09;<\/li>\n<\/ul>\n<h4>5.2 \u7b2c\u4e8c\u6b65&#xff1a;\u6280\u672f\u9a8c\u8bc1&#xff08;PoC&#xff09;<\/h4>\n<ul>\n<li>\u9009\u62e9 1-2 \u4e2a\u9ad8\u4ef7\u503c\u573a\u666f\u8fdb\u884c\u6982\u5ff5\u9a8c\u8bc1<\/li>\n<li>\u9a8c\u8bc1\u6a21\u578b\u6548\u679c\u3001\u5ef6\u8fdf\u3001\u6210\u672c\u662f\u5426\u8fbe\u6807<\/li>\n<li>\u5efa\u7acb\u8bc4\u4f30\u96c6\u4e0e\u8bc4\u6d4b\u6d41\u7a0b<\/li>\n<\/ul>\n<h4>5.3 \u7b2c\u4e09\u6b65&#xff1a;\u67b6\u6784\u8bbe\u8ba1\u4e0e\u57fa\u7840\u8bbe\u65bd\u642d\u5efa<\/h4>\n<ul>\n<li>\u642d\u5efa\u6a21\u578b\u670d\u52a1\u57fa\u7840\u8bbe\u65bd&#xff08;API \u7f51\u5173\u3001\u6a21\u578b\u8def\u7531\u3001\u7f13\u5b58&#xff09;<\/li>\n<li>\u5efa\u8bbe\u6570\u636e\u7ba1\u9053\u4e0e\u5411\u91cf\u7d22\u5f15<\/li>\n<li>\u8bbe\u8ba1\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb&#xff08;\u65e5\u5fd7\u3001\u8ffd\u8e2a\u3001\u8bc4\u4f30&#xff09;<\/li>\n<\/ul>\n<h4>5.4 \u7b2c\u56db\u6b65&#xff1a;\u6838\u5fc3\u6a21\u5757\u5f00\u53d1<\/h4>\n<ul>\n<li>\u5f00\u53d1 AI \u7f16\u6392\u5c42&#xff08;Agent \u6846\u67b6\u3001\u5de5\u5177\u6ce8\u518c\u3001\u72b6\u6001\u7ba1\u7406&#xff09;<\/li>\n<li>\u5b9e\u73b0 RAG 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