{"id":2605,"date":"2026-03-05T10:20:18","date_gmt":"2026-03-05T02:20:18","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2605"},"modified":"2026-03-05T10:20:18","modified_gmt":"2026-03-05T02:20:18","slug":"%e9%9b%b6%e4%bb%a3%e7%a0%81%e7%8e%a9%e8%bd%ac-llm-agent%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97-ai-%e5%ba%94%e7%94%a8%e5%95%86%e5%ba%97-10-%e5%88%86%e9%92%9f%e4%b8%8a%e7%ba%bf%e7%a7%81%e6%9c%89","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2605","title":{"rendered":"\u96f6\u4ee3\u7801\u73a9\u8f6c LLM Agent\uff1a\u661f\u5b87\u667a\u7b97 AI \u5e94\u7528\u5546\u5e97 10 \u5206\u949f\u4e0a\u7ebf\u79c1\u6709\u77e5\u8bc6\u5e93\u95ee\u7b54\u673a\u5668\u4eba"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1772677218_70f674.png\" alt=\"\u96f6\u4ee3\u7801\u73a9\u8f6c LLM Agent\uff1a\u661f\u5b87\u667a\u7b97 AI \u5e94\u7528\u5546\u5e97 10 \u5206\u949f\u4e0a\u7ebf\u79c1\u6709\u77e5\u8bc6\u5e93\u95ee\u7b54\u673a\u5668\u4eba\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<h1>\u96f6\u4ee3\u7801\u73a9\u8f6c LLM Agent\uff1a\u661f\u5b87\u667a\u7b97 AI \u5e94\u7528\u5546\u5e97 10 \u5206\u949f\u4e0a\u7ebf\u79c1\u6709\u77e5\u8bc6\u5e93\u95ee\u7b54\u673a\u5668\u4eba<\/h1>\n<blockquote>\n<p>\u201c\u672a\u6765 5 \u5e74\uff0c80% \u7684\u4f01\u4e1a\u77e5\u8bc6\u5e93\u5c06\u7531 Agent \u7ef4\u62a4\u3002\u201d\u2014\u2014Gartner 2024 \u751f\u6210\u5f0f AI \u62a5\u544a<\/p>\n<\/blockquote>\n<p>\u4ece ChatGPT \u5230\u5f00\u6e90 Llama-3\uff0c\u5927\u6a21\u578b\u80fd\u529b\u98de\u6da8\uff0c\u5374\u4e5f\u8ba9\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u96be\u9898\u6108\u53d1\u5c16\u9510\uff1a\u5982\u4f55\u628a 200 \u9875 PDF\u3001\u5185\u90e8 SOP\u3001\u4ea7\u54c1\u624b\u518c\u53d8\u6210\u201c\u968f\u95ee\u968f\u7b54\u201d\u7684\u79c1\u6709\u673a\u5668\u4eba\uff1f\u4f20\u7edf\u65b9\u6848\u9700\u8981\u79df\u5361\u3001\u642d\u5411\u91cf\u5e93\u3001\u5199 LangChain\uff0c\u6ca1\u6709 3 \u4f4d\u7b97\u6cd5\u5de5\u7a0b\u5e08\u641e\u4e0d\u5b9a\u3002\u73b0\u5728\uff0c<strong>GPU \u670d\u52a1\u5668\u79df\u7528<\/strong>\u5e73\u53f0\u661f\u5b87\u667a\u7b97\u628a\u6574\u6761\u94fe\u8def\u6253\u5305\u88c5\u8fdb\u201cAI \u5e94\u7528\u5546\u5e97\u201d\uff0c<strong>\u96f6\u4ee3\u7801\u300110 \u5206\u949f\u3001\u4e00\u952e\u5373\u73a9<\/strong>\uff0c\u8ba9\u4ea7\u54c1\u7ecf\u7406\u4e5f\u80fd\u4e0a\u7ebf\u4e13\u5c5e\u95ee\u7b54 Agent\u3002<\/p>\n<hr \/>\n<h2>\u2460 Agent \u5e94\u7528\u7206\u53d1\u80cc\u666f\uff1a\u4ece\u201c\u901a\u7528\u201d\u5230\u201c\u79c1\u6709\u201d<\/h2>\n<p>IDC \u7edf\u8ba1\uff0c2024 \u5e74\u4e2d\u56fd\u4f01\u4e1a\u751f\u6210\u5f0f AI \u9884\u7b97\u91cc 43% \u6295\u5411\u201c\u884c\u4e1a\u77e5\u8bc6\u95ee\u7b54\u201d\u3002\u539f\u56e0\u5f88\u7b80\u5355\uff1a\u901a\u7528\u5927\u6a21\u578b\u4e0d\u61c2\u81ea\u5bb6\u201c\u6697\u77e5\u8bc6\u201d\uff0c\u5e7b\u89c9\u4e00\u51fa\u73b0\u573a\u7ffb\u8f66\u3002\u4e8e\u662f\uff0c\u5411\u91cf\u6570\u636e\u5e93 + \u68c0\u7d22\u589e\u5f3a\uff08RAG\uff09\u6210\u4e3a\u521a\u9700\uff0c\u4f46\u843d\u5730\u5374\u5361\u5728\u4e09\u5927\u95e8\u69db\uff1a<\/p>\n<ol>\n<li>\u7b97\u529b\uff1a\u672c\u5730 4090 \u4e00\u5361\u96be\u6c42\uff0c<strong>GPU\u4e91\u4e3b\u673a<\/strong>\u6708\u79df\u52a8\u8f84\u4e0a\u4e07\uff1b  <\/li>\n<li>\u94fe\u8def\uff1aLangChain\u3001Faiss\u3001Gradio \u7248\u672c\u6253\u67b6\uff0c\u8c03\u8bd5 2 \u5468\u8d77\u6b65\uff1b  <\/li>\n<li>\u5408\u89c4\uff1a\u6570\u636e\u4e0d\u80fd\u51fa\u516c\u53f8\uff0c\u516c\u7f51 API \u88ab\u5b89\u5168\u90e8\u4e00\u7968\u5426\u51b3\u3002<\/li>\n<\/ol>\n<p>\u661f\u5b87\u667a\u7b97\u7528\u201c<strong>GPU\u670d\u52a1\u5668\u79df\u7528+AI\u5e94\u7528<\/strong>\u201d\u4e00\u7ad9\u5f0f\u6a21\u5f0f\uff0c\u628a\u7b97\u529b\u3001\u73af\u5883\u3001\u6a21\u578b\u3001\u7ec4\u4ef6\u9884\u5236\u5230\u540c\u4e00\u53f0\u4e91\u5b9e\u4f8b\uff0c\u7528\u6237\u53ea\u9700\u4e0a\u4f20\u6587\u4ef6\u5373\u53ef\u751f\u6210\u79c1\u6709 Agent\uff0c\u5168\u7a0b\u6570\u636e\u4e0d\u51fa\u5e73\u53f0\uff0c\u5b89\u5168\u53ef\u63a7\u3002<\/p>\n<hr \/>\n<h2>\u2461 \u5e73\u53f0\u201c\u4e00\u952e\u5373\u73a9\u201d\u5e02\u573a\u4ecb\u7ecd\uff1a\u50cf\u88c5 APP \u4e00\u6837\u88c5 Agent<\/h2>\n<p>\u6253\u5f00 <a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97 AI \u5e94\u7528\u5546\u5e97<\/a>\uff0c\u9996\u9875\u9648\u5217 30 \u4f59\u6b3e\u201c\u5373\u88c5\u5373\u7528\u201dAI \u5e94\u7528\uff1aLlama-3-70B \u5bf9\u8bdd\u3001SDXL \u7ed8\u753b\u3001CodeLlama \u7f16\u7a0b\u2026\u2026\u4eca\u5929\u4e0a\u7ebf\u7684\u201c\u79c1\u6709\u77e5\u8bc6\u5e93\u95ee\u7b54\u673a\u5668\u4eba\u201d\u6a21\u677f\uff0c\u628a\u4ee5\u4e0b\u7ec4\u4ef6\u5199\u6b7b\u5728\u955c\u50cf\u91cc\uff1a<\/p>\n<ul>\n<li>NVIDIA RTX 4090 * 2\uff0824G \u663e\u5b58\u6ee1\u8840\u7248\uff09  <\/li>\n<li>Milvus 2.3 \u5411\u91cf\u6570\u636e\u5e93\uff08\u5df2\u9884\u704c 1 \u4ebf\u6761 wiki \u5411\u91cf\uff0c\u53ef\u6e05\u7a7a\uff09  <\/li>\n<li>LangChain 0.1 + FastChat API\uff0c\u517c\u5bb9 OpenAI \u683c\u5f0f  <\/li>\n<li>Gradio \u53ef\u89c6\u5316\u754c\u9762\uff0c\u652f\u6301\u5fae\u4fe1\u626b\u7801\u5373\u7528<\/li>\n<\/ul>\n<p>\u7528\u6237\u70b9\u201c\u7acb\u5373\u90e8\u7f72\u201d\uff0c\u7cfb\u7edf\u81ea\u52a8\u521b\u5efa<strong>GPU\u4e91\u4e3b\u673a<\/strong>\u3001\u6302\u8f7d\u4e91\u786c\u76d8\u3001\u514b\u9686\u6a21\u677f\u955c\u50cf\uff0c3 \u5206\u949f\u5b8c\u6210\u5f00\u673a\uff0c\u771f\u6b63\u505a\u5230\u201c\u96f6\u4ee3\u7801\u73a9\u8f6c LLM Agent\u201d\u3002<\/p>\n<hr \/>\n<h2>\u2462 \u5411\u91cf\u6570\u636e\u5e93+LangChain \u5df2\u9884\u5236\uff1a\u6280\u672f\u7ec6\u8282\u85cf\u8fdb\u9ed1\u76d2<\/h2>\n<p>\u5f88\u591a\u540c\u884c\u628a RAG \u505a\u6210 SaaS\uff0c\u6587\u4ef6\u8981\u5148\u4f20\u5230\u516c\u7f51\uff0c\u5b89\u5168\u5ba1\u8ba1\u96be\u8fc7\u3002\u661f\u5b87\u667a\u7b97\u628a Milvus \u76f4\u63a5\u88c5\u5728\u540c\u5b9e\u4f8b\u672c\u5730\uff0c<strong>\u5c40\u57df\u7f51 127.0.0.1 \u901a\u4fe1\uff0c\u5ef6\u8fdf &lt; 0.3 ms<\/strong>\uff0c\u4e0a\u4f20\u7684 PDF\u3001Excel\u3001Markdown \u5373\u65f6\u5207\u5757\u3001\u5411\u91cf\u5316\u3001\u843d\u76d8\uff0c\u5168\u7a0b\u4e0d\u8d70\u5916\u7f51\u3002LangChain \u90e8\u5206\u91c7\u7528\u201c\u591a\u5411\u91cf + \u6df7\u5408\u68c0\u7d22\u201d\u7b56\u7565\uff1a<\/p>\n<ol>\n<li>512 token \u6ed1\u52a8\u7a97\u53e3\u751f\u6210\u7a20\u5bc6\u5411\u91cf\uff1b  <\/li>\n<li>\u5173\u952e\u8bcd\u63d0\u53d6 + BM25 \u751f\u6210\u7a00\u758f\u5411\u91cf\uff1b  <\/li>\n<li>\u53cc\u8def\u53ec\u56de\u540e\u91cd\u6392\u5e8f\uff0cTop-3 \u6bb5\u843d\u9001\u8fdb\u5927\u6a21\u578b\uff0c\u5e7b\u89c9\u7387\u4e0b\u964d 38%\u3002<\/li>\n<\/ol>\n<p>\u6240\u6709\u4f9d\u8d56\u5df2\u6253\u5305\u8fdb\u955c\u50cf\uff0c\u7528\u6237\u65e0\u9700 pip install\uff0c\u4e5f\u4e0d\u4f1a\u9047\u5230\u201cCUDA driver mismatch\u201d\u7ecf\u5178\u62a5\u9519\uff0c<strong>GPU\u670d\u52a1\u5668\u79df\u7528<\/strong>\u7684\u7a33\u5b9a\u6027\u7531\u5e73\u53f0 7\u00d724 \u76d1\u63a7\u515c\u5e95\u3002<\/p>\n<hr \/>\n<h2>\u2463 \u6f14\u793a\uff1a\u4e0a\u4f20 200 \u9875 PDF\uff0c10 \u5206\u949f\u5b8c\u6210\u95ee\u7b54\u673a\u5668\u4eba<\/h2>\n<p>\u4ee5\u4e0b\u6b65\u9aa4\u5728\u661f\u5b87\u667a\u7b97\u5b98\u7f51\u5b9e\u6d4b\uff0c\u603b\u8017\u65f6 9 \u5206 47 \u79d2\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u65f6\u95f4\u8282\u70b9<\/th>\n<th>\u64cd\u4f5c\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>00:00<\/td>\n<td>\u6ce8\u518c\u8d26\u53f7\uff0c\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u7ea6\u53ef\u8dd1 2 \u5c0f\u65f6 4090 \u53cc\u5361\uff1b<\/td>\n<\/tr>\n<tr>\n<td>01:30<\/td>\n<td>\u8fdb\u5165\u201cAI \u5e94\u7528\u5546\u5e97\u201d\u2192\u201c\u79c1\u6709\u77e5\u8bc6\u5e93\u95ee\u7b54\u673a\u5668\u4eba\u201d\u2192\u70b9\u51fb\u90e8\u7f72\uff1b<\/td>\n<\/tr>\n<tr>\n<td>03:15<\/td>\n<td>\u5b9e\u4f8b\u81ea\u52a8\u5f00\u673a\uff0c\u6d4f\u89c8\u5668\u5f39\u51fa Gradio \u5730\u5740\uff1b<\/td>\n<\/tr>\n<tr>\n<td>04:00<\/td>\n<td>\u4e0a\u4f20\u300a2024 \u65b0\u80fd\u6e90\u6c7d\u8f66\u884c\u4e1a\u767d\u76ae\u4e66\u300bPDF\uff08203 \u9875\uff0c48 MB\uff09\uff1b<\/td>\n<\/tr>\n<tr>\n<td>05:30<\/td>\n<td>\u7cfb\u7edf\u81ea\u52a8\u5207\u5206\u4e3a 617 \u4e2a\u7247\u6bb5\uff0c\u5411\u91cf\u5316\u5199\u5165 Milvus\uff1b<\/td>\n<\/tr>\n<tr>\n<td>07:00<\/td>\n<td>\u754c\u9762\u63d0\u793a\u201c\u77e5\u8bc6\u5e93\u6784\u5efa\u5b8c\u6210\u201d\uff0c\u53ef\u76f4\u63a5\u5bf9\u8bdd\uff1b<\/td>\n<\/tr>\n<tr>\n<td>09:47<\/td>\n<td>\u63d0\u95ee\u201c\u6bd4\u4e9a\u8fea 2023 \u5e74\u5168\u7403\u9500\u91cf\uff1f\u201d\u673a\u5668\u4eba\u8fd4\u56de\u51c6\u786e\u6570\u5b57\u5e76\u7ed9\u51fa\u9875\u7801\u622a\u56fe\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b9e\u6d4b\u663e\u5b58\u5360\u7528 18 G\uff0c\u5269\u4f59 30 G \u53ef\u518d\u6302 5 \u4efd\u540c\u7b49\u89c4\u6a21\u6587\u6863\uff1b\u82e5\u6d41\u91cf\u589e\u5927\uff0c\u5e73\u53f0\u652f\u6301\u4e00\u952e\u6269\u5bb9\u81f3 8\u00d7A100\uff0c<strong>GPU\u4e91\u4e3b\u673a<\/strong>\u5206\u949f\u7ea7\u8ba1\u8d39\uff0c\u968f\u65f6\u542f\u505c\u3002<\/p>\n<hr \/>\n<h2>\u2464 \u57df\u540d\u7ed1\u5b9a&amp;\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u53d1\u5e03\u6307\u5357\uff1a\u628a\u673a\u5668\u4eba\u642c\u8fdb\u5fae\u4fe1<\/h2>\n<p>Gradio \u81ea\u5e26\u516c\u7f51\u57df\u540d\u5e38\u88ab\u9632\u706b\u5899\u62e6\u622a\uff0c\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u201c\u81ea\u5b9a\u4e49\u57df\u540d + SSL \u8bc1\u4e66\u201d\u4e00\u952e\u7ed1\u5b9a\uff1a<\/p>\n<ol>\n<li>\u5728\u63a7\u5236\u53f0\u201c\u7f51\u7edc\u201d\u9875\u586b\u5165\u81ea\u5df1\u7684\u57df\u540d\uff0c\u7cfb\u7edf 30 \u79d2\u81ea\u52a8\u7b7e\u53d1 Let&#8217;s Encrypt \u8bc1\u4e66\uff1b  <\/li>\n<li>\u6253\u5f00\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u540e\u53f0\uff0c\u5c06\u57df\u540d\u52a0\u5165\u5408\u6cd5 request \u5217\u8868\uff1b  <\/li>\n<li>\u590d\u5236\u5e73\u53f0\u63d0\u4f9b\u7684 <code>&lt;iframe&gt;<\/code> \u4ee3\u7801\u5230\u5c0f\u7a0b\u5e8f web-view \u7ec4\u4ef6\uff0c<strong>4 \u884c\u4ee3\u7801<\/strong>\u5373\u53ef\u5b8c\u6210\u5d4c\u5165\uff1b  <\/li>\n<li>\u652f\u6301\u4f01\u4e1a\u5fae\u4fe1 SSO\uff0c\u5185\u90e8\u5458\u5de5\u626b\u7801\u5373\u53ef\u8bbf\u95ee\uff0c\u6743\u9650\u53ef\u63a7\u3002<\/li>\n<\/ol>\n<p>\u6574\u4e2a\u6d41\u7a0b\u65e0\u9700\u4e70\u670d\u52a1\u5668\u3001\u65e0\u9700\u5907\u6848\uff0c\u771f\u6b63\u505a\u5230\u201c<strong>AI\u5e94\u7528<\/strong>\u79d2\u53d8\u751f\u4ea7\u7ea7\u201d\u3002<\/p>\n<hr \/>\n<h2>\u7ed3\u8bed\uff1a\u628a 10 \u5143\u4f53\u9a8c\u91d1\u53d8\u6210\u7b2c\u4e00\u4e2a\u79c1\u6709 Agent<\/h2>\n<p>\u5927\u6a21\u578b\u7ade\u4e89\u8fdb\u5165\u4e0b\u534a\u573a\uff0c\u8c01\u80fd\u5148\u8ba9\u4e1a\u52a1\u77e5\u8bc6\u201c\u6d3b\u201d\u8d77\u6765\uff0c\u8c01\u5c31\u62e5\u6709\u964d\u672c\u589e\u6548\u7684\u4e3b\u52a8\u6743\u3002\u661f\u5b87\u667a\u7b97\u628a\u6602\u8d35\u4e14\u590d\u6742\u7684 RAG \u94fe\u8def\u5c01\u88c5\u6210\u201c<strong>GPU\u670d\u52a1\u5668\u79df\u7528+AI\u5e94\u7528\u5546\u5e97<\/strong>\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u8ba9\u201c\u96f6\u4ee3\u7801\u73a9\u8f6c LLM Agent\u201d\u4e0d\u518d\u662f\u53e3\u53f7\u3002\u73b0\u5728\u5c31\u8bbf\u95ee <a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97\u5b98\u7f51<\/a>\uff0c\u6ce8\u518c\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c10 \u5206\u949f\u540e\u628a\u4f60\u7684 PDF \u53d8\u6210\u4f1a\u8bf4\u8bdd\u7684\u673a\u5668\u4eba\u2014\u2014<strong>GPU\u4e91\u4e3b\u673a<\/strong>\u5df2\u5c31\u7eea\uff0c\u53ea\u7b49\u4f60\u7684\u77e5\u8bc6\u5e93\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u96f6\u4ee3\u7801\u73a9\u8f6c LLM Agent\uff1a\u661f\u5b87\u667a\u7b97 AI \u5e94\u7528\u5546\u5e97 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