{"id":2127,"date":"2026-02-27T14:17:26","date_gmt":"2026-02-27T06:17:26","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2127"},"modified":"2026-02-27T14:17:26","modified_gmt":"2026-02-27T06:17:26","slug":"agentic-ai%e7%88%86%e5%8f%91%e5%89%8d%e5%a4%9c%ef%bc%8c%e5%a6%82%e4%bd%95%e7%94%a8%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97gpu%e4%ba%91%e4%b8%bb%e6%9c%ba7%e5%a4%a9%e4%b8%8a%e7%ba%bf%e4%bd%a0%e7%9a%84ai","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2127","title":{"rendered":"Agentic AI\u7206\u53d1\u524d\u591c\uff0c\u5982\u4f55\u7528\u661f\u5b87\u667a\u7b97GPU\u4e91\u4e3b\u673a7\u5929\u4e0a\u7ebf\u4f60\u7684AI\u5458\u5de5\uff1f"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/1772173046_64bd7e.png\" alt=\"Agentic AI\u7206\u53d1\u524d\u591c\uff0c\u5982\u4f55\u7528\u661f\u5b87\u667a\u7b97GPU\u4e91\u4e3b\u673a7\u5929\u4e0a\u7ebf\u4f60\u7684AI\u5458\u5de5\uff1f\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201cCompute is Revenue\u3002\u201d<br \/>\n\u2014\u2014 NVIDIA CEO \u9ec4\u4ec1\u52cb\uff0cGTC 2024 \u4e3b\u9898\u6f14\u8bb2<\/p>\n<\/blockquote>\n<p>\u5f53 GPU \u4e0d\u518d\u53ea\u662f\u8bad\u7ec3\u6a21\u578b\u7684\u201c\u79d1\u7814\u8017\u6750\u201d\uff0c\u800c\u662f\u76f4\u63a5\u51b3\u5b9a\u4f01\u4e1a\u8425\u6536\u7684\u201c\u73b0\u91d1\u6253\u5370\u673a\u201d\uff0cAI Agent\uff08\u667a\u80fd\u4f53\uff09\u5c31\u6210\u4e86\u8463\u4e8b\u4f1a\u91cc\u6700\u70ed\u95e8\u7684 OKR\u3002\u5ba2\u670d\u3001\u8fd0\u8425\u3001\u8bbe\u8ba1\u3001\u6cd5\u52a1\u2026\u2026\u4f46\u51e1\u80fd\u7528\u8bed\u8a00\u63cf\u8ff0\u6e05\u695a\u7684\u5c97\u4f4d\uff0c\u90fd\u5728\u88ab\u5927\u6a21\u578b\u91cd\u65b0\u5199\u4e00\u904d Job Description\u3002<br \/>\n\u95ee\u9898\u662f\uff1a\u8c01\u6765\u63d0\u4f9b\u90a3\u53f0\u201c\u6c38\u8fdc\u5728\u7ebf\u3001\u968f\u53eb\u968f\u5230\u3001\u6210\u672c\u8170\u65a9\u201d\u7684\u7b97\u529b\u53d1\u52a8\u673a\uff1f\u7b54\u6848\u85cf\u5728<strong>GPU\u4e91\u4e3b\u673a<\/strong>\u7684\u5f39\u6027\u66f2\u7ebf\u91cc\u3002<\/p>\n<hr \/>\n<h2>1 \u4ece\u201c\u6a21\u578b\u201d\u5230\u201c\u5458\u5de5\u201d\uff0cAI Agent \u7684\u8425\u6536\u516c\u5f0f<\/h2>\n<p>\u9ec4\u4ec1\u52cb\u628a\u8bdd\u6311\u660e\uff1a\u672a\u6765\u4f01\u4e1a\u6bcf\u6295\u5165 1 \u7f8e\u5143\u7b97\u529b\uff0c\u5c31\u80fd\u4ea7\u51fa 5 \u7f8e\u5143\u670d\u52a1\u6536\u5165\u3002<br \/>\n\u6362\u7b97\u5230\u4e1a\u52a1\u573a\u666f\u2014\u2014<br \/>\n&#8211; \u4e00\u5bb6\u65e5\u5747 3 \u4e07\u54a8\u8be2\u7684\u7535\u5546\uff0c\u539f\u6765\u9700\u8981 120 \u540d\u8f6e\u73ed\u5ba2\u670d\uff0c\u5e74\u6210\u672c 480 \u4e07\u5143\uff1b<br \/>\n&#8211; \u6362\u4e0a 7\u00d724 \u5c0f\u65f6 AI Agent \u540e\uff0c\u53ea\u9700 2 \u540d\u8fd0\u8425\u76d1\u7763\uff0c\u5e74\u6210\u672c 90 \u4e07\u5143\uff1b<br \/>\n&#8211; \u54cd\u5e94\u901f\u5ea6\u4ece 45 \u79d2\u7f29\u77ed\u5230 4 \u79d2\uff0c\u8f6c\u5316\u7387\u63d0\u5347 18%\u3002  <\/p>\n<p>\u7b97\u529b=\u6536\u5165\uff0c\u4e0d\u518d\u662f\u4fee\u8f9e\uff0c\u800c\u662f CFO \u62a5\u8868\u91cc\u53ef\u5ba1\u8ba1\u7684\u79d1\u76ee\u3002<\/p>\n<hr \/>\n<h2>2 \u5f00\u53d1\u94fe\u8def\uff1a\u6ce2\u5cf0\u6ce2\u8c37\u7684\u7b97\u529b\u201c\u5fc3\u7535\u56fe\u201d<\/h2>\n<p>AI Agent \u7684\u843d\u5730\u4e0d\u662f\u201c\u4e00\u952e\u9b54\u6cd5\u201d\uff0c\u800c\u662f\u4e09\u6bb5\u5f0f\u957f\u8dd1\uff1a<br \/>\n1. <strong>\u5fae\u8c03<\/strong>\uff1a\u7528\u79c1\u6709\u6570\u636e\u628a\u901a\u7528\u5927\u6a21\u578b\u84b8\u998f\u6210\u5782\u76f4\u4e13\u5bb6\uff0c\u9700\u8981 4\u20138 \u5f20 A100 \u6301\u7eed 48 h\uff1b<br \/>\n2. <strong>\u957f\u65f6\u63a8\u7406<\/strong>\uff1aAgent \u4e3a\u4fdd\u6301\u201c\u8bb0\u5fc6\u201d\uff0c\u9700\u5e38\u9a7b 32 k \u4ee5\u4e0a\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u663e\u5b58\u5360\u7528 20 GB+\uff1b<br \/>\n3. <strong>\u591a\u5e76\u53d1<\/strong>\uff1a\u4fc3\u9500\u8282\u70b9\u6d41\u91cf\u77ac\u95f4 10\u00d7\uff0cGPU \u5229\u7528\u7387\u4ece 30% \u98d9\u5230 95%\uff0c\u4e24\u5c0f\u65f6\u540e\u8fc5\u901f\u56de\u843d\u3002  <\/p>\n<p>\u4f20\u7edf\u81ea\u5efa\u673a\u623f\u6700\u6015\u201c\u6ce2\u5cf0\u6d6a\u8d39\u3001\u6ce2\u8c37\u95f2\u7f6e\u201d\uff0c\u800c<strong>GPU\u670d\u52a1\u5668\u79df\u7528<\/strong>\u7684\u6309\u79d2\u8ba1\u8d39\u624d\u80fd\u628a ROI \u7b97\u5f97\u8fc7\u6765\u3002<\/p>\n<hr \/>\n<h2>3 \u661f\u5b87\u667a\u7b97\uff1a\u8ba9\u201c\u5f00\u53d1\u2014\u6d4b\u8bd5\u2014\u751f\u4ea7\u201d\u540c\u6784\u4e14\u5f39\u6027<\/h2>\n<p><a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u628a\u53a6\u95e8\u81ea\u8d38\u533a\u7684\u6d77\u5e95\u5149\u7f06\u3001NVIDIA RTX 4090 \/ A100 \/ H100 \u591a\u5361\u6c60\u3001\u4ee5\u53ca Kubernetes \u539f\u751f\u7f16\u6392\uff0c\u6253\u5305\u6210\u4e00\u676f\u201c\u5373\u5f00\u5373\u996e\u201d\u7684\u7b97\u529b\u5496\u5561\u3002  <\/p>\n<p>\u6838\u5fc3\u5356\u70b9\u4e00\u53e5\u8bdd\uff1a<strong>\u540c\u4e00\u5957\u955c\u50cf\uff0c\u7b14\u8bb0\u672c\u8c03\u8bd5\u5b8c\uff0c\u76f4\u63a5\u539f\u5730\u6269\u5bb9\u6210 100 \u5e76\u53d1\u751f\u4ea7\u73af\u5883\uff0c\u65e0\u9700\u91cd\u65b0\u7f16\u8bd1 CUDA \u9a71\u52a8<\/strong>\u3002  <\/p>\n<ul>\n<li><strong>\u79d2\u7ea7\u4f38\u7f29<\/strong>\uff1aK8s HPA \u57fa\u4e8e QPS \u4e0e\u663e\u5b58\u53cc\u6307\u6807\uff0c30 \u79d2\u53ef\u5f39\u51fa 20 \u5f20\u5361\uff1b  <\/li>\n<li><strong>\u6301\u4e45\u5316\u5b58\u50a8<\/strong>\uff1a\u6a21\u578b\u6743\u91cd\u3001\u5bf9\u8bdd\u8bb0\u5fc6\u3001\u5411\u91cf\u5e93\u7edf\u4e00\u6302\u5728\u5206\u5e03\u5f0f NVMe\uff0c\u8de8\u5b9e\u4f8b\u5b9e\u65f6\u6302\u8f7d\uff1b  <\/li>\n<li><strong>\u516c\u5171\u6a21\u578b\u6c60<\/strong>\uff1aLlama3-70B\u3001ChatGLM3-6B\u3001BGE-large \u7b49 120+ \u6a21\u578b\u5df2\u7f13\u5b58\uff0c\u542f\u52a8\u65f6\u95f4 &lt;90 \u79d2\uff1b  <\/li>\n<li><strong>\u5f00\u53d1\u8005\u4e2d\u5fc3<\/strong>\uff1aJupyter \/ VS Code Server \/ LangChain \u6a21\u677f\u4e00\u952e\u5373\u73a9\uff0c<strong>\u65b0\u6ce8\u518c\u518d\u9001 10 \u5143\u4f53\u9a8c\u91d1<\/strong>\uff0c\u8db3\u591f\u628a 6B \u6a21\u578b\u8dd1 48 \u5c0f\u65f6\u3002  <\/li>\n<\/ul>\n<hr \/>\n<h2>4 \u4ee3\u7801\u5b9e\u6218\uff1a7 \u5929\u4e0a\u7ebf\u4f60\u7684 AI \u5ba2\u670d<\/h2>\n<p>\u4ee5\u4e0b\u793a\u4f8b\u57fa\u4e8e <a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97 GPU\u4e91\u4e3b\u673a<\/a> \u5b98\u65b9\u955c\u50cf\uff0cLangChain + FastAPI\uff0c\u81ea\u5e26\u6a21\u578b\u5df2\u7f13\u5b58\uff0c\u65e0\u9700\u518d\u6b21\u4e0b\u8f7d\u3002<\/p>\n<pre><code class=\"language-python\"># app.py\nfrom fastapi import FastAPI\nfrom langchain.llms import VLLMOpenAI\nfrom langchain.memory import RedisChatMemory\nimport os\n\napp = FastAPI()\nllm = VLLMOpenAI(\n    model_name=&quot;\/models\/chatglm3-6b&quot;,\n    gpu_memory_utilization=0.85,\n    max_model_len=8192\n)\n\n@app.post(&quot;\/chat&quot;)\nasync def chat(session_id: str, query: str):\n    memory = RedisChatMemory(session_id)\n    history = memory.load()\n    prompt = f&quot;{history}\\nUser: {query}\\nAgent:&quot;\n    answer = llm(prompt, max_tokens=512, temperature=0.3)\n    memory.save(query, answer)\n    return {&quot;answer&quot;: answer}\n<\/code><\/pre>\n<p>Dockerfile \u4ec5 8 \u884c\uff0c\u63a8\u5230\u661f\u5b87\u667a\u7b97\u5bb9\u5668\u4ed3\u5e93\u540e\uff0c\u5728\u63a7\u5236\u53f0\u52fe\u9009\u201c\u81ea\u52a8\u4f38\u7f29\u201d\uff0c\u8bbe\u5b9a QPS&gt;20 \u5373\u6269\u5bb9 2 \u5f20 RTX 4090\u3002\u4fc3\u9500\u6d41\u91cf\u6765\u88ad\u65f6\uff0c\u7cfb\u7edf\u6700\u9ad8\u66fe\u5f39\u5230 45 \u5361\uff0c\u5cf0\u503c\u8fc7\u540e 5 \u5206\u949f\u81ea\u52a8\u56de\u7f29\uff0c<strong>\u6309\u79d2\u8ba1\u8d39<\/strong>\u53ea\u82b1 17.8 \u5143\u3002<\/p>\n<hr \/>\n<h2>5 ROI \u5bf9\u6bd4\uff1a\u771f\u4eba\u5ba2\u670d VS AI Agent<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u6210\u672c\u9879<\/th>\n<th>\u771f\u4eba\u5ba2\u670d\uff08120\u4eba\uff09<\/th>\n<th>AI Agent\uff08\u661f\u5b87\u667a\u7b97\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5e74\u5de5\u8d44<\/td>\n<td>480 \u4e07\u5143<\/td>\n<td>18 \u4e07\u5143\uff08\u7b97\u529b+2\u540d\u8fd0\u8425\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u52a0\u73ed\u8d39\/\u4e94\u9669\u4e00\u91d1<\/td>\n<td>96 \u4e07\u5143<\/td>\n<td>0<\/td>\n<\/tr>\n<tr>\n<td>\u529e\u516c\u4f4d &amp; \u8bbe\u5907<\/td>\n<td>36 \u4e07\u5143<\/td>\n<td>0<\/td>\n<\/tr>\n<tr>\n<td>\u54cd\u5e94\u901f\u5ea6<\/td>\n<td>45 \u79d2<\/td>\n<td>4 \u79d2<\/td>\n<\/tr>\n<tr>\n<td>7\u00d724 \u53ef\u7528<\/td>\n<td>\u4e09\u73ed\u5012<\/td>\n<td>100%<\/td>\n<\/tr>\n<tr>\n<td><strong>\u7efc\u5408\u6210\u672c\u4e0b\u964d<\/strong><\/td>\n<td>\u2014<\/td>\n<td><strong>75%<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>6 \u5199\u5728\u6700\u540e\uff1aAgentic AI \u7684\u5165\u573a\u5238\uff0c\u5c31\u662f\u4e00\u5f20\u5f39\u6027 GPU \u8d26\u5355<\/h2>\n<p>\u5e02\u573a\u7559\u7ed9\u201c\u6162\u516c\u53f8\u201d\u7684\u7a97\u53e3\u671f\u5df2\u7ecf\u6309\u5929\u8ba1\u7b97\u3002\u65e9\u4e00\u5929\u4e0a\u7ebf AI Agent\uff0c\u5c31\u591a\u4e00\u5929\u6570\u636e\u98de\u8f6e\uff0c\u665a\u4e00\u5929\u5c31\u53ea\u80fd\u88ab\u52a8\u8ffd\u8d76\u3002<br \/>\n<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u628a\u590d\u6742\u7559\u7ed9\u81ea\u5df1\uff0c\u628a\u7b80\u5355\u4ea4\u7ed9\u5f00\u53d1\u8005\uff1a<br \/>\n&#8211; \u65e0\u9700\u91c7\u8d2d\uff0c<strong>GPU\u670d\u52a1\u5668\u79df\u7528<\/strong> \u6309\u79d2\u4ed8\u8d39\uff1b<br \/>\n&#8211; \u65e0\u9700\u8fd0\u7ef4\uff0cK8s \u5f39\u6027\u4f38\u7f29\u81ea\u5e26\u76d1\u63a7\u544a\u8b66\uff1b<br \/>\n&#8211; \u65e0\u9700\u7126\u8651\uff0c\u5f00\u53d1\u6d4b\u8bd5\u751f\u4ea7\u540c\u6784\uff0c\u4e00\u6b21\u8c03\u8bd5\u5168\u94fe\u8def\u590d\u7528\u3002  <\/p>\n<p>\u73b0\u5728\u6ce8\u518c\uff0c\u7acb\u9886 <strong>10 \u5143\u4f53\u9a8c\u91d1<\/strong>\uff0c\u628a\u4ee3\u7801\u63a8\u4e0a\u53bb\uff0c7 \u5929\u540e\u4f60\u7684 AI \u5458\u5de5\u5c31\u80fd\u5728\u9489\u9489\u3001\u98de\u4e66\u3001\u5fae\u4fe1\u91cc\u6b63\u5f0f\u6253\u5361\u4e0a\u73ed\u3002<br \/>\nAgentic AI \u7206\u53d1\u524d\u591c\uff0c\u8c01\u5148\u70b9\u4eae GPU\uff0c\u8c01\u5148\u62ff\u5230\u4e0b\u4e00\u4e2a\u5341\u5e74\u7684\u8425\u6536\u95e8\u7968\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201cCompute is Revenue\u3002\u201d \u2014\u2014 NVIDI&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2126,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2127","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":75,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2127","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=2127"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2127\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2126"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2127"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2127"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2127"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}