\u5982\u679c\u4f60\u8fd8\u8ba4\u4e3aAI Agent\u53ea\u662f\u4e00\u4e2a\u70ab\u9177\u7684\u6982\u5ff5\uff0c\u90a3\u8fd9\u534a\u5e74\u7684\u6280\u672f\u6f14\u8fdb\u53ef\u80fd\u4f1a\u8ba9\u4f60\u63aa\u624b\u4e0d\u53ca\u3002<\/p>\n
\u4eceDell\u5728Dell Technologies World 2026\u4e0a\u53d1\u5e03\u7684Deskside Agentic AI\uff0c\u5230Oracle\u4e0d\u9057\u4f59\u529b\u63a8AI Agent Studio\uff0c\u518d\u5230NVIDIA\u7684NeMoClaw\u628a\u5b89\u5168\u548c\u6743\u9650\u63a7\u5236\u585e\u8fdbAgent\u6846\u67b6\u2014\u20142026\u5e74\uff0cAI Agent\u5df2\u7ecf\u4e0d\u662f”\u8981\u4e0d\u8981\u7528”\u7684\u95ee\u9898\uff0c\u800c\u662f”\u600e\u4e48\u7528\u5f97\u7a33\u3001\u7528\u5f97\u503c\u3001\u7528\u5f97\u4e0d\u7ffb\u8f66”\u7684\u95ee\u9898\u3002<\/p>\n
\u8fc7\u53bb\u4e09\u4e2a\u6708\u6211\u4e00\u76f4\u5728\u548c\u51e0\u4e2aMulti-Agent\u7cfb\u7edf\u6b7b\u78d5\uff0c\u4eceLangGraph\u5230CrewAI\u518d\u5230\u81ea\u5df1\u64b8\u7684\u4e00\u5957\u8f7b\u91cf\u6846\u67b6\uff0c\u8e29\u5751\u65e0\u6570\u3002\u8fd9\u7bc7\u6587\u7ae0\u8bb0\u5f55\u4e86\u4e00\u4e9b\u786c\u6838\u7684\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u5e0c\u671b\u80fd\u8ba9\u6b63\u5728\u6298\u817eAgent\u7684\u670b\u53cb\u5c11\u8d70\u51e0\u6b65\u5f2f\u8def\u3002<\/p>\n
# 2026\u5e74Agent\u67b6\u6784\u7684\u53d8\u5316<\/p>\n
\u5e74\u521dGoogle\u53d1Gemma 4\u7684\u65f6\u5019\uff0c\u5f88\u591a\u4eba\u53ea\u76ef\u7740benchmark\u770b\uff0c\u4f46\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u5176\u5b9e\u662f\u5b83”byte for byte”\u7684\u6548\u7387\u8bbe\u8ba1\u2014\u2014\u8fd9\u610f\u5473\u7740\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u8dd1Agent\u63a8\u7406\u53d8\u5f97\u53ef\u884c\u4e86\u3002\u5bf9\u6bd42024\u90a3\u4f1a\u513f\u8dd1\u4e2aAgent\u52a8\u4e0d\u52a8\u5c31\u8981\u63a5\u4e91\u7aefAPI\uff0c2026\u5e74\u6700\u5927\u7684\u53d8\u5316\u5c31\u662f\u672c\u5730\u63a8\u7406+\u4e91\u7aef\u534f\u4f5c\u7684\u6df7\u5408\u67b6\u6784\u6210\u4e86\u4e3b\u6d41\u3002<\/p>\n
Z.ai\u6700\u8fd1\u53d1\u7684GLM-5V-Turbo\u4e5f\u662f\u4e2a\u4fe1\u53f7\u2014\u2014\u539f\u751f\u591a\u6a21\u6001\u89c6\u89c9\u7f16\u7801\u80fd\u529b\u76f4\u63a5\u9762\u5411Agentic\u5de5\u7a0b\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6a21\u578b\u5c42\u6b63\u5728\u4e3b\u52a8\u9002\u914dAgent\u5de5\u4f5c\u6d41\uff0c\u800c\u4e0d\u662f\u8ba9\u5f00\u53d1\u8005\u5728\u4e0a\u5c42\u505a\u5404\u79cdworkaround\u3002\u8fd9\u4e2a\u8d8b\u52bf\u6211\u79f0\u4e4b\u4e3a”Agent-Native Model”\uff1a\u6a21\u578b\u4ece\u51fa\u751f\u5c31\u4e3aAgent\u800c\u751f\u3002<\/p>\n
# \u8e29\u5751\u8bb0\u5f55\uff1aMulti-Agent\u534f\u4f5c\u7684\u90a3\u4e9b\u75db<\/p>\n
## 1. \u901a\u4fe1\u534f\u8bae\u9009\u9519\u4e86\uff0c\u5168\u76d8\u91cd\u6765<\/p>\n
\u65e9\u671f\u6211\u7528\u7684\u662f\u7b80\u5355\u7684JSON over Redis Pub\/Sub\uff0c\u591a\u4e8f\u6ca1\u4e0a\u751f\u4ea7\u73af\u5883\u3002Agent\u4e4b\u95f4\u7684\u6d88\u606f\u683c\u5f0f\u4e00\u65e6\u56fa\u5b9a\uff0c\u540e\u9762\u60f3\u52a0context\u3001\u52a0trace\u3001\u52a0\u4f18\u5148\u7ea7\uff0c\u7275\u4e00\u53d1\u52a8\u5168\u8eab\u3002<\/p>\n
**\u5efa\u8bae\u65b9\u6848\uff1a** \u76f4\u63a5\u4e0a\u5e26\u6709\u72b6\u6001\u7ba1\u7406\u7684\u6d88\u606f\u603b\u7ebf\u3002\u6211\u4eec\u7684\u6700\u7ec8\u65b9\u6848\u662f\u57fa\u4e8eNATS + Protobuf\uff0cAgent\u4e4b\u95f4\u8d70\u4e25\u683c\u7684schema\u5b9a\u4e49\uff0c\u7248\u672c\u53f7\u6253\u5230\u6d88\u606f\u5934\u91cc\u3002\u867d\u7136\u524d\u671f\u591a\u82b1\u4e86\u4e24\u5929\u5b9a\u4e49\u534f\u8bae\uff0c\u4f46\u540e\u9762\u8fed\u4ee3\u51e0\u4e4e\u6ca1\u4e3a\u901a\u4fe1\u64cd\u8fc7\u5fc3\u3002<\/p>\n
## 2. “Agent\u5435\u67b6”\u4e0d\u662f\u6bb5\u5b50\uff0c\u662f\u771f\u95ee\u9898<\/p>\n
\u4e24\u4e2aAgent\u540c\u65f6\u4fee\u6539\u540c\u4e00\u4e2a\u8d44\u6e90\uff0c\u4e92\u76f8\u8986\u76d6\u2014\u2014\u8fd9\u4e2a\u6211\u5728CrewAI\u4e0a\u9047\u5230\u8fc7\uff0c\u5728\u81ea\u5df1\u7684\u6846\u67b6\u91cc\u4e5f\u9047\u5230\u8fc7\u3002\u4e0d\u662f\u8bf4\u6846\u67b6\u4e0d\u597d\uff0c\u800c\u662f”\u534f\u4f5c\u51b2\u7a81\u89e3\u51b3”\u8fd9\u4e2a\u5c42\u9762\u5927\u591a\u6570\u6846\u67b6\u90fd\u6ca1\u505a\u597d\u3002<\/p>\n
\u4e00\u4e2a\u53ef\u64cd\u4f5c\u7684\u89e3\u6cd5\uff1a\u5f15\u5165\u4e00\u4e2a”\u4ef2\u88c1Agent”\uff08Coordinator Agent\uff09\uff0c\u4e13\u95e8\u8d1f\u8d23\u4efb\u52a1\u62c6\u5206\u548c\u51b2\u7a81\u68c0\u6d4b\u3002\u4ef2\u88c1Agent\u672c\u8eab\u4e0d\u505a\u4e1a\u52a1\u63a8\u7406\uff0c\u53ea\u505a\u8c03\u5ea6\u3002\u7528OpenAI\u7684Function Calling\u6216\u8005Anthropic\u7684Tool Use\u90fd\u80fd\u5b9e\u73b0\uff0c\u5173\u952e\u662f**\u628a\u4ef2\u88c1\u903b\u8f91\u548c\u4e1a\u52a1\u903b\u8f91\u89e3\u8026**\uff0c\u4e0d\u7136\u540e\u671f\u7ef4\u62a4\u6210\u672c\u7206\u70b8\u3002<\/p>\n
## 3. Tool Calling\u7684\u5e7b\u89c9\u6bd4\u5bf9\u8bdd\u8fd8\u4e25\u91cd<\/p>\n
Agent\u8c03\u7528\u5916\u90e8\u5de5\u5177\uff08\u67e5\u6570\u636e\u5e93\u3001\u8c03API\u3001\u64cd\u4f5c\u6587\u4ef6\uff09\u65f6\uff0c\u7ecf\u5e38\u81ea\u5df1\u8111\u8865\u4e00\u4e2a”\u5b8c\u7f8e\u7684”\u8fd4\u56de\u503c\u7136\u540e\u63a5\u7740\u5e72\u3002\u8fd9\u4e2a\u95ee\u9898\u5728\u5355\u6b21\u5bf9\u8bdd\u4e2d\u4e0d\u592a\u660e\u663e\uff0c\u4f46\u5728\u591a\u6b65Agent\u7684tool chain\u91cc\u4f1a\u88ab\u6210\u500d\u653e\u5927\u3002<\/p>\n
**\u89e3\u51b3\u65b9\u6848\uff1a** \u6bcf\u6b65Tool Call\u90fd\u8981\u505a\u8fd4\u56de\u503c\u6821\u9a8c\uff0c\u6821\u9a8c\u903b\u8f91\u7528\u72ec\u7acb\u7684\u9a8c\u8bc1\u6a21\u578b\uff08\u6bd4\u5982\u4e00\u4e2a\u5c0f\u6a21\u578b\u8dd1\u672c\u5730\uff09\u6765\u505a\uff0c\u4e0d\u8981\u4fe1\u4efbAgent\u81ea\u8eab\u7684\u5224\u65ad\u3002\u8fd9\u4e2a\u6a21\u5f0f\u53eb”Verifier Pattern”\uff0c\u6211\u662f\u5728NVIDIA\u7684NeMoClaw\u6587\u6863\u91cc\u770b\u5230\u7684\u601d\u8def\uff0c\u5b9e\u6d4b\u6548\u679c\u4e0d\u9519\u3002<\/p>\n
# \u90e8\u7f72\u7ecf\u9a8c\uff1a\u4ec0\u4e48\u573a\u666f\u4e0bAgent\u771f\u7684\u6bd4\u4f20\u7edfPipeline\u5f3a\uff1f<\/p>\n
\u8bd5\u7528\u4e86\u4e00\u5806\u573a\u666f\u540e\uff0c\u6211\u89c9\u5f97Agent\u76ee\u524d\u6700\u9ad8\u7684ROI\u96c6\u4e2d\u5728\u4e24\u4e2a\u65b9\u5411\uff1a<\/p>\n
**1. \u534a\u7ed3\u6784\u5316\u6570\u636e\u5904\u7406**
\n\u4f20\u7edfPipeline\u9047\u5230\u683c\u5f0f\u4e0d\u56fa\u5b9a\u7684\u6570\u636e\u5c31\u5d29\uff0cAgent\u53ef\u4ee5\u901a\u8fc7\u5de5\u5177\u8c03\u7528+\u63a8\u7406\u7075\u6d3b\u5904\u7406\u3002\u6bd4\u5982PDF\u8868\u683c\u63d0\u53d6\u3001\u591a\u683c\u5f0f\u65e5\u5fd7\u89e3\u6790\u3001\u5f02\u6784API\u9002\u914d\u3002LlamaIndex\u65b0\u51fa\u7684LiteParse\u5c31\u662f\u5f80\u8fd9\u4e2a\u65b9\u5411\u8d70\u7684\u2014\u2014\u7528Spatial PDF Parsing\u505aAgent\u7684\u6570\u636e\u8f93\u5165\u5c42\u3002<\/p>\n
**2. \u8fd0\u7ef4\u81ea\u6108\u573a\u666f**
\nAgent\u76d1\u63a7\u5230\u544a\u8b66\u2192\u81ea\u52a8\u6392\u67e5\u2192\u6267\u884c\u4fee\u590d\u2192\u9a8c\u8bc1\u7ed3\u679c\u3002\u8fd9\u4e2a\u94fe\u8def\u7528\u4f20\u7edf\u89c4\u5219\u5f15\u64ce\u5199\u4f1a\u7d2f\u6b7b\u4eba\uff0c\u800c\u4e14\u7ef4\u62a4\u6210\u672c\u6781\u9ad8\u3002\u7528Agent\u505a\uff0c\u5173\u952e\u662f\u7ed9\u6bcf\u4e2a\u73af\u8282\u8bbe\u7f6e\u8d85\u65f6\u548c\u56de\u9000\u7b56\u7565\u2014\u2014**\u6ca1\u6709\u56de\u9000\u7b56\u7565\u7684Agent\u8fd0\u7ef4\u65b9\u6848\u90fd\u662f\u7eb8\u4e0a\u8c08\u5175**\u3002<\/p>\n
# \u5b9e\u7528\u8d44\u6e90\u6e05\u5355<\/p>\n
\u5982\u679c\u4f60\u6b63\u5728\u5165\u5751Agent\u5f00\u53d1\uff0c\u4e0b\u9762\u8fd9\u51e0\u4efd\u8d44\u6599\u6211\u53cd\u590d\u7ffb\u8fc7\uff0c\u6bd4GPT\u76f4\u63a5\u95ee\u9760\u8c31\uff1a<\/p>\n
– **NVIDIA NeMoClaw** \u2014 \u5f00\u6e90\u7684Agent\u5b89\u5168\u6846\u67b6\uff0c\u6743\u9650\u63a7\u5236\u505a\u5f97\u6700\u6210\u719f\u7684\u65b9\u6848\u4e4b\u4e00
\n– **LangGraph** \u2014 \u7528\u56fe\u7ed3\u6784\u7ba1\u7406Agent\u72b6\u6001\u6d41\uff0c\u6bd4Chain\u90a3\u5957\u7075\u6d3b\u5f97\u591a
\n– **LlamaIndex LiteParse** \u2014 PDF\/structure parse\u5229\u5668\uff0cAgent\u7684”\u773c\u775b”
\n– **Anthropic’s Tool Use Docs** \u2014 \u5199Function Calling\u7684\u6700\u4f73\u53c2\u8003\u8d44\u6599\uff0c\u6ca1\u6709\u4e4b\u4e00
\n– **Qwen3.5 MoE** \u2014 \u56fd\u4ea7\u591a\u6a21\u6001MoE\uff0c\u505a\u591aAgent\u7cfb\u7edf\u65f6\u6027\u4ef7\u6bd4\u5f88\u9ad8<\/p>\n
# \u603b\u7ed3<\/p>\n
2026\u5e74\u505aAgent\u5f00\u53d1\uff0c\u6700\u6838\u5fc3\u7684\u8ba4\u77e5\u8f6c\u53d8\u662f\uff1a**\u4e0d\u8981\u8bd5\u56fe\u8ba9\u4e00\u4e2aAgent\u505a\u6240\u6709\u4e8b**\u3002\u5c0f\u6a21\u578b+Coordination\u67b6\u6784 > \u5927\u6a21\u578b+\u5355Agent\u3002\u8fd9\u4e2a\u7ed3\u8bba\u6211\u5728\u4e09\u4e2a\u4e0d\u540c\u7684\u9879\u76ee\u91cc\u53cd\u590d\u9a8c\u8bc1\u8fc7\uff0c\u6bcf\u6b21\u90fd\u662f\u62c6\u6210\u591a\u4e2a\u4e13\u6ce8\u7684\u5c0fAgent\u540e\u7cfb\u7edf\u7a33\u5b9a\u6027\u548c\u53ef\u8c03\u8bd5\u6027\u660e\u663e\u63d0\u5347\u3002<\/p>\n
\u63a5\u4e0b\u6765\u6211\u6253\u7b97\u628a\u8e29\u5751\u8fc7\u7a0b\u4e2d\u6574\u7406\u7684\u6700\u4f73\u5b9e\u8df5\u505a\u6210\u4e00\u4e2achecklist\u6a21\u677f\uff0c\u611f\u5174\u8da3\u7684\u8bdd\u540e\u7eed\u5355\u72ec\u53d1\u4e00\u7bc7\u3002\u5982\u679c\u4f60\u4e5f\u5728\u641eAgent\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u804a\u804a\u4f60\u9047\u5230\u7684\u6700\u68d8\u624b\u7684\u95ee\u9898\u662f\u4ec0\u4e48\u2014\u2014\u6bd5\u7adf\u8fd9\u884c\u624d\u521a\u5f00\u59cb\uff0c\u5927\u5bb6\u57fa\u672c\u90fd\u5728\u6478\u7740\u77f3\u5934\u8fc7\u6cb3\u3002<\/p>\n
\uff08\u5b8c\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"
\u5982\u679c\u4f60\u8fd8\u8ba4\u4e3aAI Agent\u53ea\u662f\u4e00\u4e2a\u70ab\u9177\u7684\u6982\u5ff5\uff0c\u90a3\u8fd9\u534a\u5e74\u7684\u6280\u672f\u6f14\u8fdb\u53ef\u80fd\u4f1a\u8ba9\u4f60\u63aa\u624b\u4e0d\u53ca\u3002 \u4eceDell\u5728Dell … \u7ee7\u7eed\u9605\u8bfb 2026\u5e74AI Agents\u5b9e\u6218\u6307\u5357\uff1a\u4ece\u539f\u7406\u5230\u90e8\u7f72\uff0c\u6211\u8e29\u8fc7\u7684\u90a3\u4e9b\u5751<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-172","post","type-post","status-publish","format-standard","hentry","category-ai-frontier"],"_links":{"self":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/172","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=172"}],"version-history":[{"count":1,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/172\/revisions"}],"predecessor-version":[{"id":173,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/172\/revisions\/173"}],"wp:attachment":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=172"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=172"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=172"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}