{"id":166481,"date":"2026-06-16T16:05:32","date_gmt":"2026-06-16T08:05:32","guid":{"rendered":"https:\/\/www.beyondexpo.com\/?p=166481"},"modified":"2026-06-24T16:18:28","modified_gmt":"2026-06-24T08:18:28","slug":"agent%e7%83%ad%e6%bd%ae%e4%b8%8b%ef%bc%8cai%e7%ab%9e%e4%ba%89%e8%a6%81%e5%9b%9e%e5%88%b0%e7%b3%bb%e7%bb%9f%e8%83%bd%e5%8a%9b","status":"publish","type":"post","link":"https:\/\/www.beyondexpo.com\/zh-hant\/2026\/06\/16\/agent%e7%83%ad%e6%bd%ae%e4%b8%8b%ef%bc%8cai%e7%ab%9e%e4%ba%89%e8%a6%81%e5%9b%9e%e5%88%b0%e7%b3%bb%e7%bb%9f%e8%83%bd%e5%8a%9b\/","title":{"rendered":"Agent\u70ed\u6f6e\u4e0b\uff0cAI\u7ade\u4e89\u8981\u56de\u5230\u7cfb\u7edf\u80fd\u529b"},"content":{"rendered":"

\"\"
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Matt White\u6700\u8fd1\u5230\u8bbf\u4e2d\u56fd\u591a\u5bb6AI\u5b9e\u9a8c\u5ba4\u548c\u673a\u5668\u4eba\u516c\u53f8\u3002\u4ed6\u5728\u5bf9\u8bdd\u4e2d\u8868\u793a\uff0c\u4e2d\u56fd\u5728\u5f00\u6e90\u548c\u5f00\u653e\u79d1\u5b66\u65b9\u9762\u8868\u73b0\u79ef\u6781\uff0c\u5f88\u591a\u56e2\u961f\u613f\u610f\u900f\u660e\u5730\u4ea4\u6d41\u6b63\u5728\u505a\u7684\u5de5\u4f5c\u3002\u5bf9\u957f\u671f\u53c2\u4e0e\u5168\u7403\u5f00\u6e90\u793e\u533a\u5efa\u8bbe\u7684\u4ed6\u800c\u8a00\uff0c\u8fd9\u79cd\u5f00\u653e\u5ea6\u672c\u8eab\u5c31\u662fAI\u521b\u65b0\u751f\u6001\u7684\u91cd\u8981\u4fe1\u53f7\u3002<\/p>\n

\u5f00\u6e90AI\u6709\u66f4\u957f\u7684\u5386\u53f2\u3002Matt\u56de\u987e\uff0c\u65e9\u671f\u673a\u5668\u5b66\u4e60\u793e\u533a\u4e00\u76f4\u6709\u5f00\u653e\u79d1\u5b66\u4f20\u7edf\uff0cscikit-learn\u7b49\u9879\u76ee\u66fe\u63a8\u52a8\u5927\u91cf\u5f00\u53d1\u8005\u8fdb\u5165AI\u5b9e\u8df5\u3002\u8fdb\u5165\u5927\u6a21\u578b\u65f6\u4ee3\u540e\uff0c\u95ed\u6e90\u7cfb\u7edf\u548c\u5f00\u6e90\u7cfb\u7edf\u4ecd\u4f1a\u5e76\u884c\u5b58\u5728\uff0c\u5c31\u50cfWindows\u4e0eLinux\u957f\u671f\u5171\u5b58\u3002\u4e0d\u540c\u7684\u662f\uff0c\u5f00\u6e90\u6a21\u578b\u8ffd\u8d76\u95ed\u6e90API\u7684\u65f6\u95f4\u7a97\u53e3\u6b63\u5728\u7f29\u77ed\uff0c\u8bb8\u591a\u6280\u672f\u521b\u65b0\u4e5f\u4f1a\u5f88\u5feb\u5728\u5f00\u653e\u793e\u533a\u4e2d\u88ab\u590d\u73b0\u548c\u6539\u8fdb\u3002<\/p>\n

Agent\u70ed\u6f6e\u8ba9\u7cfb\u7edf\u80fd\u529b\u53d8\u5f97\u66f4\u52a0\u5173\u952e\u3002Matt\u8ba4\u4e3a\uff0c\u884c\u4e1a\u8fc7\u53bb\u8fc7\u5ea6\u5173\u6ce8\u6a21\u578b\u6027\u80fd\uff0c\u5bb9\u6613\u628a\u667a\u80fd\u7b49\u540c\u4e8e\u6a21\u578b\u672c\u8eab\u3002\u5230\u4e86Agent\u9636\u6bb5\uff0c\u6846\u67b6\u3001\u6267\u884c\u73af\u5883\u3001\u4e0a\u4e0b\u6587\u3001\u4ee3\u7801\u3001\u5de5\u5177\u8c03\u7528\u548c\u5e95\u5c42\u6a21\u578b\u4e00\u8d77\u51b3\u5b9a\u7cfb\u7edf\u8868\u73b0\u3002\u667a\u80fd\u662f\u7cfb\u7edf\u8f93\u51fa\u7684\u7ed3\u679c\uff0c\u7a33\u5b9a\u6027\u4e5f\u8981\u901a\u8fc7\u7cfb\u7edf\u8bbe\u8ba1\u6765\u83b7\u5f97\u3002<\/p>\n

Matt\u5728\u5bf9\u8bdd\u4e2d\u591a\u6b21\u5f3a\u8c03\u201cbenchmark the system\u201d\u3002\u5bf9Agentic AI\u6765\u8bf4\uff0c\u5355\u4e2a\u6a21\u578b\u7684\u5206\u6570\u65e0\u6cd5\u8986\u76d6\u5e7b\u89c9\u3001\u9519\u8bef\u6267\u884c\u3001\u6570\u636e\u6cc4\u9732\u548c\u6743\u9650\u5931\u63a7\u7b49\u95ee\u9898\u3002\u4e00\u4e2a\u8bbe\u8ba1\u826f\u597d\u7684\u7cfb\u7edf\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee3\u7801\u3001\u4e0a\u4e0b\u6587\u548c\u6821\u9a8c\u673a\u5236\u8865\u507f\u6a21\u578b\u7684\u77ed\u677f\uff0c\u4e5f\u80fd\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u63d0\u9ad8\u53ef\u9760\u6027\u3002<\/p>\n

\u5b89\u5168\u662fAgent\u8d70\u5411\u751f\u4ea7\u73af\u5883\u524d\u5fc5\u987b\u9762\u5bf9\u7684\u4e00\u5173\u3002Matt\u63d0\u5230\uff0c\u8bb8\u591a\u65b0\u6280\u672f\u5728\u65e9\u671f\u90fd\u7f3a\u5c11\u5b8c\u5584\u7684\u5b89\u5168\u673a\u5236\uff0c\u4e92\u8054\u7f51\u65e9\u671f\u4e5f\u7ecf\u5386\u8fc7\u7c7b\u4f3c\u9636\u6bb5\u3002\u5bf9\u4e8e\u4eca\u5929\u7684Agent\u5f00\u53d1\u8005\uff0c\u793e\u533a\u6559\u80b2\u548c\u5b89\u5168\u610f\u8bc6\u9700\u8981\u66f4\u65e9\u8fdb\u5165\u5f00\u53d1\u6d41\u7a0b\u3002\u65e0\u8bba\u4f7f\u7528OpenClaw\u3001Hermes Agent\u8fd8\u662f\u5176\u4ed6\u6846\u67b6\uff0c\u5f00\u53d1\u8005\u90fd\u5e94\u7406\u89e3\u5982\u4f55\u8bbe\u7f6e\u62a4\u680f\uff0c\u964d\u4f4e\u79c1\u4eba\u4fe1\u606f\u5916\u6d41\u548c\u9519\u8bef\u6267\u884c\u5e26\u6765\u7684\u98ce\u9669\u3002<\/p>\n

\u5f00\u6e90\u540c\u6837\u53ef\u4ee5\u5f62\u6210\u5546\u4e1a\u5316\u8def\u5f84\u3002Matt\u8ba4\u4e3a\uff0c\u521b\u4e1a\u8005\u53ef\u4ee5\u4f9d\u6258\u5f00\u6e90\u9879\u76ee\u5efa\u7acb\u793e\u533a\uff0c\u5438\u6536\u8d21\u732e\u8005\u7684\u80fd\u529b\uff0c\u518d\u901a\u8fc7\u4e13\u4e1a\u670d\u52a1\u3001\u9879\u76ee\u7ef4\u62a4\u548c\u884c\u4e1a\u5e94\u7528\u5f62\u6210\u5546\u4e1a\u4ef7\u503c\u3002\u5f00\u653e\u7cfb\u7edf\u4e5f\u8ba9\u66f4\u591a\u56fd\u5bb6\u548c\u5730\u533a\u7684\u5f00\u53d1\u8005\u83b7\u5f97AI\u80fd\u529b\u3002\u4e2d\u56fd\u5b9e\u9a8c\u5ba4\u4ea7\u51fa\u7684\u6a21\u578b\u548c\u65b9\u6cd5\u88ab\u7f8e\u56fd\u56e2\u961f\u91c7\u7528\uff0c\u5370\u5ea6\u3001\u5c3c\u65e5\u5229\u4e9a\u7b49\u5730\u7684\u793e\u533a\u9879\u76ee\u4e5f\u5728\u6210\u957f\uff0c\u5f00\u653e\u534f\u4f5c\u6b63\u5728\u964d\u4f4eAI\u5b66\u4e60\u548c\u5b9e\u8df5\u95e8\u69db\u3002<\/p>\n

\u5728\u5f00\u95ed\u6e90\u5173\u7cfb\u4e0a\uff0cMatt\u7ed9\u51fa\u7684\u5224\u65ad\u5e76\u4e0d\u6fc0\u8fdb\u3002\u95ed\u6e90API\u3001\u5f00\u6e90\u5927\u6a21\u578b\u3001\u4e2d\u5c0f\u6a21\u578b\u548c\u8def\u7531\u5de5\u5177\u90fd\u4f1a\u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u627e\u5230\u4f4d\u7f6e\u3002\u5bf9\u4e8e\u653f\u5e9c\u548c\u9ad8\u5ea6\u76d1\u7ba1\u884c\u4e1a\uff0c\u53ef\u63a7\u6027\u548c\u57fa\u7840\u8bbe\u65bd\u81ea\u4e3b\u6743\u5c24\u5176\u91cd\u8981\u3002Qwen\u7b49\u6a21\u578b\u5728\u6d77\u5916\u4f01\u4e1a\u4e2d\u7684\u91c7\u7528\uff0c\u4e5f\u663e\u793a\u5f00\u653e\u6a21\u578b\u5df2\u7ecf\u8fdb\u5165\u66f4\u591a\u771f\u5b9e\u4e1a\u52a1\u73af\u5883\u3002<\/p>\n

\"\"
\n\u5f53\u8bdd\u9898\u8f6c\u5411\u4e2d\u7f8eAI\u7ade\u4e89\u65f6\uff0cMatt\u628a\u7126\u70b9\u62c9\u56de\u5230\u4eba\u3002\u4ed6\u63d0\u5230\uff0cAI\u7814\u7a76\u8005\u662f\u5168\u7403\u7a00\u7f3a\u8d44\u6e90\uff0c\u5168\u7403\u5927\u7ea6\u670930\u4e07\u540dAI\u7814\u7a76\u8005\uff0c\u5176\u4e2d\u7ea6\u4e00\u534a\u5728\u4e2d\u56fd\u3002\u7814\u7a76\u4eba\u5458\u4f1a\u5728\u516c\u53f8\u3001\u5927\u5b66\u548c\u56fd\u5bb6\u4e4b\u95f4\u6d41\u52a8\uff0c\u63a8\u52a8AI\u8fdb\u6b65\u7684\u529b\u91cf\uff0c\u6765\u81ea\u613f\u610f\u89e3\u51b3\u96be\u9898\u3001\u5206\u4eab\u6210\u679c\u548c\u4fdd\u6301\u5f00\u653e\u534f\u4f5c\u7684\u4eba\u3002<\/p>\n

\u8fd9\u79cd\u5224\u65ad\u4e5f\u5ef6\u4f38\u5230\u4eba\u624d\u95ee\u9898\u3002Matt\u8ba4\u4e3a\uff0c\u5982\u679c\u4eca\u5929\u7684\u5b66\u751f\u5e0c\u671b\u8fdb\u5165AI\u884c\u4e1a\uff0c\u5168\u6808AI\u5de5\u7a0b\u5e08\u4f1a\u62e5\u6709\u66f4\u597d\u7684\u4f4d\u7f6e\u3002\u4ed6\u4eec\u9700\u8981\u7406\u89e3\u4eceGPU\u3001CUDA\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u5fae\u8c03\u5230\u5e94\u7528\u6784\u5efa\u7684\u5b8c\u6574\u94fe\u6761\u3002\u9762\u5bf9Agent\u7cfb\u7edf\uff0c\u4e0b\u4e00\u6b65\u80fd\u529b\u4e5f\u4f1a\u4eceprompt engineering\u8d70\u5411context engineering\u548cintent engineering\uff0c\u4eba\u7684\u4ef7\u503c\u5728\u4e8e\u8868\u8fbe\u610f\u56fe\u3001\u63d0\u4f9b\u4e13\u4e1a\u5224\u65ad\uff0c\u5e76\u4e0eAI\u534f\u540c\u5b8c\u6210\u66f4\u590d\u6742\u7684\u5de5\u4f5c\u3002<\/p>\n

Matt White\u7684\u5206\u4eab\u628aAgent\u70ed\u6f6e\u5f15\u5411\u4e00\u4e2a\u66f4\u73b0\u5b9e\u7684\u95ee\u9898\uff1a\u5f53AI\u5f00\u59cb\u66ff\u4eba\u8c03\u7528\u5de5\u5177\u3001\u5904\u7406\u4e0a\u4e0b\u6587\u5e76\u6267\u884c\u4efb\u52a1\uff0c\u4eba\u4eec\u613f\u610f\u628a\u4ec0\u4e48\u4ea4\u7ed9\u5b83\uff0c\u53c8\u9700\u8981\u600e\u6837\u7684\u6821\u9a8c\u673a\u5236\u624d\u4f1a\u8fdb\u4e00\u6b65\u653e\u624b\u3002\u5f00\u6e90\u793e\u533a\u3001\u7cfb\u7edf\u8bbe\u8ba1\u548c\u5de5\u7a0b\u4eba\u624d\u7684\u4ef7\u503c\uff0c\u6b63\u5728\u8fd9\u4e2a\u95ee\u9898\u4e2d\u53d8\u5f97\u5177\u4f53\u3002AI\u4ece\u4ee3\u7801\u8d70\u5411Agency\uff0c\u6700\u7ec8\u8003\u9a8c\u7684\u662f\u4e00\u4e2a\u667a\u80fd\u7cfb\u7edf\u80fd\u5426\u88ab\u7406\u89e3\u3001\u88ab\u9a8c\u8bc1\uff0c\u5e76\u88ab\u6258\u4ed8\u7ed9\u771f\u5b9e\u4efb\u52a1\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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