{"id":3356,"date":"2025-02-17T11:09:44","date_gmt":"2025-02-17T03:09:44","guid":{"rendered":"http:\/\/blog.cloud500.net\/?p=3356"},"modified":"2025-02-17T11:09:44","modified_gmt":"2025-02-17T03:09:44","slug":"%e6%96%af%e5%9d%a6%e7%a6%8f%e6%9d%8e%e9%a3%9e%e9%a3%9e%e6%95%99%e6%8e%88-%e3%80%8aai-agent%ef%bc%9a%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%a4%e4%ba%92%e5%89%8d%e6%b2%bf%e8%b0%83%e6%9f%a5%e3%80%8b","status":"publish","type":"post","link":"http:\/\/blog.cloud500.ai\/?p=3356","title":{"rendered":"\u65af\u5766\u798f\u674e\u98de\u98de\u6559\u6388 \u300aAI Agent\uff1a\u591a\u6a21\u6001\u4ea4\u4e92\u524d\u6cbf\u8c03\u67e5\u300b"},"content":{"rendered":"\n<p>\u4ee5\u4e0b\u6587\u7ae0\u6765\u6e90\u4e8eAI\u4ea7\u54c1\u7ecf\u7406\u7814\u4e60\u4e0e\u5b9e\u8df5&nbsp;\uff0c\u4f5c\u8005\uff1aAIMatrixLing<a href=\"https:\/\/mp.weixin.qq.com\/s\/5_9uEt_HO4L8_xFSy2Ys3g#\"><\/a><a href=\"https:\/\/mp.weixin.qq.com\/s\/5_9uEt_HO4L8_xFSy2Ys3g#\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/mp.weixin.qq.com\/s\/5_9uEt_HO4L8_xFSy2Ys3g#\"><strong>AI\u4ea7\u54c1\u7ecf\u7406\u7814\u4e60\u4e0e\u5b9e\u8df5<\/strong>.<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/mp.weixin.qq.com\/s\/5_9uEt_HO4L8_xFSy2Ys3g#\">\u73b0\u8f6f\u4ef6\u4ea7\u54c1\u7ecf\u7406\u3001\u524d\u7ba1\u7406\u54a8\u8be2\u987e\u95ee\u3002\u575a\u4fe1\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u5c06\u4f1a\u6df1\u523b\u5f71\u54cd\u6211\u4eec\u672a\u6765\u7684\u5de5\u4f5c\u3001\u5b66\u4e60\u3001\u751f\u6d3b\uff0c\u56e0\u6b64\u6211\u6b63\u5728\u79ef\u6781\u62e5\u62b1\u53d8\u5316\u3001\u7814\u7a76\u548c\u5b66\u4e60\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u7ecf\u7406\u76f8\u5173\u7684\u77e5\u8bc6\u548c\u6280\u80fd\u3002<\/a><\/p>\n\n\n\n<p><strong>\u524d\u8a00\uff1a<\/strong>AI Agent\u6d89\u53ca\u7684\u9886\u57df\u8f83\u4e3a\u5e7f\u6cdb\uff0c\u6db5\u76d6\u4e86\u5305\u62ec\u591aAgents\u7cfb\u7edf\u3001\u5f3a\u5316\u5b66\u4e60\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\u7cfb\u7edf\u4ee5\u53ca\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u96c6\u6210\u5230\u57fa\u4e8eAgents\u7684\u7cfb\u7edf\u4e2d\u3002\u5728arXiv\u6709\u5f88\u591a\u76f8\u5173\u7684\u9876\u7ea7\u8bba\u6587\uff0c\u524d\u4e00\u9635\u5b50\u6709\u4e00\u7bc7\u300aAgent AI: Surveying the Horizons of Multimodal Interaction\u300b\u7a81\u7136\u706b\u4e86\u8d77\u6765\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"781\" height=\"603\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-2-1.png\" alt=\"\" class=\"wp-image-3373\"\/><\/figure><\/div>\n\n\n<p>\u6216\u8bb8\u662f\u56e0\u4e3a\u5b83\u7684\u4f5c\u8005\u4e4b\u4e00\u662fAI\u5927\u725b\u3001\u65af\u5766\u798f\u6559\u6388\u3001\u7a7a\u95f4\u667a\u80fd\u516c\u53f8world labs.ai\u7684\u8054\u5408\u521b\u59cb\u4eba\u4e4b\u4e00\u2014\u2014\u674e\u98de\u98de\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"200\" height=\"200\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-5-1.png\" alt=\"\" class=\"wp-image-3374\"\/><\/figure><\/div>\n\n\n<p>\u6b63\u597dAI Agent\u662f\u6211\u975e\u5e38\u5173\u6ce8\u7684\u9886\u57df\u3002\u4e0d\u8fc7\u53d1\u73b0\u8be5\u8bba\u6587\u5b9e\u9645\u63d0\u4ea4\u65e5\u671f\u4e3a 2024 \u5e74 1 \u6708 7 \u65e5\uff08v1 \u7248\u672c\uff09\uff0c\u6700\u540e\u4fee\u8ba2\u65e5\u671f\u4e3a 2024 \u5e74 1 \u6708 25 \u65e5\uff08v2 \u7248\u672c\uff09\uff0c\u5e76\u4e0d\u662f\u6700\u8fd1\u624d\u53d1\u5e03\u7684\u3002\u3002\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"856\" height=\"201\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-1-1.png\" alt=\"\" class=\"wp-image-3375\"\/><\/figure><\/div>\n\n\n<p>\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u4f5c\u8005\u5c06AI Agent\u5b9a\u4e49\u4e3a\u4e00\u7c7b\u80fd\u591f\u611f\u77e5\u89c6\u89c9\u523a\u6fc0\u3001\u8bed\u8a00\u8f93\u5165\u548c\u5176\u4ed6\u57fa\u4e8e\u73af\u5883\u7684\u6570\u636e\u4ee5\u4ea7\u751f\u6709\u610f\u4e49\u7684\u5177\u4f53\u884c\u52a8\u7684\u4ea4\u4e92\u5f0f\u7cfb\u7edf\uff0c\u8be6\u7ec6\u63a2\u8ba8\u4e86\u65e8\u5728\u57fa\u4e8e\u4e0b\u4e00\u6b65\u5177\u4f53\u884c\u52a8\u9884\u6d4b\u6765\u6539\u8fdbAgent\u7684\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p><em>\u9884\u8b66\uff1a\u8be5\u8bba\u6587\u7684\u9875\u6570\u957f\u8fbe80\u9875\uff0c\u4e5f\u8bb8\u6211\u9700\u8981\u5206\u6210\u597d\u51e0\u7bc7\u624d\u80fd\u201c\u4f34\u8bfb\u201d\u5b8c\u3002<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 1 \u2014\u2014 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AI\u201d\u2014\u2014\u4e00\u79cd\u80fd\u591f\u611f\u77e5\u591a\u79cd\u6a21\u6001\uff08\u5982\u89c6\u89c9\u3001\u8bed\u8a00\u3001\u97f3\u9891\u7b49\uff09\u5e76\u505a\u51fa\u76f8\u5e94\u52a8\u4f5c\u7684\u667a\u80fd\u4f53\uff0c\u8fd9\u4ee3\u8868\u4e86AI\u5411\u66f4\u52a0\u590d\u6742\u3001\u7075\u6d3b\u548c\u4ea4\u4e92\u6027\u7684\u65b9\u5411\u53d1\u5c55\uff0c\u591a\u6a21\u6001\u667a\u80fd\u4f53\u7684\u80fd\u529b\u4f7f\u5176\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u4e92\u52a8\uff0c\u8fdb\u800c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002\u5bf9\u4e8eAI\u4ea7\u54c1\u7ecf\u7406\u6765\u8bf4\uff0c\u8fd9\u79cd\u667a\u80fd\u4f53\u4e0d\u4ec5\u4ec5\u662f\u201c\u5bf9\u8bdd\u578b\u201d\u7684AI\u52a9\u624b\uff0c\u800c\u662f\u5177\u5907\u4e86\u611f\u77e5\u4e16\u754c\u3001\u7406\u89e3\u73af\u5883\u5e76\u91c7\u53d6\u884c\u52a8\u7684\u80fd\u529b\u3002<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\u8bba\u6587\u7684\u4f5c\u8005\u4eec<\/strong><\/p>\n\n\n\n<p>\u8be5\u8bba\u6587\u7684\u4f5c\u8005\u4eec\u662f\u4eba\u5de5\u667a\u80fd\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4ee5\u53ca\u591a\u6a21\u6001\u611f\u77e5\u9886\u57df\u7684\u6743\u5a01\u5b66\u8005\uff0c\u4ed6\u4eec\u7684\u5de5\u4f5c\u4e3a\u63a8\u52a8\u667a\u80fd\u4f53AI\u548c\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u6280\u672f\u8fdb\u6b65\u505a\u51fa\u4e86\u91cd\u8981\u8d21\u732e\u3002\u8fd9\u4e9b\u4f5c\u8005\u6709\u7684\u5f88\u5e74\u8f7b\uff08\u5728\u6821\u5b66\u751f\uff09\uff0c\u6709\u7684\u5df2\u7ecf\u6210\u540d\u591a\u5e74\u3002\u4e86\u89e3\u4f5c\u8005\u4eec\u7684\u80cc\u666f\uff0c\u80fd\u8ba9\u6211\u4eec\u66f4\u52a0\u5145\u5206\u8ba4\u8bc6\u5230\u8fd9\u7bc7\u8bba\u6587\u7684\u4efd\u91cf\uff0c\u4e5f\u80fd\u8ba9\u6211\u81ea\u5df1\u65e5\u540e\u7559\u4e2a\u5fc3\uff0c\u56e0\u4e3a\u4ed6\u4eec\u90fd\u6709\u5f88\u4e30\u5bcc\u3001\u4e13\u4e1a\u7684AI\u7814\u7a76\u6216\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u6709\u673a\u4f1a\u53ef\u4ee5\u201c\u6269\u5c55\u7814\u4e60\u201d\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"200\" height=\"200\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-3-1.png\" alt=\"\" class=\"wp-image-3376\"\/><\/figure><\/div>\n\n\n<p>Zane Durante\uff1a\u65af\u5766\u798f\u89c6\u89c9\u5b9e\u9a8c\u5ba4\u7684\u535a\u58eb\u751f\uff0c\u591a\u6a21\u6001\u5b66\u4e60\u548c\u865a\u62df\u73af\u5883\u4ea4\u4e92\u4e13\u5bb6\uff0c\u4e3b\u8981\u5173\u6ce8\u4e8e\u5982\u4f55\u5728\u865a\u62df\u548c\u7269\u7406\u573a\u666f\u4e2d\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u4ea4\u4e92\u80fd\u529b\uff0c\u66fe\u5728\u591a\u4e2a\u9876\u7ea7\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u8fc7\u8bba\u6587\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"122\" height=\"160\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-4-1.png\" alt=\"\" class=\"wp-image-3377\"\/><\/figure><\/div>\n\n\n<p>Qiuyuan Huang\uff1a\u5fae\u8f6f\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u7a76\u5458\uff0c\u4e13\u6ce8\u4e8e\u591a\u6a21\u6001\u7406\u89e3\u3001\u8bed\u8a00\u6a21\u578b\u7684\u8868\u5f81\u4e0e\u751f\u6210\uff0c\u5c24\u5176\u5173\u6ce8\u8de8\u9886\u57df\u5b66\u4e60\u548c\u591a\u6a21\u6001\u4efb\u52a1\u7684\u534f\u540c\u4f18\u5316\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"128\" height=\"127\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-55.png\" alt=\"\" class=\"wp-image-3538\"\/><\/figure><\/div>\n\n\n<p>Naoki Wake\uff1a2019 \u5e74\u83b7\u5f97\u4e1c\u4eac\u5927\u5b66\u4fe1\u606f\u79d1\u5b66\u4e0e\u6280\u672f\u535a\u58eb\u5b66\u4f4d\uff0c\u7814\u7a76\u5174\u8da3\u6db5\u76d6\u611f\u77e5\u795e\u7ecf\u79d1\u5b66\u3001\u4eba\u673a\u4ea4\u4e92\u548c\u673a\u5668\u4eba\u76f8\u5173\u6280\u672f\u3002\u76ee\u524d\u6b63\u5728\u5fae\u8f6f\u7814\u7a76\u9662\u4efb\uff0c\u7814\u7a76\u673a\u5668\u4eba\u6559\u5b66\u6280\u672f\uff0c\u8ba9\u975e\u4e13\u5bb6\u4e5f\u80fd\u8ba9\u673a\u5668\u4eba\u5728\u65e0\u9700\u7f16\u7a0b\u7684\u60c5\u51b5\u4e0b\u5b8c\u6210\u5bb6\u52a1\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"150\" height=\"204\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-56.png\" alt=\"\" class=\"wp-image-3539\"\/><\/figure><\/div>\n\n\n<p>Ran Gong\uff1aAI Institute \u7684\u4e00\u540d\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c2024\u5e74\u4e8e\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\uff0c\u7814\u7a76\u9886\u57df\u662f\u673a\u5668\u4eba\u6280\u672f\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u548c\u673a\u5668\u5b66\u4e60\u7684\u4ea4\u53c9\u9886\u57df\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"211\" height=\"273\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-58.png\" alt=\"\" class=\"wp-image-3541\"\/><\/figure><\/div>\n\n\n<p>Jae Sung Park\uff1a\u534e\u76db\u987f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u5de5\u7a0b\u4e13\u4e1a\u7684\u535a\u58eb\u751f\uff0c\u5176\u611f\u5174\u8da3\u7684\u662f\u673a\u5668\u5982\u4f55\u50cf\u4eba\u7c7b\u4e00\u6837\u5229\u7528\u89c6\u89c9\u611f\u77e5\u548c\u8bed\u8a00\u7406\u89e3\u6765\u63a8\u7406\u89c6\u89c9\u4e16\u754c\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"197\" height=\"194\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-57.png\" alt=\"\" class=\"wp-image-3540\"\/><\/figure><\/div>\n\n\n<p>Bidipta Sarkar\uff1a\u725b\u6d25\u5927\u5b66FLAIR\u548cWhiRL\u5b9e\u9a8c\u5ba4\u5de5\u7a0b\u79d1\u5b66\u4e13\u4e1a\u7684\u4e00\u5e74\u7ea7\u535a\u58eb\u751f\uff0c\u7814\u7a76\u65b9\u5411\u6d89\u53ca\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u591a\u4e2a\u6838\u5fc3\u9886\u57df\uff0c\u5c24\u5176\u662f\u81ea\u4e3b\u667a\u80fd\u4f53\u7684\u8bbe\u8ba1\u548c\u591a\u6a21\u6001\u4ea4\u4e92\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"196\" height=\"211\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-59.png\" alt=\"\" class=\"wp-image-3542\"\/><\/figure><\/div>\n\n\n<p>Rohan Taori\uff1a\u76ee\u524d\u5728 Anthropic \u7684\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u56e2\u961f\u5de5\u4f5c\uff0c\u4e13\u6ce8\u4e8e\u7814\u7a76\u673a\u5668\u5b66\u4e60\u57fa\u7840\uff0c\u5c24\u5176\u662f\u5728\u5b9e\u9645\u6570\u636e\u548c\u7cfb\u7edf\u80cc\u666f\u4e0b\u7684\u5e94\u7528\u4e0e\u6311\u6218\u3002\u4ed6\u5728\u65af\u5766\u798f\u5927\u5b66\u83b7\u5f97\u4e86\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\uff0c\u5e08\u4ece\u6770\u51fa\u7684\u6559\u6388Tatsu Hashimoto\uff0c\u5bf9\u63a2\u7d22\u5982\u4f55\u901a\u8fc7\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u63d0\u5347AI\u7cfb\u7edf\u7684\u7406\u89e3\u4e0e\u8868\u73b0\u5145\u6ee1\u70ed\u60c5\uff0c\u81f4\u529b\u4e8e\u89e3\u51b3\u73b0\u5b9e\u4e16\u754c\u4e2d\u590d\u6742\u7684\u6570\u636e\u95ee\u9898\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"162\" height=\"167\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-60.png\" alt=\"\" class=\"wp-image-3543\"\/><\/figure><\/div>\n\n\n<p>Yusuke Noda\uff1a\u4e13\u6ce8\u4e8e\u8bed\u97f3\u4e0e\u89c6\u89c9\u4e92\u52a8AI\uff0c\u4e3b\u8981\u5728\u865a\u62df\u667a\u80fd\u4f53\u4e92\u52a8\u548c\u591a\u611f\u5b98\u878d\u5408\u65b9\u9762\u505a\u7814\u7a76\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"272\" height=\"299\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-10-1.png\" alt=\"\" class=\"wp-image-3382\"\/><\/figure><\/div>\n\n\n<p>Demetri Terzopoulos\uff1a\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u548c\u4f01\u4e1a\u5bb6\uff0c\u76ee\u524d\u662f\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u4ea8\u5229\u00b7\u8428\u7f2a\u5229\u5de5\u7a0b\u4e0e\u5e94\u7528\u79d1\u5b66\u5b66\u9662\u7684\u6770\u51fa\u6559\u6388\u548c\u6821\u957f\u6559\u6388\uff0c\u5e76\u5728\u90a3\u91cc\u6307\u5bfc\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u8ba1\u7b97\u673a\u56fe\u5f62\u4e0e\u89c6\u89c9\u5b9e\u9a8c\u5ba4\u3002\u4ed6\u957f\u671f\u4ece\u4e8b\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u3001\u667a\u80fd\u4f53\u4eff\u771f\u3001\u89c6\u89c9\u611f\u77e5\u4e0e\u673a\u5668\u4eba\u5b66\u7684\u7814\u7a76\uff0c\u83b7\u5f97\u8fc7\u4e0d\u5c11\u5956\u9879\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"249\" height=\"301\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-12-1.png\" alt=\"\" class=\"wp-image-3383\"\/><\/figure><\/div>\n\n\n<p>Yejin Choi\uff1a\u6700\u65b0\u6d88\u606f\u5979\u76ee\u524d\u662fNVIDIA\uff08\u82f1\u4f1f\u8fbe\uff09\u7684\u9ad8\u7ea7\u603b\u76d1\uff0c\u4ece 2025\u5e74\u8d77\u5c06\u52a0\u5165\u65af\u5766\u798f\u5927\u5b66\u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\uff08HAI\uff09\u62c5\u4efb\u9ad8\u7ea7\u7814\u7a76\u5458\uff0c\u5e76\u6210\u4e3a\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u7684\u6559\u6388\u3002\u6b64\u524d\u5979\u662f\u534e\u76db\u987f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7684 Wissner-Slivka \u8bb2\u5ea7\u6559\u6388\uff0c\u7814\u7a76\u4e3b\u8981\u6d89\u53ca\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"175\" height=\"187\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-61.png\" alt=\"\" class=\"wp-image-3544\"\/><\/figure><\/div>\n\n\n<p>Katsushi Ikeuchi\uff1a\u4e8e 2015 \u5e74\u52a0\u5165 Microsoft \u62c5\u4efb\u9996\u5e2d\u7814\u7a76\u5458\u3002\u5728CMU\uff08\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u673a\u5668\u4eba\u7814\u7a76\u6240\uff09 \u548cUTokyo\uff08\u4e1c\u4eac\u5927\u5b66\u5de5\u4e1a\u79d1\u5b66\u7814\u7a76\u6240\uff09\u4efb\u804c\u671f\u95f4\uff0c\u4ed6\u6307\u5bfc\u4e86 50 \u591a\u540d\u535a\u58eb\u751f\u3002\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u6db5\u76d6\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u673a\u5668\u4eba\u6280\u672f\u548c\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u3002\u5728\u8fd9\u4e9b\u7814\u7a76\u9886\u57df\uff0c\u4ed6\u83b7\u5f97\u4e86\u591a\u4e2a\u6700\u4f73\u8bba\u6587\u5956\uff0c\u5305\u62ec David Marr \u8ba1\u7b97\u89c6\u89c9\u5956\u548c IEEE \u673a\u5668\u4eba\u4e0e\u81ea\u52a8\u5316\u5b66\u4f1a K. S. Fu \u7eaa\u5ff5\u6700\u4f73\u4ea4\u6613\u8bba\u6587\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"200\" height=\"200\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-16-1.png\" alt=\"\" class=\"wp-image-3385\"\/><\/figure><\/div>\n\n\n<p>Hoi Vo\uff1a\u5e94\u8be5\u662f\u4e0a\u9762\u8fd9\u4f4d\u3002\u6280\u672f\u4e13\u5bb6\uff0c\u5fae\u8f6fWindows Azure \u5e73\u53f0\u80cc\u540e\u7684\u601d\u60f3\u9886\u8896\u4e4b\u4e00\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"870\" height=\"237\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-17-1.png\" alt=\"\" class=\"wp-image-3387\"\/><\/figure><\/div>\n\n\n<p>Li Fei-Fei\uff1a\u4e16\u754c\u77e5\u540d\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u8fdc\u89c1\u8005\uff0c\u662f\u79d1\u5b66\u5bb6\u3001\u6559\u6388\u3001\u5b66\u8005\u548c\u884c\u4e1a\u9886\u5bfc\u8005\u3002\u5979\u662f\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u7684\u9996\u4efb Sequoia \u6559\u6388\uff0c\u4e5f\u662f\u65af\u5766\u798f\u5927\u5b66\u4ee5\u4eba\u4e3a\u672c\u7684 AI \u7814\u7a76\u6240\u7684\u521b\u59cb\u8054\u5408\u4e3b\u4efb\u3002\u5979\u4e8e 2013 \u5e74\u81f3 2018 \u5e74\u62c5\u4efb\u65af\u5766\u798f\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\u3002\u5728\u65af\u5766\u798f\u5927\u5b66\u4f11\u5047\u671f\u95f4\uff0c\u5979\u66fe\u62c5\u4efb Google \u7684\u526f\u603b\u88c1\uff0c\u5e76\u62c5\u4efb Google Cloud \u7684 AI\/ML \u9996\u5e2d\u79d1\u5b66\u5bb6\u3002\u5979\u5728 ImageNet \u4e0a\u6240\u505a\u7684\u5f00\u521b\u6027\u5de5\u4f5c\u662f AI \u4e2d\u7684\u7b2c\u4e00\u4e2a\u5927\u578b\u8bad\u7ec3\u548c\u57fa\u51c6\u6d4b\u8bd5\u6570\u636e\u96c6\uff0c\u6709\u52a9\u4e8e\u50ac\u5316\u73b0\u4ee3 AI \u7684\u51fa\u73b0\u3002\u4eca\u5e749\u6708\u4efd\u5979\u4e0eJustin Johnson\u3001Christoph Lassner \u548c Ben Mildenhall \uff08\u6bcf\u4e2a\u4eba\u90fd\u662f\u4e16\u754c\u77e5\u540d\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u56fe\u5f62\u6280\u672f\u4e13\u5bb6\uff09\u8054\u5408\u521b\u7acb\u4e86\u2014\u2014World Labs \uff0c\u5c06\u5f00\u53d1\u7a7a\u95f4\u667a\u80fd\u5927\u578b\u4e16\u754c\u6a21\u578b \uff08LWM\uff09\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u4ece\u56fe\u50cf\u548c\u5176\u4ed6\u6a21\u6001\u4e2d\u7406\u89e3\u548c\u63a8\u7406 3D \u4e16\u754c\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\">\n<p>\u4e00\u5bb6\u7a7a\u95f4\u667a\u80fd AI \u516c\u53f8\uff0c\u6784\u5efa\u5927\u578b\u4e16\u754c\u6a21\u578b&nbsp;\uff08LWM\uff09&nbsp;\u6765\u611f\u77e5\u3001\u751f\u6210 3D \u4e16\u754c\u5e76\u4e0e\u4e4b\u4ea4\u4e92\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u5c06 AI \u6a21\u578b\u4ece\u50cf\u7d20\u7684 2D \u5e73\u9762\u63d0\u5347\u5230\u5b8c\u6574\u7684 3D \u4e16\u754c&nbsp;&#8211;&nbsp;\u5305\u62ec\u865a\u62df\u548c\u73b0\u5b9e&nbsp;&#8211;&nbsp;\u8d4b\u4e88\u5b83\u4eec\u4e0e\u6211\u4eec\u4e00\u6837\u4e30\u5bcc\u7684\u7a7a\u95f4\u667a\u80fd\u3002\u4eba\u7c7b\u7684\u7a7a\u95f4\u667a\u80fd\u7ecf\u8fc7\u6570\u5343\u5e74\u7684\u8fdb\u5316;\u4f46\u5728\u8fd9\u4e2a\u975e\u51e1\u8fdb\u6b65\u7684\u65f6\u4ee3\uff0c\u6211\u4eec\u770b\u5230\u4e86\u5728\u77ed\u671f\u5185\u4e3a AI \u6ce8\u5165\u8fd9\u79cd\u80fd\u529b\u7684\u673a\u4f1a\u3002<\/p>\n<\/blockquote>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"185\" height=\"197\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-62.png\" alt=\"\" class=\"wp-image-3545\"\/><\/figure><\/div>\n\n\n<p>Jianfeng Gao\uff1a\u6770\u51fa\u79d1\u5b66\u5bb6\u3001\u5fae\u8f6f\u526f\u603b\u88c1\uff0cIEEE\u7814\u7a76\u5458\uff0cACM\u7814\u7a76\u5458\u548cAAIA\u7814\u7a76\u5458\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u6df1\u5ea6\u5b66\u4e60\u5c0f\u7ec4\u7684\u9886\u8854\u8005\uff0c\u8be5\u5c0f\u7ec4\u7684\u4f7f\u547d\u662f\u63a8\u8fdb\u6df1\u5ea6\u5b66\u4e60\u53ca\u5176\u5728\u81ea\u7136\u8bed\u8a00\u548c\u56fe\u50cf\u7406\u89e3\u4e2d\u7684\u5e94\u7528\uff0c\u5e76\u5728\u5bf9\u8bdd\u6a21\u578b\u548c\u65b9\u6cd5\u65b9\u9762\u53d6\u5f97\u8fdb\u5c55\u3002\u5fae\u8f6f\u7684AI\u4ea7\u54c1\u6240\u9700\u7684\u5927\u89c4\u6a21\u57fa\u7840\u6a21\u578b\u4e5f\u662f\u7531\u8fd9\u4e2a\u5c0f\u7ec4\u6784\u5efa\u7684\u3002<\/p>\n\n\n\n<p><strong>Agent AI \u7cfb\u7edf\u6982\u89c8<\/strong><\/p>\n\n\n\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u53ef\u4ee5\u5728\u4e0d\u540c\u9886\u57df\u548c\u5e94\u7528\u4e2d\u8fdb\u884c\u611f\u77e5\u548c\u884c\u52a8\u7684Agent AI\u7cfb\u7edf\u6982\u89c8\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"608\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-19-1.png\" alt=\"\" class=\"wp-image-3389\"\/><\/figure><\/div>\n\n\n<p><strong>Agent AI \u6b63\u5728\u6210\u4e3a\u901a\u5f80\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u7684\u6709\u524d\u666f\u7684\u65b9\u5411\u3002<\/strong>Agent AI \u7684\u8bad\u7ec3\u5c55\u793a\u4e86\u5728\u7269\u7406\u4e16\u754c\u4e2d\u5b9e\u73b0\u591a\u6a21\u6001\u7406\u89e3\u7684\u80fd\u529b\u3002\u5b83\u901a\u8fc7\u7ed3\u5408\u751f\u6210\u5f0f AI \u548c\u591a\u79cd\u72ec\u7acb\u6570\u636e\u6e90\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e0e\u73b0\u5b9e\u73af\u5883\u65e0\u5173\u7684\u8bad\u7ec3\u6846\u67b6\u3002\u7ecf\u8fc7\u8de8\u73b0\u5b9e\u6570\u636e\u8bad\u7ec3\u7684\u57fa\u7840\u5927\u6a21\u578b\uff0c\u53ef\u5c06\u4e0e\u4ee3\u7406\u548c\u52a8\u4f5c\u76f8\u5173\u7684\u4efb\u52a1\u5e94\u7528\u4e8e\u7269\u7406\u548c\u865a\u62df\u4e16\u754c\u3002\u8be5\u56fe\u5c55\u793a\u4e86\u4e00\u4e2a Agent AI \u7cfb\u7edf\u7684\u603b\u4f53\u6982\u89c8\uff0c\u8be5\u7cfb\u7edf\u53ef\u4ee5\u5728\u8bb8\u591a\u4e0d\u540c\u7684\u9886\u57df\u548c\u5e94\u7528\u4e2d\u8fdb\u884c\u611f\u77e5\u548c\u884c\u52a8\uff0c\u53ef\u80fd\u4f5c\u4e3a\u901a\u5f80 AGI \u7684\u4e00\u6761\u8def\u5f84\uff0c\u91c7\u7528\u7684\u662f\u201c\u4ee3\u7406\u8303\u5f0f\u201d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">PART 02 \u2014\u2014 <strong>\u7c97\u7565\u89e3\u8bfb<\/strong><\/h2>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u4e3aAI\u4ea7\u54c1\u7ecf\u7406\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u672a\u6765\u53d1\u5c55\u65b9\u5411\uff0c\u5373\u901a\u8fc7\u589e\u5f3aAI\u7684\u591a\u6a21\u6001\u611f\u77e5\u3001\u9884\u6d4b\u80fd\u529b\u4ee5\u53ca\u73af\u5883\u611f\u77e5\uff0c\u6765\u6784\u5efa\u66f4\u52a0\u667a\u80fd\u548c\u4ea4\u4e92\u6027\u5f3a\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6709\u4ee5\u4e0b\u51e0\u4e2a\u91cd\u8981\u7684\u4ea7\u54c1\u53d1\u5c55\u542f\u793a\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1.&nbsp;<strong>\u591a\u9886\u57df\u611f\u77e5\u4e0e\u884c\u52a8\uff1a\u62d3\u5c55\u4ea7\u54c1\u5e94\u7528\u573a\u666f<\/strong><\/h4>\n\n\n\n<p>Agent AI \u7cfb\u7edf\u5c55\u793a\u4e86\u5728\u4e0d\u540c\u9886\u57df\u3001\u4e0d\u540c\u5e94\u7528\u4e2d\u7684\u611f\u77e5\u548c\u884c\u52a8\u80fd\u529b\uff0c\u8fd9\u610f\u5473\u7740\u8be5\u6280\u672f\u53ef\u4ee5\u5e7f\u6cdb\u9002\u7528\u4e8e\u73b0\u5b9e\u4e2d\u7684\u591a\u79cd\u573a\u666f\u3002\u8fd9\u4e3aAI\u4ea7\u54c1\u7684\u591a\u6837\u5316\u5e94\u7528\u63d0\u4f9b\u4e86\u53ef\u80fd\u6027\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u5c06Agent AI\u7528\u4e8e\u667a\u80fd\u5bb6\u5c45\u3001\u65e0\u4eba\u9a7e\u9a76\u3001\u5de5\u4e1a\u673a\u5668\u4eba\u548c\u865a\u62df\u52a9\u624b\u7b49\u4e0d\u540c\u9886\u57df\u3002\u4f5c\u4e3a\u4ea7\u54c1\u7ecf\u7406\uff0c\u7406\u89e3\u8fd9\u79cd\u8de8\u9886\u57df\u80fd\u529b\u6709\u52a9\u4e8e\u8bbe\u8ba1\u7075\u6d3b\u7684\u4ea7\u54c1\uff0c\u4ee5\u6ee1\u8db3\u591a\u79cd\u4f7f\u7528\u573a\u666f\u548c\u9700\u6c42\u3002\u5c24\u5176\u662f\uff0c\u5728\u591a\u6a21\u6001\u7406\u89e3\u7684\u652f\u6301\u4e0b\uff0c\u4ea7\u54c1\u53ef\u4ee5\u66f4\u597d\u5730\u9002\u5e94\u4e0d\u540c\u73af\u5883\uff0c\u4ece\u800c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u672a\u6765\u5047\u8bbe&gt;&gt;&gt;<\/strong><\/p>\n\n\n\n<p>\u5728\u667a\u80fd\u5bb6\u5c45\u73af\u5883\u4e2d\uff0cAgent AI \u7cfb\u7edf\u53ef\u4ee5\u540c\u65f6\u4f7f\u7528\u6444\u50cf\u5934\u3001\u9ea6\u514b\u98ce\u548c\u7269\u8054\u7f51\u8bbe\u5907\uff0c\u6765\u611f\u77e5\u7528\u6237\u7684\u9700\u6c42\u5e76\u9002\u65f6\u4f5c\u51fa\u56de\u5e94\u3002\u4f8b\u5982\uff0c\u667a\u80fd\u52a9\u624b\u53ef\u4ee5\u901a\u8fc7\u58f0\u97f3\u8bc6\u522b\u5bdf\u89c9\u5230\u5bb6\u4e2d\u6709\u4eba\u5728\u53a8\u623f\u5fd9\u788c\uff0c\u5224\u65ad\u51fa\u8be5\u7528\u6237\u53ef\u80fd\u9700\u8981\u5e2e\u52a9\uff0c\u7136\u540e\u901a\u8fc7\u89c6\u89c9\u4f20\u611f\u5668\u8bc6\u522b\u53a8\u623f\u91cc\u7684\u60c5\u51b5\u3002\u5982\u679c\u53d1\u73b0\u7089\u7076\u6253\u5f00\u4f46\u4eba\u4e0d\u5728\u65c1\u8fb9\uff0c\u5b83\u53ef\u4ee5\u901a\u8fc7\u8bed\u97f3\u63d0\u9192\u7528\u6237\u6ce8\u610f\u7089\u7076\u7684\u72b6\u6001\uff0c\u751a\u81f3\u53d1\u9001\u63d0\u9192\u5230\u7528\u6237\u624b\u673a\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1057\" height=\"607\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-20.png\" alt=\"\" class=\"wp-image-3390\"\/><\/figure><\/div>\n\n\n<p><strong>\u4ea7\u54c1\u6539\u8fdb\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul>\n<li>\u591a\u6a21\u6001\u611f\u77e5\u4f7f\u667a\u80fd\u52a9\u624b\u53ef\u4ee5\u66f4\u5168\u9762\u5730\u7406\u89e3\u5bb6\u5ead\u73af\u5883\uff0c\u907f\u514d\u8bef\u5224\u3002<\/li>\n\n\n\n<li>\u8be5\u52a9\u624b\u80fd\u591f\u5b9e\u65f6\u9002\u5e94\u4e0d\u540c\u5bb6\u5ead\u6210\u5458\u7684\u9700\u6c42\uff0c\u4f8b\u5982\u8bc6\u522b\u5c0f\u5b69\u5728\u5bb6\u4e2d\u5355\u72ec\u884c\u52a8\u65f6\u89e6\u53d1\u201c\u513f\u7ae5\u4fdd\u62a4\u6a21\u5f0f\u201d\uff0c\u5173\u95ed\u4e00\u4e9b\u5371\u9669\u5bb6\u7535\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\">2.&nbsp;<strong>\u8de8\u73b0\u5b9e\u6570\u636e\u7684\u5e94\u7528\uff1a\u63d0\u5347\u8bad\u7ec3\u6cdb\u5316\u6027<\/strong><\/h4>\n\n\n\n<p>\u8bba\u6587\u63d0\u5230 Agent AI \u901a\u8fc7\u201c\u73b0\u5b9e\u65e0\u5173\u201d\u7684\u8bad\u7ec3\u6846\u67b6\uff0c\u5c06\u751f\u6210\u5f0f AI \u4e0e\u591a\u79cd\u72ec\u7acb\u6570\u636e\u6e90\u7ed3\u5408\u3002\u8fd9\u79cd\u65b9\u6cd5\u5177\u6709\u5f88\u5f3a\u7684\u6cdb\u5316\u6027\uff0c\u56e0\u4e3a\u5b83\u4e0d\u4f9d\u8d56\u4e8e\u7279\u5b9a\u7684\u73b0\u5b9e\u573a\u666f\uff0c\u4ece\u800c\u5728\u865a\u62df\u548c\u7269\u7406\u4e16\u754c\u4e2d\u90fd\u80fd\u8868\u73b0\u51fa\u826f\u597d\u7684\u9002\u5e94\u6027\u3002\u8fd9\u4e3a\u4ea7\u54c1\u7ecf\u7406\u63d0\u4f9b\u4e86\u4e00\u4e2a\u521b\u65b0\u601d\u8def\uff0c\u5373\u5229\u7528\u8de8\u73b0\u5b9e\u6570\u636e\u6765\u8bad\u7ec3\u548c\u4f18\u5316\u6a21\u578b\uff0c\u786e\u4fdd\u4ea7\u54c1\u53ef\u4ee5\u5728\u865a\u62df\u548c\u73b0\u5b9e\u73af\u5883\u4e2d\u65e0\u7f1d\u5e94\u7528\u3002\u4f8b\u5982\uff0c\u865a\u62df\u52a9\u624b\u53ef\u4ee5\u5148\u5728\u865a\u62df\u573a\u666f\u4e2d\u6a21\u62df\u7528\u6237\u4ea4\u4e92\uff0c\u4ece\u800c\u5728\u6295\u5165\u73b0\u5b9e\u5e94\u7528\u65f6\u66f4\u4e3a\u81ea\u7136\u6d41\u7545\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u672a\u6765\u5047\u8bbe&gt;&gt;&gt;<\/strong><\/p>\n\n\n\n<p>\u5728\u5236\u9020\u4e1a\u4e2d\uff0cAgent AI \u53ef\u4ee5\u5728\u865a\u62df\u4eff\u771f\u73af\u5883\u4e2d\u901a\u8fc7\u5404\u79cd\u6570\u636e\u6e90\u63a5\u53d7\u8bad\u7ec3\uff0c\u5b66\u4e60\u8bc6\u522b\u4e0d\u540c\u7684\u673a\u5668\u6545\u969c\u6216\u590d\u6742\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u865a\u62df\u6570\u636e\u548c\u4eff\u771f\u73af\u5883\u4e2d\u7684\u591a\u6a21\u6001\u8bad\u7ec3\uff0c\u4e00\u4e2a\u5de5\u4e1a\u673a\u5668\u4eba\u53ef\u4ee5\u5b66\u4f1a\u8bc6\u522b\u8bbe\u5907\u7684\u4e0d\u540c\u5f02\u5e38\u72b6\u51b5\u3002\u5f53\u8fd9\u4e9b\u8bad\u7ec3\u6a21\u578b\u8fc1\u79fb\u5230\u73b0\u5b9e\u4e16\u754c\u540e\uff0c\u673a\u5668\u4eba\u80fd\u591f\u5728\u5b9e\u9645\u5de5\u5382\u4e2d\u9ad8\u6548\u64cd\u4f5c\uff0c\u5904\u7406\u4ece\u8f7b\u5fae\u6545\u969c\u5230\u590d\u6742\u6545\u969c\u7684\u5404\u79cd\u60c5\u51b5\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"867\" height=\"606\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-18-1.png\" alt=\"\" class=\"wp-image-3391\"\/><\/figure><\/div>\n\n\n<p><strong>\u4ea7\u54c1\u6539\u8fdb\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u8de8\u73b0\u5b9e\u6570\u636e\u6cdb\u5316\u80fd\u529b\u63d0\u5347\u4e86\u673a\u5668\u4eba\u7684\u9002\u5e94\u6027\uff0c\u51cf\u5c11\u5bf9\u6602\u8d35\u7684\u73b0\u5b9e\u73af\u5883\u8bad\u7ec3\u7684\u4f9d\u8d56\u3002<\/li>\n\n\n\n<li>\u673a\u5668\u4eba\u53ef\u4ee5\u4ece\u4eff\u771f\u73af\u5883\u8fc1\u79fb\u5230\u73b0\u5b9e\u5de5\u5382\u540e\u7acb\u5373\u4e0a\u624b\uff0c\u51cf\u5c11\u505c\u673a\u65f6\u95f4\uff0c\u63d0\u9ad8\u751f\u4ea7\u6548\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\">3.&nbsp;<strong>\u4ee3\u7406\u8303\u5f0f\uff1a\u63d0\u9ad8\u667a\u80fd\u4f53\u7684\u81ea\u4e3b\u6027\u4e0e\u4efb\u52a1\u7075\u6d3b\u6027<\/strong><\/h4>\n\n\n\n<p>Agent AI \u7684\u201c\u4ee3\u7406\u8303\u5f0f\u201d\u8d4b\u4e88\u4e86\u667a\u80fd\u4f53\u81ea\u4e3b\u611f\u77e5\u548c\u884c\u52a8\u7684\u80fd\u529b\u3002\u8fd9\u79cd\u8303\u5f0f\u5f3a\u8c03\u4e86 AI \u5728\u591a\u6a21\u6001\u73af\u5883\u4e2d\u7684\u72ec\u7acb\u884c\u52a8\u548c\u51b3\u7b56\uff0c\u4f7f\u5f97 AI \u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u4ee5\u5728\u4e0d\u540c\u60c5\u5883\u4e0b\u6267\u884c\u4efb\u52a1\u7684\u201c\u4ee3\u7406\u201d\u3002\u5bf9\u4e8e\u4ea7\u54c1\u7ecf\u7406\u6765\u8bf4\uff0c\u8fd9\u79cd\u81ea\u4e3b\u6027\u548c\u7075\u6d3b\u6027\u610f\u5473\u7740\u4ea7\u54c1\u53ef\u4ee5\u5177\u5907\u66f4\u9ad8\u7684\u667a\u80fd\u6c34\u5e73\uff0c\u80fd\u72ec\u7acb\u5e94\u5bf9\u590d\u6742\u60c5\u5883\u3002\u4f8b\u5982\uff0c\u672a\u6765\u7684\u670d\u52a1\u673a\u5668\u4eba\u4e0d\u4ec5\u80fd\u6309\u6307\u4ee4\u64cd\u4f5c\uff0c\u8fd8\u80fd\u6839\u636e\u73af\u5883\u548c\u7528\u6237\u9700\u6c42\u81ea\u52a8\u8c03\u6574\u884c\u4e3a\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u667a\u80fd\u201d\u670d\u52a1\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u672a\u6765\u5047\u8bbe&gt;&gt;&gt;<\/strong><\/p>\n\n\n\n<p>\u5728\u533b\u9662\u6216\u517b\u8001\u9662\u7b49\u73af\u5883\u4e2d\uff0cAgent AI \u9a71\u52a8\u7684\u62a4\u7406\u673a\u5668\u4eba\u53ef\u4ee5\u81ea\u4e3b\u5224\u65ad\u5e76\u5b8c\u6210\u4e00\u4e9b\u57fa\u7840\u62a4\u7406\u4efb\u52a1\uff0c\u6bd4\u5982\u68c0\u6d4b\u60a3\u8005\u662f\u5426\u5728\u5e8a\u4e0a\uff0c\u5982\u679c\u68c0\u6d4b\u5230\u60a3\u8005\u8dcc\u5012\u5219\u7acb\u5373\u53d1\u51fa\u8b66\u62a5\uff0c\u6216\u8005\u5728\u591c\u665a\u65f6\u81ea\u4e3b\u5de1\u903b\u4ee5\u4fdd\u8bc1\u6bcf\u4e2a\u623f\u95f4\u7684\u5b89\u5168\u3002\u540c\u65f6\uff0c\u5b83\u8fd8\u53ef\u4ee5\u57fa\u4e8e\u60a3\u8005\u7684\u65e5\u5e38\u884c\u4e3a\u4e60\u60ef\uff0c\u9002\u5f53\u8c03\u6574\u670d\u52a1\u65f6\u95f4\u548c\u65b9\u5f0f\uff0c\u4f8b\u5982\u53d1\u73b0\u67d0\u4f4d\u60a3\u8005\u603b\u662f\u591c\u95f4\u884c\u52a8\u4e0d\u4fbf\uff0c\u90a3\u4e48\u5b83\u53ef\u4ee5\u81ea\u52a8\u8c03\u6574\u591c\u95f4\u5de1\u903b\u9891\u7387\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"633\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-22.png\" alt=\"\" class=\"wp-image-3392\"\/><\/figure><\/div>\n\n\n<p><strong>\u4ea7\u54c1\u6539\u8fdb\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u81ea\u4e3b\u6027\u548c\u4efb\u52a1\u7075\u6d3b\u6027\u610f\u5473\u7740\u673a\u5668\u4eba\u4e0d\u518d\u9700\u8981\u6bcf\u6b21\u90fd\u4f9d\u8d56\u64cd\u4f5c\u6307\u4ee4\uff0c\u53ef\u4ee5\u6839\u636e\u73af\u5883\u81ea\u4e3b\u9002\u5e94\u4efb\u52a1\u3002<\/li>\n\n\n\n<li>\u964d\u4f4e\u4eba\u529b\u6210\u672c\uff0c\u63d0\u9ad8\u670d\u52a1\u7684\u53ef\u9760\u6027\u548c\u5b89\u5168\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\">4.&nbsp;<strong>\u5411\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u8fc8\u8fdb\u7684\u6f5c\u529b<\/strong><\/h4>\n\n\n\n<p>Agent AI \u88ab\u89c6\u4e3a\u5411 AGI \u9760\u62e2\u7684\u4e00\u79cd\u8def\u5f84\u3002AGI \u7684\u76ee\u6807\u662f\u521b\u5efa\u5177\u6709\u901a\u7528\u5b66\u4e60\u548c\u9002\u5e94\u80fd\u529b\u7684\u667a\u80fd\u4f53\uff0c\u800c Agent AI \u901a\u8fc7\u591a\u6a21\u6001\u611f\u77e5\u548c\u8de8\u73b0\u5b9e\u8bad\u7ec3\uff0c\u4f3c\u4e4e\u5728\u671d\u8fd9\u4e2a\u65b9\u5411\u524d\u8fdb\u3002\u4f5c\u4e3a\u4ea7\u54c1\u7ecf\u7406\uff0c\u8fd9\u610f\u5473\u7740\u53ef\u4ee5\u5173\u6ce8\u5982\u4f55\u9010\u6b65\u8d4b\u4e88\u4ea7\u54c1\u201c\u7c7b\u4eba\u201d\u8ba4\u77e5\u80fd\u529b\uff0c\u4f7f\u5176\u5728\u591a\u4e2a\u4efb\u52a1\u548c\u9886\u57df\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u867d\u7136\u77ed\u671f\u5185\u5b9e\u73b0 AGI \u4ecd\u5177\u6709\u6311\u6218\uff0c\u4f46\u53ef\u4ee5\u8003\u8651\u5c06 Agent AI \u7684\u90e8\u5206\u80fd\u529b\u5e94\u7528\u4e8e\u7279\u5b9a\u9886\u57df\u7684\u4ea7\u54c1\u4e2d\uff0c\u4ee5\u9010\u6b65\u79ef\u7d2f\u667a\u80fd\u5316\u7279\u6027\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u672a\u6765\u5047\u8bbe&gt;&gt;&gt;<\/strong><\/p>\n\n\n\n<p>Agent AI \u7cfb\u7edf\u5728\u6559\u80b2\u9886\u57df\u53ef\u4ee5\u5145\u5f53\u201c\u865a\u62df\u5bfc\u5e08\u201d\uff0c\u4ee5\u66f4\u63a5\u8fd1\u4eba\u7c7b\u7684\u65b9\u5f0f\u5f15\u5bfc\u5b66\u751f\u7684\u5b66\u4e60\u8fc7\u7a0b\u3002\u4f8b\u5982\uff0c\u865a\u62df\u6559\u80b2\u52a9\u624b\u53ef\u4ee5\u540c\u65f6\u7406\u89e3\u5b66\u751f\u7684\u8bed\u97f3\u56de\u7b54\u3001\u624b\u5199\u5185\u5bb9\u3001\u9762\u90e8\u8868\u60c5\u7b49\uff0c\u901a\u8fc7\u8fd9\u4e9b\u591a\u6a21\u6001\u8f93\u5165\u63a8\u65ad\u5b66\u751f\u662f\u5426\u7406\u89e3\u4e86\u67d0\u4e2a\u6982\u5ff5\u3002\u5f53\u53d1\u73b0\u5b66\u751f\u51fa\u73b0\u56f0\u60d1\u65f6\uff0c\u5b83\u53ef\u4ee5\u52a8\u6001\u8c03\u6574\u6559\u5b66\u65b9\u5f0f\uff0c\u6bd4\u5982\u901a\u8fc7\u66f4\u901a\u4fd7\u6613\u61c2\u7684\u6bd4\u55bb\uff0c\u6216\u8005\u63d0\u4f9b\u56fe\u5f62\u5316\u6f14\u793a\u6765\u5e2e\u52a9\u5b66\u751f\u7406\u89e3\u3002\u540c\u65f6\u5b83\u8fd8\u53ef\u4ee5\u81ea\u4e3b\u603b\u7ed3\u5b66\u751f\u7684\u5b66\u4e60\u8fdb\u5c55\uff0c\u4e3a\u8001\u5e08\u63d0\u4f9b\u8be6\u7ec6\u62a5\u544a\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"403\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-23.png\" alt=\"\" class=\"wp-image-3393\"\/><\/figure><\/div>\n\n\n<p><br><strong>\u4ea7\u54c1\u6539\u8fdb\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5177\u5907\u901a\u7528\u5b66\u4e60\u548c\u9002\u5e94\u80fd\u529b\u7684\u6559\u80b2\u52a9\u624b\u4e0d\u4ec5\u53ef\u4ee5\u8bc6\u522b\u5b66\u751f\u7684\u7406\u89e3\u7a0b\u5ea6\uff0c\u8fd8\u80fd\u56e0\u6750\u65bd\u6559\uff0c\u9002\u5e94\u4e0d\u540c\u5b66\u751f\u7684\u9700\u6c42\u3002<\/li>\n\n\n\n<li>\u5b9e\u73b0\u66f4\u81ea\u7136\u7684\u4ea4\u4e92\uff0c\u63d0\u5347\u6559\u80b2\u4ea7\u54c1\u7684\u667a\u80fd\u5316\u6c34\u5e73\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Part <strong>03 \u2014\u2014 \u76ee\u5f55\u53ca\u5f15\u8a00\u90e8\u5206<\/strong><\/h2>\n\n\n\n<p>\u8bba\u6587\u5f88\u957f\uff0c\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u81ea\u884c\u641c\u7d22\u67e5\u770b\uff0c\u672c\u7bc7\u80af\u5b9a\u6ca1\u6cd5\u4e00\u6b21\u6027\u7814\u4e60\u5b8c\uff0c\u800c\u4e14\u5b83\u7684\u56e2\u961f\u4efd\u91cf\u8fd9\u4e48\u91cd\uff0c\u6211\u51b3\u5b9a\u4ed4\u7ec6\u3001\u6df1\u5165\u3001\u6162\u6162\u5730\u8fdb\u884c\u9605\u8bfb\u548c\u601d\u8003\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"836\" height=\"659\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-21.png\" alt=\"\" class=\"wp-image-3394\"\/><\/figure><\/div>\n\n\n<p>\u8bba\u6587\u6709\u4ee5\u4e0b\u51e0\u4e2a\u90e8\u5206\uff1a<\/p>\n\n\n\n<ol>\n<li>\u5f15\u8a00\uff1a\u5305\u62ec\u7814\u7a76\u7684\u52a8\u673a\u3001\u80cc\u666f\u77e5\u8bc6\u548c\u8bba\u6587\u6982\u8ff0\uff0c\u5e2e\u52a9\u8bfb\u8005\u7406\u89e3\u7814\u7a76\u7684\u603b\u4f53\u6846\u67b6\u3002<\/li>\n\n\n\n<li>Agent AI \u96c6\u6210\uff1a\u8ba8\u8bba\u4e86 Agent AI \u7684\u6280\u672f\u96c6\u6210\u65b9\u5f0f\uff0c\u5305\u62ec\u5982\u4f55\u5229\u7528\u5927\u578b\u57fa\u7840\u6a21\u578b\uff08\u5982 LLMs \u548c VLMs\uff09\u4ee5\u53ca\u89e3\u51b3\u5e7b\u89c9\u3001\u504f\u89c1\u3001\u9690\u79c1\u548c\u53ef\u89e3\u91ca\u6027\u7b49\u95ee\u9898\uff0c\u63a2\u8ba8 Agent AI \u5728\u4e0d\u540c\u5e94\u7528\u573a\u666f\u4e2d\u7684\u6f5c\u529b\u3002<\/li>\n\n\n\n<li>Agent AI \u8303\u5f0f\uff1a\u91cd\u70b9\u63cf\u8ff0 Agent AI \u7684\u5de5\u4f5c\u539f\u7406\u548c\u6280\u672f\u67b6\u6784\uff0c\u5c24\u5176\u662f\u4e0e LLMs \u548c Transformers 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AI\uff09\u9886\u57df\u4e2d\u7684\u7406\u89e3\u3001\u751f\u6210\u3001\u7f16\u8f91\u53ca\u4ea4\u4e92\u8868\u73b0\u4ecd\u7136\u6709\u9650\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u672a\u89c1\u8fc7\u7684\u73af\u5883\u6216\u60c5\u5883\u65f6\u3002\u76f8\u5173\u7684\u5c40\u9650\u6027\u5bfc\u81f4AI\u4ee3\u7406\u7684\u8f93\u51fa\u6548\u679c\u4e0d\u7406\u60f3\u3002<\/p>\n\n\n\n<p>\u5f53\u524d\u4ee5Agent\u4e3a\u4e2d\u5fc3\u7684AI\u5efa\u6a21\u65b9\u6cd5\u4fa7\u91cd\u4e8e\u76f4\u63a5\u8bbf\u95ee\u548c\u660e\u786e\u5b9a\u4e49\u7684\u6570\u636e\uff08\u5982\u6587\u672c\u6216\u5b57\u7b26\u4e32\u8868\u793a\u7684\u4e16\u754c\u72b6\u6001\uff09\uff0c\u5e76\u901a\u5e38\u5229\u7528\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u4e2d\u5b66\u5230\u7684\u9886\u57df\u548c\u73af\u5883\u65e0\u5173\u7684\u6a21\u5f0f\u6765\u9884\u6d4b\u5404\u7c7b\u73af\u5883\u4e2d\u7684\u884c\u52a8\u8f93\u51fa\u3002\u5728Huang\u7b49\u4eba\u7684\u7814\u7a76\u4e2d\uff0c\u7ed3\u5408\u5927\u578b\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u77e5\u8bc6\u5f15\u5bfc\u7684\u534f\u540c\u4e0e\u4e92\u52a8\u573a\u666f\u751f\u6210\uff0c\u5c55\u793a\u51faLLM\u4ee3\u7406\u57282D\u4e0e3D\u573a\u666f\u7406\u89e3\u3001\u751f\u6210\u53ca\u7f16\u8f91\u4e2d\u7684\u6f5c\u529b\uff0c\u5e76\u589e\u5f3a\u4e86\u4eba\u673a\u4ea4\u4e92\u8868\u73b0\u3002\u901a\u8fc7\u6574\u5408\u4ee3\u7406AI\u6846\u67b6\uff0c\u5927\u578b\u57fa\u7840\u6a21\u578b\u5f97\u4ee5\u66f4\u52a0\u6df1\u5165\u5730\u7406\u89e3\u7528\u6237\u8f93\u5165\uff0c\u4ece\u800c\u5f62\u6210\u590d\u6742\u4e14\u9002\u5e94\u6027\u7684HCI\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>LLM\u548cVLM\u7684\u65b0\u5174\u80fd\u529b\u4f53\u73b0\u5728\u751f\u6210\u5f0fAI\u3001\u5177\u8eabAI\u3001\u77e5\u8bc6\u589e\u5f3a\u7684\u591a\u6a21\u6001\u5b66\u4e60\u3001\u6df7\u5408\u73b0\u5b9e\u751f\u6210\u3001\u6587\u672c\u5230\u89c6\u89c9\u7f16\u8f91\uff0c\u4ee5\u53ca\u6e38\u620f\u6216\u673a\u5668\u4eba\u4efb\u52a1\u4e2d\u76842D\/3D\u6a21\u62df\u7b49\u9886\u57df\u3002Agent AI\u7684\u8fdb\u5c55\u4e3a\u5728\u590d\u6742\u73af\u5883\u4e2d\u7684\u89c4\u5212\u3001\u95ee\u9898\u89e3\u51b3\u548c\u5b66\u4e60\u7b49\u901a\u7528\u5177\u8eab\u7cfb\u7edf\u5e26\u6765\u65b0\u53ef\u80fd\u3002Agent AI\u7684\u7814\u7a76\u8fdb\u4e00\u6b65\u63a8\u8fdb\u4e86\u5143\u5b87\u5b99\u7684\u53d1\u5c55\uff0c\u4ea6\u4e3aAGI\u7684\u65e9\u671f\u7248\u672c\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"648\" data-id=\"3395\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-24.png\" alt=\"\" class=\"wp-image-3395\"\/><figcaption class=\"wp-element-caption\">\u7528\u4e8e 2D\/3D \u8de8\u73b0\u5b9e\u4e2d\u5177\u8eab\u751f\u6210\u548c\u7f16\u8f91\u4ea4\u4e92\u7684\u591a\u6a21\u578b\u4ee3\u7406 AI<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Part <strong>04 \u2014\u2014 <\/strong>\u65e0\u9650 Agent AI<\/strong><\/h2>\n\n\n\n<p>AI\u4ee3\u7406\u5177\u5907\u57fa\u4e8e\u8bad\u7ec3\u548c\u8f93\u5165\u6570\u636e\u8fdb\u884c\u89e3\u91ca\u3001\u9884\u6d4b\u53ca\u54cd\u5e94\u7684\u80fd\u529b\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u80fd\u529b\u4e0d\u65ad\u63d0\u5347\uff0c\u4f46\u5176\u6548\u679c\u4ecd\u53d7\u9650\u4e8e\u57fa\u7840\u8bad\u7ec3\u6570\u636e\u3002AI\u4ee3\u7406\u7cfb\u7edf\u4e00\u822c\u5177\u5907\u4ee5\u4e0b\u80fd\u529b\uff1a<\/p>\n\n\n\n<p><strong>\u9884\u6d4b\u5efa\u6a21\uff1a<\/strong>\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u548c\u8d8b\u52bf\u9884\u6d4b\u53ef\u80fd\u7684\u7ed3\u679c\u6216\u4e0b\u4e00\u6b65\u64cd\u4f5c\uff0c\u4f8b\u5982\u7eed\u5199\u6587\u672c\u3001\u56de\u7b54\u95ee\u9898\u3001\u673a\u5668\u4eba\u64cd\u4f5c\u6216\u573a\u666f\u51b3\u7b56\u3002<\/p>\n\n\n\n<p><strong>\u51b3\u7b56\u5236\u5b9a\uff1a<\/strong>\u5728\u67d0\u4e9b\u5e94\u7528\u4e2d\uff0cAI\u4ee3\u7406\u80fd\u6839\u636e\u63a8\u65ad\u8fdb\u884c\u51b3\u7b56\uff0c\u901a\u5e38\u4ee5\u8fbe\u6210\u6307\u5b9a\u76ee\u6807\u4e3a\u4f9d\u636e\u3002\u5982\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u4ee3\u7406\u53ef\u6839\u636e\u7528\u6237\u504f\u597d\u63a8\u8350\u4ea7\u54c1\u6216\u5185\u5bb9\u3002<\/p>\n\n\n\n<p><strong>\u5904\u7406\u6a21\u7cca\u6027\uff1a<\/strong>AI\u4ee3\u7406\u901a\u5e38\u80fd\u901a\u8fc7\u63a8\u65ad\u6700\u53ef\u80fd\u7684\u89e3\u91ca\u6765\u5904\u7406\u6a21\u7cca\u8f93\u5165\uff0c\u4f46\u5176\u80fd\u529b\u53d7\u5230\u8bad\u7ec3\u6570\u636e\u8303\u56f4\u548c\u7b97\u6cd5\u7684\u9650\u5236\u3002<\/p>\n\n\n\n<p><strong>\u6301\u7eed\u6539\u8fdb\uff1a<\/strong>\u5c3d\u7ba1\u4e00\u4e9bAI\u4ee3\u7406\u53ef\u4ee5\u4ece\u65b0\u6570\u636e\u548c\u4ea4\u4e92\u4e2d\u5b66\u4e60\uff0c\u4f46\u591a\u6570\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e0d\u4f1a\u5728\u8bad\u7ec3\u5b8c\u6210\u540e\u6301\u7eed\u66f4\u65b0\u77e5\u8bc6\u5e93\u6216\u5185\u90e8\u8868\u793a\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u63d0\u51fa\u4e86\u7528\u4e8e\u591a\u6a21\u6001\u548c\u8de8\u73b0\u5b9e\u65e0\u5173\u6574\u5408\u7684\u589e\u5f3a\u578b\u4ea4\u4e92\u4ee3\u7406\uff0c\u5e76\u5c55\u793a\u4e86\u5176\u65b0\u5174\u673a\u5236\u3002AI\u4ee3\u7406\u5728\u6bcf\u9879\u65b0\u4efb\u52a1\u4e2d\u90fd\u9700\u6536\u96c6\u5927\u91cf\u8bad\u7ec3\u6570\u636e\uff0c\u8fd9\u5728\u8bb8\u591a\u9886\u57df\u4e2d\u6210\u672c\u8f83\u9ad8\u6216\u4e0d\u53ef\u884c\u3002\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u201c\u65e0\u9650\u4ee3\u7406\u201d\uff0c\u901a\u8fc7\u4ece\u901a\u7528\u57fa\u7840\u6a21\u578b\uff08\u5982GPT-X, DALL-E\uff09\u4e2d\u8fc1\u79fb\u8bb0\u5fc6\u4fe1\u606f\uff0c\u4ece\u800c\u5b9e\u73b0\u65b0\u9886\u57df\u6216\u60c5\u5883\u4e2d\u7684\u573a\u666f\u7406\u89e3\u3001\u751f\u6210\u4e0e\u4ea4\u4e92\u7f16\u8f91\u3002<\/p>\n\n\n\n<p>\u5728\u673a\u5668\u4eba\u9886\u57df\uff0c\u8fd9\u7c7b\u65e0\u9650\u4ee3\u7406\u7684\u5e94\u7528\u5305\u62ecRoboGen\u3002\u8be5\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u6761\u81ea\u4e3b\u5faa\u73af\u7684\u4efb\u52a1\u751f\u6210\u3001\u73af\u5883\u751f\u6210\u53ca\u6280\u80fd\u5b66\u4e60\u6d41\u7a0b\uff0c\u4ee5\u6b64\u5c06\u5927\u578b\u6a21\u578b\u4e2d\u7684\u5d4c\u5165\u77e5\u8bc6\u8fc1\u79fb\u81f3\u673a\u5668\u4eba\u9886\u57df\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\">\n<p>RoboGen\u2122&nbsp;\u662f\u4e00\u4e2a\u5f00\u6e90\u5e73\u53f0\uff0c\u7528\u4e8e\u673a\u5668\u4eba\u8eab\u4f53\u548c\u5927\u8111\u7684\u5171\u540c\u8fdb\u5316\u3002\u5b83\u7684\u8bbe\u8ba1\u4e3b\u8981\u4fa7\u91cd\u4e8e\u4e0d\u65ad\u53d1\u5c55\u7684\u673a\u5668\u4eba\uff0c\u8fd9\u4e9b\u673a\u5668\u4eba\u53ef\u4ee5\u901a\u8fc7 3D \u6253\u5370\u548c\u4f7f\u7528\u4e00\u5c0f\u7ec4\u4f4e\u6210\u672c\u7684\u73b0\u6210\u7535\u5b50\u5143\u4ef6\u8f7b\u677e\u5236\u9020\u3002\u5b83\u5177\u6709\u4e00\u4e2a\u8fdb\u5316\u5f15\u64ce\u548c\u4e00\u4e2a\u7269\u7406\u6a21\u62df\u5f15\u64ce\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u5305\u62ec\u7528\u4e8e\u751f\u6210\u7528\u4e8e 3D \u6253\u5370\u673a\u7684\u4eba\u4f53\u7ec4\u4ef6\u8bbe\u8ba1\u6587\u4ef6\u7684\u5b9e\u7528\u7a0b\u5e8f\uff0c\u4ee5\u53ca\u7528\u4e8e\u7f16\u8bd1\u795e\u7ecf\u7f51\u7edc\u63a7\u5236\u5668\u4ee5\u5728 Arduino \u5fae\u63a7\u5236\u5668\u677f\u4e0a\u8fd0\u884c\u7684\u5b9e\u7528\u7a0b\u5e8f\u3002<\/p>\n<\/blockquote>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"495\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-27.png\" alt=\"\" class=\"wp-image-3397\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">Part <strong>05 \u2014\u2014 \u5927\u6a21\u578b\u9a71\u52a8\u7684Agent AI<\/strong><\/h2>\n\n\n\n<p>\u8fd1\u671f\u7684\u7814\u7a76\u8868\u660e\uff0c\u5927\u578b\u57fa\u7840\u6a21\u578b\u5728\u751f\u6210\u6570\u636e\u65b9\u9762\u8d77\u5230\u4e86\u5173\u952e\u4f5c\u7528\uff0c\u80fd\u591f\u4f5c\u4e3a\u57fa\u51c6\u6570\u636e\u5e2e\u52a9\u4ee3\u7406\u5728\u73af\u5883\u7ea6\u675f\u4e0b\u786e\u5b9a\u884c\u52a8\u3002\u6bd4\u5982\uff0c\u5728\u673a\u5668\u4eba\u64cd\u4f5c\u548c\u5bfc\u822a\u9886\u57df\u4e2d\u5e94\u7528\u57fa\u7840\u6a21\u578b\u3002\u4f8b\u5982\uff0cBlack\u7b49\u4eba\u5229\u7528\u56fe\u50cf\u7f16\u8f91\u6a21\u578b\u4f5c\u4e3a\u9ad8\u5c42\u6b21\u7684\u89c4\u5212\u5668\uff0c\u751f\u6210\u672a\u6765\u7684\u5b50\u76ee\u6807\u56fe\u50cf\u4ee5\u6307\u5bfc\u5e95\u5c42\u7b56\u7565\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-3 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"904\" height=\"490\" data-id=\"3398\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-28.png\" alt=\"\" class=\"wp-image-3398\"\/><figcaption class=\"wp-element-caption\">\uff08SuSIE\uff09\u5229\u7528\u9884\u5148\u8bad\u7ec3\u7684\u56fe\u50cf\u7f16\u8f91\u6a21\u578b\uff0c\u6839\u636e\u8bed\u8a00\u547d\u4ee4\u751f\u6210\u672a\u6765\u7684\u5b50\u76ee\u6807\u3002\u7136\u540e\uff0c\u4f4e\u7ea7\u76ee\u6807\u8fbe\u6210\u7b56\u7565\u4f1a\u6267\u884c\u5b9e\u73b0\u6bcf\u4e2a\u5b50\u76ee\u6807\u6240\u9700\u7684\u64cd\u4f5c\u3002\u4ea4\u66ff\u8fd9\u4e2a\u5faa\u73af\u4f7f\u6211\u4eec\u80fd\u591f\u89e3\u51b3\u4efb\u52a1\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-5 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1077\" height=\"519\" data-id=\"3399\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-26.png\" alt=\"\" class=\"wp-image-3399\"\/><figcaption class=\"wp-element-caption\">\uff08\u5b9e\u9a8c\u8bbe\u7f6e\uff09\uff08L\uff09 \u5728 3 \u4e2a\u771f\u5b9e\u573a\u666f\u4e2d\u7684 9 \u9879\u4efb\u52a1\u4e0a\u8bc4\u4f30\u4e86\u6211\u4eec\u7684\u65b9\u6cd5\u3002\u5728\u8bed\u4e49\u6cdb\u5316\u65b9\u9762\uff0c\u7531\u4e8e\u4e0e\u673a\u5668\u4eba\u8bad\u7ec3\u6570\u636e\u7684\u89c6\u89c9\u5dee\u5f02\u8d8a\u6765\u8d8a\u5927\uff0c\u4ee5\u53ca\u53ef\u89c1\u548c\u4e0d\u53ef\u89c1\u7684\u7269\u4f53\u8d8a\u6765\u8d8a\u6df7\u6dc6\uff0c\u573a\u666f\u53d8\u5f97\u8d8a\u6765\u8d8a\u56f0\u96be\u3002\uff08R\uff09 \u5728\u6a21\u62df\u4e2d\uff0c\u5728 CALVIN \u57fa\u51c6\u7684\u96f6\u955c\u5934\u8bbe\u7f6e\u4e2d\u8bc4\u4f30\u6211\u4eec\u7684\u65b9\u6cd5\uff0c\u5176\u4e2d\u5305\u62ec\u5728 3 \u4e2a\u73af\u5883\uff08A\u3001B \u548c C\uff09\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u5728\u7b2c 4 \u4e2a\u73af\u5883 \uff08D\uff09 \u4e0a\u8fdb\u884c\u6d4b\u8bd5\u3002\u73af\u5883\u5728\u684c\u5b50\u7684\u8d28\u5730\u3001\u5bb6\u5177\u5143\u7d20\u7684\u4f4d\u7f6e\u548c\u5404\u79cd\u5f69\u8272\u5757\u7684\u53ef\u80fd\u914d\u7f6e\u65b9\u9762\u6709\u6240\u4e0d\u540c\u3002\u6bcf\u4e2a\u73af\u5883\u90fd\u9644\u5e26 34 \u4e2a\u8bed\u8a00\u6307\u5b9a\u7684\u4efb\u52a1\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u5728\u673a\u5668\u4eba\u5bfc\u822a\u4e2d\uff0cShah\u7b49\u4eba\u63d0\u51fa\u4e86\u4e00\u79cd\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u4f7f\u7528LLM\u8bc6\u522b\u6587\u672c\u4e2d\u7684\u5730\u6807\uff0c\u5e76\u901a\u8fc7VLM\u5c06\u8fd9\u4e9b\u5730\u6807\u4e0e\u89c6\u89c9\u8f93\u5165\u5173\u8054\uff0c\u4ece\u800c\u63d0\u5347\u81ea\u7136\u8bed\u8a00\u5bfc\u822a\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-7 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1040\" height=\"316\" data-id=\"3401\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-30.png\" alt=\"\" class=\"wp-image-3401\"\/><figcaption class=\"wp-element-caption\">\u4f7f\u7528 LM-Nav \u8fdb\u884c\u5177\u4f53\u6307\u4ee4\u8ddf\u8e2a\uff1a\u6211\u4eec\u7684\u7cfb\u7edf\u5c06\u6765\u81ea\u76ee\u6807\u73af\u5883\u7684\u4e00\u7ec4\u539f\u59cb\u89c2\u5bdf\u7ed3\u679c\u548c\u81ea\u7531\u683c\u5f0f\u7684\u6587\u672c\u6307\u4ee4\uff08\u5de6\uff09\u4f5c\u4e3a\u8f93\u5165\uff0c\u4f7f\u7528\u4e09\u4e2a\u9884\u5148\u8bad\u7ec3\u7684\u6a21\u578b\u5f97\u51fa\u4e00\u4e2a\u53ef\u884c\u7684\u8ba1\u5212\uff1a\u4e00\u4e2a\u7528\u4e8e\u63d0\u53d6\u5730\u6807\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4e00\u4e2a\u7528\u4e8e\u63a5\u5730\u7684\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u578b \uff08VLM\uff09 \u548c\u4e00\u4e2a\u89c6\u89c9\u5bfc\u822a\u6a21\u578b \uff08VNM\uff09\uff09 \u6267\u884c\u3002\u8fd9\u4f7f\u5f97 LM-Nav \u80fd\u591f\u5728\u590d\u6742\u73af\u5883\u4e2d\u5b8c\u5168\u901a\u8fc7\u89c6\u89c9\u89c2\u5bdf\uff08\u53f3\uff09\u6765\u9075\u5faa\u6587\u672c\u6307\u4ee4\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u5fae\u8c03\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-9 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1040\" height=\"394\" data-id=\"3402\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-25-2.png\" alt=\"\" class=\"wp-image-3402\"\/><figcaption class=\"wp-element-caption\">\u7cfb\u7edf\u6982\u8ff0\uff1a\uff08a\uff09 VNM 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class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"497\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-29.png\" alt=\"\" class=\"wp-image-3403\"\/><\/figure><\/div>\n\n\n<p>\u5728\u591a\u6a21\u6001\u4ee3\u7406\u7cfb\u7edf\u4e2d\uff0cVLM\u4e5f\u88ab\u53d1\u73b0\u4f1a\u4ea7\u751f\u5e7b\u89c9\u3002\u89c6\u89c9\u751f\u6210\u7684\u5e7b\u89c9\u901a\u5e38\u662f\u7531\u4e8e\u8fc7\u5ea6\u4f9d\u8d56\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u7269\u4f53\u548c\u89c6\u89c9\u7ebf\u7d22\u7684\u5171\u73b0\u5173\u7cfb\u3002\u7279\u522b\u662f\u4f9d\u8d56\u9884\u8bad\u7ec3LLM\u6216VLM\u4e14\u7f3a\u4e4f\u7279\u5b9a\u73af\u5883\u5fae\u8c03\u7684AI\u4ee3\u7406\uff0c\u7531\u4e8e\u4f9d\u8d56\u4e8e\u6a21\u578b\u7684\u5185\u90e8\u77e5\u8bc6\u5e93\u751f\u6210\u884c\u52a8\uff0c\u6613\u53d7\u5e7b\u89c9\u5f71\u54cd\uff0c\u65e0\u6cd5\u51c6\u786e\u7406\u89e3\u5176\u6240\u5728\u73af\u5883\u7684\u52a8\u6001\u53d8\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-11 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"447\" data-id=\"3404\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-31.png\" alt=\"\" class=\"wp-image-3404\"\/><figcaption class=\"wp-element-caption\">\u89c6\u89c9\u7b54\u9898\u4e2d\u5e7b\u89c9\u7684\u4f8b\u5b50<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u504f\u89c1\u4e0e\u5305\u5bb9\u6027<\/strong><\/p>\n\n\n\n<p>\u57fa\u4e8eLLM\u6216LMM\uff08\u5927\u578b\u591a\u6a21\u6001\u6a21\u578b\uff09\u7684AI\u4ee3\u7406\u56e0\u5176\u8bbe\u8ba1\u548c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u4e00\u4e9b\u56e0\u7d20\u800c\u5b58\u5728\u504f\u89c1\u3002\u5728\u8bbe\u8ba1\u8fd9\u4e9bAI\u4ee3\u7406\u65f6\uff0c\u5fc5\u987b\u5173\u6ce8\u5305\u5bb9\u6027\uff0c\u5c0a\u91cd\u6240\u6709\u7ec8\u7aef\u7528\u6237\u548c\u5229\u76ca\u76f8\u5173\u8005\u7684\u9700\u6c42\u3002\u5305\u5bb9\u6027\u5728AI\u4ee3\u7406\u7684\u8bed\u5883\u4e2d\u6307\u7684\u662f\uff0c\u901a\u8fc7\u7279\u5b9a\u7684\u539f\u5219\u548c\u63aa\u65bd\u786e\u4fdd\u4ee3\u7406\u7684\u56de\u5e94\u548c\u4e92\u52a8\u662f\u5305\u5bb9\u7684\u3001\u5c0a\u91cd\u7684\uff0c\u4e14\u5bf9\u6765\u81ea\u4e0d\u540c\u80cc\u666f\u7684\u7528\u6237\u654f\u611f\u3002\u4ee5\u4e0b\u5217\u51fa\u4ee3\u7406\u504f\u89c1\u548c\u5305\u5bb9\u6027\u7684\u5173\u952e\u65b9\u9762\u3002<\/p>\n\n\n\n<p><strong>\u8bad\u7ec3\u6570\u636e\uff1a<\/strong>\u57fa\u7840\u6a21\u578b\u4f7f\u7528\u5927\u91cf\u4ece\u4e92\u8054\u7f51\u4e0a\u6536\u96c6\u7684\u6587\u672c\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u5305\u62ec\u4e66\u7c4d\u3001\u6587\u7ae0\u3001\u7f51\u7ad9\u7b49\u3002\u8fd9\u4e9b\u6570\u636e\u5f80\u5f80\u53cd\u6620\u4e86\u4eba\u7c7b\u793e\u4f1a\u7684\u504f\u89c1\uff0c\u6a21\u578b\u53ef\u80fd\u65e0\u610f\u95f4\u5b66\u4e60\u5e76\u91cd\u73b0\u8fd9\u4e9b\u504f\u89c1\uff0c\u6d89\u53ca\u79cd\u65cf\u3001\u6027\u522b\u3001\u6c11\u65cf\u3001\u5b97\u6559\u7b49\u65b9\u9762\u7684\u523b\u677f\u5370\u8c61\u548c\u504f\u89c1\u3002\u5c24\u5176\u662f\u6a21\u578b\u4e3b\u8981\u4f7f\u7528\u7f51\u7edc\u6570\u636e\u5e76\u4ee5\u82f1\u8bed\u6587\u672c\u4e3a\u4e3b\uff0c\u5bb9\u6613\u5b66\u4e60\u5230\u897f\u65b9\u53d1\u8fbe\u56fd\u5bb6\u7684\u6587\u5316\u89c4\u8303\u3002<\/p>\n\n\n\n<p><strong>\u5386\u53f2\u4e0e\u6587\u5316\u504f\u89c1\uff1a<\/strong>\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u6765\u81ea\u591a\u6837\u5316\u7684\u5185\u5bb9\u6765\u6e90\uff0c\u5f80\u5f80\u5305\u542b\u5386\u53f2\u6587\u672c\u6216\u4e0d\u540c\u6587\u5316\u7684\u8d44\u6599\u3002\u7279\u522b\u662f\u5386\u53f2\u6570\u636e\u4e2d\u53ef\u80fd\u5305\u542b\u5177\u6709\u5192\u72af\u6027\u7684\u7528\u8bed\uff0c\u53cd\u6620\u4e86\u5f53\u65f6\u7684\u793e\u4f1a\u6587\u5316\u89c4\u8303\u3001\u6001\u5ea6\u548c\u504f\u89c1\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5ef6\u7eed\u8fc7\u65f6\u7684\u523b\u677f\u5370\u8c61\u6216\u96be\u4ee5\u7406\u89e3\u5f53\u4ee3\u6587\u5316\u53d8\u5316\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u8a00\u4e0e\u8bed\u5883\u5c40\u9650\u6027\uff1a<\/strong>\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u96be\u4ee5\u51c6\u786e\u7406\u89e3\u8bed\u8a00\u7684\u7ec6\u5fae\u5dee\u522b\uff0c\u6bd4\u5982\u8bbd\u523a\u3001\u5e7d\u9ed8\u6216\u6587\u5316\u53c2\u8003\uff0c\u53ef\u80fd\u5bfc\u81f4\u8bef\u89e3\u6216\u504f\u89c1\u7684\u56de\u7b54\u3002\u6b64\u5916\uff0c\u7eaf\u6587\u672c\u6570\u636e\u96be\u4ee5\u6355\u6349\u53e3\u8bed\u7684\u6240\u6709\u7ec6\u8282\uff0c\u5bfc\u81f4\u4eba\u4e0e\u6a21\u578b\u7684\u7406\u89e3\u5dee\u5f02\u3002<\/p>\n\n\n\n<p><strong>\u653f\u7b56\u4e0e\u51c6\u5219\uff1a<\/strong>AI\u4ee3\u7406\u9075\u5faa\u4e25\u683c\u7684\u653f\u7b56\u548c\u51c6\u5219\uff0c\u786e\u4fdd\u516c\u5e73\u4e0e\u5305\u5bb9\u3002\u4f8b\u5982\u5728\u56fe\u50cf\u751f\u6210\u4e2d\uff0c\u6709\u89c4\u5219\u8981\u6c42\u907f\u514d\u4e0e\u79cd\u65cf\u3001\u6027\u522b\u7b49\u76f8\u5173\u7684\u523b\u677f\u5370\u8c61\u3002<\/p>\n\n\n\n<p><strong>\u8fc7\u5ea6\u6982\u62ec\uff1a<\/strong>\u6a21\u578b\u57fa\u4e8e\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u751f\u6210\u56de\u7b54\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u8fc7\u5ea6\u6982\u62ec\uff0c\u4f8b\u5982\u51fa\u73b0\u523b\u677f\u5370\u8c61\u6216\u5bf9\u67d0\u4e9b\u7fa4\u4f53\u7684\u5e7f\u6cdb\u5047\u8bbe\u3002<\/p>\n\n\n\n<p><strong>\u6301\u7eed\u76d1\u6d4b\u4e0e\u66f4\u65b0\uff1a<\/strong>AI\u7cfb\u7edf\u88ab\u6301\u7eed\u76d1\u63a7\u4e0e\u66f4\u65b0\uff0c\u4ee5\u89e3\u51b3\u504f\u89c1\u6216\u5305\u5bb9\u6027\u95ee\u9898\u3002\u7528\u6237\u53cd\u9988\u548cAI\u4f26\u7406\u7814\u7a76\u5728\u5176\u4e2d\u8d77\u5230\u5173\u952e\u4f5c\u7528\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u6d41\u89c2\u70b9\u7684\u653e\u5927\uff1a<\/strong>\u7531\u4e8e\u8bad\u7ec3\u6570\u636e\u4e2d\u5f80\u5f80\u5305\u542b\u66f4\u591a\u4e3b\u6d41\u6587\u5316\u6216\u7fa4\u4f53\u7684\u5185\u5bb9\uff0c\u6a21\u578b\u53ef\u80fd\u66f4\u504f\u5411\u8fd9\u4e9b\u89c6\u89d2\uff0c\u800c\u4f4e\u4f30\u6216\u8bef\u89e3\u5c11\u6570\u7fa4\u4f53\u7684\u89c2\u70b9\u3002<\/p>\n\n\n\n<p><strong>\u4f26\u7406\u4e0e\u5305\u5bb9\u6027\u8bbe\u8ba1\uff1a<\/strong>AI\u5de5\u5177\u7684\u8bbe\u8ba1\u5e94\u5c06\u4f26\u7406\u548c\u5305\u5bb9\u6027\u4f5c\u4e3a\u6838\u5fc3\u539f\u5219\uff0c\u5305\u62ec\u5c0a\u91cd\u6587\u5316\u5dee\u5f02\u3001\u4fc3\u8fdb\u591a\u6837\u6027\uff0c\u786e\u4fdd\u4e0d\u5ef6\u7eed\u6709\u5bb3\u7684\u523b\u677f\u5370\u8c61\u3002<strong>\u7528\u6237\u6307\u5357\uff1a<\/strong>\u7528\u6237\u4e5f\u88ab\u5f15\u5bfc\u4ee5\u5305\u5bb9\u3001\u5c0a\u91cd\u7684\u65b9\u5f0f\u4e0eAI\u4e92\u52a8\uff0c\u907f\u514d\u5f15\u53d1\u504f\u89c1\u6216\u4e0d\u5f53\u5185\u5bb9\u751f\u6210\u3002\u6b64\u5916\uff0c\u8fd9\u6709\u52a9\u4e8e\u907f\u514d\u6a21\u578b\u4ece\u7528\u6237\u4e92\u52a8\u4e2d\u5b66\u4e60\u5230\u6709\u5bb3\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u91c7\u53d6\u4e86\u8fd9\u4e9b\u63aa\u65bd\uff0cAI\u4ee3\u7406\u4ecd\u7136\u4f1a\u8868\u73b0\u51fa\u504f\u89c1\u3002\u4ee3\u7406AI\u7814\u7a76\u548c\u5f00\u53d1\u4e2d\u7684\u6301\u7eed\u52aa\u529b\u65e8\u5728\u8fdb\u4e00\u6b65\u51cf\u5c11\u8fd9\u4e9b\u504f\u89c1\uff0c\u5e76\u589e\u5f3aAI\u7cfb\u7edf\u7684\u5305\u5bb9\u6027\u548c\u516c\u5e73\u6027\u3002\u4ee5\u4e0b\u662f\u51cf\u5c11\u504f\u89c1\u7684\u63aa\u65bd\uff1a<\/p>\n\n\n\n<p><strong>\u591a\u5143\u5316\u548c\u5305\u5bb9\u6027\u7684\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\u52aa\u529b\u7eb3\u5165\u66f4\u5177\u591a\u6837\u6027\u548c\u5305\u5bb9\u6027\u7684\u8bad\u7ec3\u6570\u636e\u6765\u6e90\u3002<\/p>\n\n\n\n<p><strong>\u504f\u89c1\u68c0\u6d4b\u4e0e\u7ea0\u6b63<\/strong>\uff1a\u6301\u7eed\u7814\u7a76\u504f\u89c1\u7684\u68c0\u6d4b\u4e0e\u7ea0\u6b63\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><strong>\u4f26\u7406\u51c6\u5219\u4e0e\u653f\u7b56<\/strong>\uff1a\u6a21\u578b\u9075\u5faa\u8bbe\u8ba1\u7528\u6765\u51cf\u5c11\u504f\u89c1\u3001\u786e\u4fdd\u4e92\u52a8\u5c0a\u91cd\u4e0e\u5305\u5bb9\u7684\u4f26\u7406\u51c6\u5219\u548c\u653f\u7b56\u3002<\/p>\n\n\n\n<p><strong>\u591a\u6837\u5316\u5448\u73b0<\/strong>\uff1a\u786e\u4fddAI\u4ee3\u7406\u751f\u6210\u7684\u5185\u5bb9\u80fd\u591f\u4ee3\u8868\u591a\u79cd\u4eba\u7c7b\u7ecf\u9a8c\u3001\u6587\u5316\u3001\u79cd\u65cf\u548c\u8eab\u4efd\uff0c\u7279\u522b\u662f\u5728\u56fe\u50cf\u751f\u6210\u6216\u53d9\u4e8b\u6784\u5efa\u4e2d\u3002<\/p>\n\n\n\n<p><strong>\u504f\u89c1\u51cf\u7f13<\/strong>\uff1a\u79ef\u6781\u51cf\u5c11AI\u56de\u5e94\u4e2d\u7684\u504f\u89c1\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u79cd\u65cf\u3001\u6027\u522b\u3001\u5e74\u9f84\u3001\u6b8b\u75be\u3001\u6027\u53d6\u5411\u7b49\u4e2a\u4eba\u7279\u5f81\u7684\u504f\u89c1\uff0c\u76ee\u6807\u662f\u63d0\u4f9b\u516c\u5e73\u3001\u4e0d\u5e26\u504f\u89c1\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n<p><strong>\u6587\u5316\u654f\u611f\u6027<\/strong>\uff1aAI\u88ab\u8bbe\u8ba1\u4e3a\u5177\u6709\u6587\u5316\u654f\u611f\u6027\uff0c\u80fd\u591f\u8bc6\u522b\u5e76\u5c0a\u91cd\u4e0d\u540c\u6587\u5316\u7684\u89c4\u8303\u3001\u4e60\u4fd7\u548c\u4ef7\u503c\u89c2\u3002<\/p>\n\n\n\n<p><strong>\u65e0\u969c\u788d\u8bbe\u8ba1<\/strong>\uff1a\u786e\u4fddAI\u4ee3\u7406\u5bf9\u4e0d\u540c\u80fd\u529b\u7684\u7528\u6237\u53ef\u7528\uff0c\u5305\u62ec\u89c6\u529b\u3001\u542c\u529b\u3001\u8fd0\u52a8\u6216\u8ba4\u77e5\u969c\u788d\u7528\u6237\u7684\u53ef\u8bbf\u95ee\u529f\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u8a00\u5305\u5bb9\u6027<\/strong>\uff1a\u652f\u6301\u591a\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\uff0c\u9002\u5e94\u5168\u7403\u7528\u6237\uff0c\u5e76\u5c0a\u91cd\u8bed\u8a00\u4e2d\u7684\u5fae\u5999\u5dee\u5f02\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-13 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"523\" data-id=\"3405\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-33.png\" alt=\"\" class=\"wp-image-3405\"\/><figcaption class=\"wp-element-caption\">DADA(Dialect Adaptation via DynamicAggregation)\uff0c\u4e00\u79cd\u6a21\u5757\u5316\u65b9\u6cd5\uff0c\u901a\u8fc7\u7ec4\u5408\u5904\u7406\u7279\u5b9a\u8bed\u8a00\u7279\u5f81\u7684\u9002\u914d\u5668\uff0c\u4f7fSAE\u8bad\u7ec3\u7684\u6a21\u578b\u5177\u6709\u591a\u65b9\u8a00\u7684\u9c81\u68d2\u6027\u3002DADA\u7684\u7ec4\u5408\u67b6\u6784\u65e2\u5141\u8bb8\u9488\u5bf9\u7279\u5b9a\u65b9\u8a00\u53d8\u4f53\u8fdb\u884c\u6709\u9488\u5bf9\u6027\u7684\u9002\u5e94\uff0c\u53c8\u5141\u8bb8\u540c\u65f6\u9002\u5e94\u5404\u79cd\u65b9\u8a00\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u4f26\u7406\u4e14\u5c0a\u91cd\u7684\u4e92\u52a8<\/strong>\uff1a\u4ee3\u7406\u88ab\u7f16\u7a0b\u4ee5\u4f26\u7406\u4e14\u5c0a\u91cd\u5730\u4e0e\u6240\u6709\u7528\u6237\u4e92\u52a8\uff0c\u907f\u514d\u751f\u6210\u53ef\u80fd\u88ab\u89c6\u4e3a\u5192\u72af\u3001\u6709\u5bb3\u6216\u4e0d\u5c0a\u91cd\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n<p><strong>\u7528\u6237\u53cd\u9988\u4e0e\u9002\u5e94<\/strong>\uff1a\u901a\u8fc7\u7528\u6237\u53cd\u9988\u4e0d\u65ad\u6539\u8fdbAI\u4ee3\u7406\u7684\u5305\u5bb9\u6027\u4e0e\u6709\u6548\u6027\uff0c\u5305\u62ec\u4ece\u4e92\u52a8\u4e2d\u5b66\u4e60\u4ee5\u66f4\u597d\u5730\u670d\u52a1\u591a\u5143\u7528\u6237\u7fa4\u4f53\u3002<\/p>\n\n\n\n<p><strong>\u7b26\u5408\u5305\u5bb9\u6027\u51c6\u5219<\/strong>\uff1a\u9075\u5faa\u7531\u884c\u4e1a\u3001\u4f26\u7406\u59d4\u5458\u4f1a\u6216\u76d1\u7ba1\u673a\u6784\u8bbe\u7acb\u7684\u5305\u5bb9\u6027\u51c6\u5219\u548c\u6807\u51c6\u3002\u5c3d\u7ba1\u6709\u8fd9\u4e9b\u63aa\u65bd\uff0c\u4ecd\u9700\u8ba4\u8bc6\u5230\u54cd\u5e94\u4e2d\u53ef\u80fd\u5b58\u5728\u504f\u89c1\uff0c\u5e76\u4ee5\u6279\u5224\u6027\u601d\u7ef4\u8fdb\u884c\u89e3\u91ca\u3002AI\u4ee3\u7406\u6280\u672f\u548c\u4f26\u7406\u5b9e\u8df5\u7684\u6301\u7eed\u6539\u8fdb\uff0c\u65e8\u5728\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u51cf\u5c11\u8fd9\u4e9b\u504f\u89c1\u3002\u4ee3\u7406AI\u7684\u5305\u5bb9\u6027\u76ee\u6807\u4e4b\u4e00\uff0c\u662f\u521b\u5efa\u4e00\u4e2a\u5c0a\u91cd\u5e76\u9002\u5408\u6240\u6709\u7528\u6237\u7684\u7cfb\u7edf\uff0c\u4e0d\u8bba\u5176\u80cc\u666f\u6216\u8eab\u4efd\u5982\u4f55\u3002<\/p>\n\n\n\n<p><strong>\u6570\u636e\u9690\u79c1\u548c\u4f7f\u7528<\/strong><\/p>\n\n\n\n<p>AI\u4ee3\u7406\u7684\u4e00\u4e2a\u5173\u952e\u4f26\u7406\u95ee\u9898\u5728\u4e8e\u7406\u89e3\u8fd9\u4e9b\u7cfb\u7edf\u5982\u4f55\u5904\u7406\u3001\u5b58\u50a8\u548c\u6f5c\u5728\u5730\u68c0\u7d22\u7528\u6237\u6570\u636e\u3002\u8be5\u8bba\u6587\u4ece\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u8fdb\u884c\u4e86\u5c55\u5f00\uff1a<\/p>\n\n\n\n<p><strong>\u6570\u636e\u6536\u96c6\u3001\u4f7f\u7528\u4e0e\u76ee\u7684\uff1a<\/strong>\u5728\u63d0\u5347\u6a21\u578b\u6027\u80fd\u65f6\uff0c\u5f00\u53d1\u4eba\u5458\u901a\u5e38\u9700\u8981\u8bbf\u95eeAI\u4ee3\u7406\u5728\u4e0e\u7528\u6237\u4ea4\u4e92\u65f6\u6240\u6536\u96c6\u7684\u6570\u636e\uff0c\u8fd9\u53ef\u80fd\u5305\u62ec\u6587\u672c\u8f93\u5165\u3001\u7528\u6237\u4f7f\u7528\u6a21\u5f0f\u3001\u4e2a\u4eba\u504f\u597d\uff0c\u751a\u81f3\u66f4\u4e3a\u654f\u611f\u7684\u4e2a\u4eba\u4fe1\u606f\u3002\u7528\u6237\u5e94\u5f53\u6e05\u695a\u8fd9\u4e9b\u6570\u636e\u662f\u5982\u4f55\u88ab\u4f7f\u7528\u7684\uff0c\u7279\u522b\u662f\u5728\u4ee3\u7406\u53ef\u80fd\u8bb0\u5f55\u4e0d\u51c6\u786e\u7684\u4fe1\u606f\u65f6\uff0c\u5e94\u6709\u7ea0\u6b63\u673a\u5236\u4ee5\u4fdd\u969c\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u5c0a\u91cd\u7528\u6237\u7684\u6743\u76ca\u3002\u6570\u636e\u7684\u5e38\u89c1\u7528\u9014\u5305\u62ec\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3001\u4e2a\u6027\u5316\u54cd\u5e94\u548c\u7cfb\u7edf\u4f18\u5316\u3002\u786e\u4fdd\u6570\u636e\u4e0d\u4f1a\u88ab\u7528\u4e8e\u672a\u7ecf\u7528\u6237\u540c\u610f\u7684\u76ee\u7684\uff08\u5982\u63a8\u9500\uff09\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p><strong>\u5b58\u50a8\u4e0e\u5b89\u5168\u6027\uff1a<\/strong>\u5f00\u53d1\u8005\u5e94\u6e05\u695a\u7528\u6237\u4ea4\u4e92\u6570\u636e\u7684\u5b58\u50a8\u4f4d\u7f6e\uff0c\u5e76\u786e\u4fdd\u91c7\u53d6\u4e86\u5b89\u5168\u63aa\u65bd\u9632\u6b62\u672a\u7ecf\u6388\u6743\u7684\u8bbf\u95ee\u6216\u6cc4\u6f0f\uff0c\u5305\u62ec\u52a0\u5bc6\u3001\u4f7f\u7528\u5b89\u5168\u670d\u52a1\u5668\u548c\u6570\u636e\u4fdd\u62a4\u534f\u8bae\u3002\u6b64\u5916\uff0c\u6570\u636e\u662f\u5426\u4f1a\u4e0e\u7b2c\u4e09\u65b9\u5171\u4eab\u3001\u5728\u4f55\u79cd\u6761\u4ef6\u4e0b\u5171\u4eab\uff0c\u9700\u505a\u5230\u900f\u660e\u4e14\u901a\u5e38\u9700\u8981\u7528\u6237\u540c\u610f\u3002<\/p>\n\n\n\n<p><strong>\u6570\u636e\u5220\u9664\u4e0e\u4fdd\u7559\uff1a<\/strong>\u7528\u6237\u5e94\u4e86\u89e3\u6570\u636e\u7684\u5b58\u50a8\u65f6\u957f\u4ee5\u53ca\u5982\u4f55\u8bf7\u6c42\u5220\u9664\u6570\u636e\u3002\u8bb8\u591a\u6570\u636e\u4fdd\u62a4\u6cd5\u8d4b\u4e88\u7528\u6237\u88ab\u9057\u5fd8\u6743\uff0c\u5373\u53ef\u8bf7\u6c42\u5220\u9664\u4e2a\u4eba\u6570\u636e\u3002AI\u4ee3\u7406\u5fc5\u987b\u9075\u5b88\u5982\u6b27\u76df\u7684\u300a\u901a\u7528\u6570\u636e\u4fdd\u62a4\u6761\u4f8b\u300b(GDPR)\u6216\u52a0\u5dde\u7684\u300a\u6d88\u8d39\u8005\u9690\u79c1\u6cd5\u300b(CCPA)\u7b49\u6570\u636e\u4fdd\u62a4\u6cd5\u89c4\uff0c\u4fdd\u969c\u7528\u6237\u7684\u6570\u636e\u5904\u7406\u6743\u5229\u3002\u2014\u2014\u5f53\u7136\uff0c\u8fd8\u6709\u56fd\u5185\u7684\u76f8\u5173\u6cd5\u89c4\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1044\" height=\"672\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-32.png\" alt=\"\" class=\"wp-image-3406\"\/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"586\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-34.png\" alt=\"\" class=\"wp-image-3407\"\/><\/figure><\/div>\n\n\n<p><strong>\u6570\u636e\u4fbf\u643a\u6027\u4e0e\u9690\u79c1\u653f\u7b56\uff1a<\/strong>\u5f00\u53d1\u4eba\u5458\u9700\u8981\u5236\u5b9a\u9690\u79c1\u653f\u7b56\uff0c\u8be6\u7ec6\u8bf4\u660e\u6570\u636e\u7684\u6536\u96c6\u3001\u4f7f\u7528\u3001\u5b58\u50a8\u4ee5\u53ca\u7528\u6237\u6743\u5229\u7b49\u3002\u7279\u522b\u662f\u5bf9\u4e8e\u654f\u611f\u4fe1\u606f\uff0c\u9700\u83b7\u5f97\u7528\u6237\u540c\u610f\u3002\u7528\u6237\u901a\u5e38\u53ef\u4ee5\u9009\u62e9\u9000\u51fa\u6216\u9650\u5236\u5176\u63d0\u4f9b\u7684\u6570\u636e\u3002\u5728\u67d0\u4e9b\u5730\u533a\uff0c\u7528\u6237\u751a\u81f3\u6709\u6743\u8bf7\u6c42\u83b7\u53d6\u53ef\u4f9b\u8f6c\u79fb\u5230\u5176\u4ed6\u670d\u52a1\u63d0\u4f9b\u5546\u7684\u6570\u636e\u526f\u672c\u3002<\/p>\n\n\n\n<p><strong>\u533f\u540d\u5316\u5904\u7406\uff1a<\/strong>\u7528\u4e8e\u66f4\u5e7f\u6cdb\u5206\u6790\u6216\u8bad\u7ec3\u7684\u6570\u636e\u5e94\u8fdb\u884c\u533f\u540d\u5316\u5904\u7406\uff0c\u4ee5\u4fdd\u62a4\u4e2a\u4eba\u9690\u79c1\u3002\u5f00\u53d1\u8005\u5e94\u4e86\u89e3AI\u4ee3\u7406\u5728\u4ea4\u4e92\u4e2d\u5982\u4f55\u68c0\u7d22\u548c\u4f7f\u7528\u5386\u53f2\u7528\u6237\u6570\u636e\uff0c\u5982\u4e2a\u6027\u5316\u6216\u63d0\u5347\u54cd\u5e94\u76f8\u5173\u6027\u3002<\/p>\n\n\n\n<p><strong>\u89e3\u91ca\u6027\u548c\u53ef\u89e3\u91ca\u6027<\/strong><\/p>\n\n\n\n<p><strong>\u6a21\u4eff\u5b66\u4e60\u2192\u89e3\u8026\uff1a<\/strong>\u4ee3\u7406\u901a\u5e38\u91c7\u7528\u5f3a\u5316\u5b66\u4e60(RL)\u6216\u6a21\u4eff\u5b66\u4e60(IL)\u7684\u8fde\u7eed\u53cd\u9988\u8bad\u7ec3\uff0c\u4f46\u521d\u671f\u7b56\u7565\u56e0\u73af\u5883\u7684\u964c\u751f\u6027\u53ef\u80fd\u9762\u4e34\u5956\u52b1\u7a00\u7f3a\u95ee\u9898\u3002\u4f7f\u7528\u65e0\u9650\u8bb0\u5fc6\u7684\u6a21\u4eff\u5b66\u4e60\u4ee3\u7406\uff0c\u901a\u8fc7\u4e13\u5bb6\u6570\u636e\u5b66\u4e60\uff0c\u53ef\u4ee5\u6709\u6548\u63a2\u7d22\u5e76\u5229\u7528\u65b0\u73af\u5883\u3002\u4e3a\u5b9e\u73b0\u66f4\u5e7f\u6cdb\u7684\u9002\u7528\u6027\uff0c\u4ee3\u7406\u4e0d\u76f4\u63a5\u6a21\u4eff\u4e13\u5bb6\u884c\u4e3a\uff0c\u800c\u662f\u57fa\u4e8e\u4e13\u5bb6\u884c\u4e3a\u63d0\u53d6\u7684\u9690\u6027\u5956\u52b1\u51fd\u6570\uff0c\u4ece\u800c\u63d0\u9ad8\u5728\u672a\u77e5\u60c5\u5883\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<figure 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class=\"wp-element-caption\">\u4f7f\u7528\u4ee3\u7406\u4ece\u5019\u9009\u8005\u4e2d\u8bc6\u522b\u4e0e\u56fe\u50cf\u76f8\u5173\u7684\u6587\u672c\u7684\u6d8c\u73b0\u5f0f\u4ea4\u4e92\u673a\u5236\u7684\u793a\u4f8b\u3002\u8be5\u4efb\u52a1\u6d89\u53ca\u4f7f\u7528\u6765\u81ea\u7f51\u7edc\u548c\u4eba\u5de5\u6ce8\u91ca\u7684\u77e5\u8bc6\u4ea4\u4e92\u6837\u672c\u7684\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u6765\u6574\u5408\u5916\u90e8\u4e16\u754c\u4fe1\u606f<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u89e3\u8026\u2192\u6cdb\u5316\uff1a<\/strong>\u89e3\u8026\u5b66\u4e60\u5c06\u5b66\u4e60\u8fc7\u7a0b\u4ece\u4efb\u52a1\u7279\u5b9a\u5956\u52b1\u4e2d\u5206\u79bb\uff0c\u4f7f\u5f97\u7b56\u7565\u80fd\u591f\u8de8\u4e0d\u540c\u4efb\u52a1\u6cdb\u5316\uff0c\u4ece\u800c\u5b9e\u73b0\u8fc1\u79fb\u5b66\u4e60\uff0c\u5e76\u5728\u4e0d\u540c\u60c5\u5883\u4e0b\u9002\u5e94\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u63d0\u5347\u5728\u53d8\u5316\u73af\u5883\u4e2d\u7684\u9002\u5e94\u6027\uff0c\u4f7f\u5b66\u4e60\u5230\u7684\u7b56\u7565\u66f4\u5177\u9c81\u68d2\u6027\u548c\u6cdb\u5316\u6027\u3002<\/p>\n\n\n\n<p>Agent 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class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-17 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"396\" data-id=\"3409\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-36.png\" alt=\"\" class=\"wp-image-3409\"\/><figcaption class=\"wp-element-caption\">Hydra-MDP 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class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-19 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"635\" data-id=\"3410\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-38.png\" alt=\"\" class=\"wp-image-3410\"\/><figcaption class=\"wp-element-caption\">UniSim 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DeepMind\u7814\u7a76\u56e2\u961f\u5bf9RT-2\u6a21\u578b\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u5b9a\u6027\u548c\u5b9a\u91cf\u5b9e\u9a8c\uff0c\u6db5\u76d6\u4e86\u8d85\u8fc76000\u6b21\u673a\u5668\u4eba\u8bd5\u9a8c\u3002\u5728\u63a2\u7d22RT-2\u7684\u6d8c\u73b0\u80fd\u529b\u65f6\uff0c\u9996\u5148\u5bfb\u627e\u4e86\u9700\u8981\u5c06web-scale\u6570\u636e\u548c\u673a\u5668\u4eba\u7684\u7ecf\u9a8c\u76f8\u7ed3\u5408\u7684\u4efb\u52a1\uff0c\u7136\u540e\u5b9a\u4e49\u4e86\u4e09\u7c7b\u6280\u80fd\uff1a\u7b26\u53f7\u7406\u89e3\u3001\u63a8\u7406\u548c\u4eba\u7c7b\u8bc6\u522b\u3002\u6bcf\u4e2a\u4efb\u52a1\u90fd\u9700\u8981\u7406\u89e3\u89c6\u89c9-\u8bed\u4e49\u6982\u5ff5\uff0c\u5e76\u5177\u5907\u6267\u884c\u673a\u5668\u4eba\u63a7\u5236\u4ee5\u5bf9\u8fd9\u4e9b\u6982\u5ff5\u8fdb\u884c\u64cd\u4f5c\u7684\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u201c\u62ff\u8d77\u5373\u5c06\u4ece\u684c\u5b50\u4e0a\u6389\u4e0b\u6765\u7684\u888b\u5b50\u201d\u6216\u201c\u5c06\u9999\u8549\u79fb\u52a8\u52302\u52a01\u7684\u548c\u201d\uff0c\u8981\u6c42\u673a\u5668\u4eba\u5bf9\u673a\u5668\u4eba\u6570\u636e\u4e2d\u4ece\u672a\u89c1\u8fc7\u7684\u5bf9\u8c61\u6216\u573a\u666f\u4e0a\u6267\u884c\u64cd\u4f5c\u4efb\u52a1\uff0c\u8fd9\u9700\u8981\u4ece\u7f51\u7edc\u6570\u636e\u8f6c\u5316\u800c\u6765\u7684\u77e5\u8bc6\u8fdb\u884c\u64cd\u4f5c\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"434\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-40.png\" alt=\"\" class=\"wp-image-3412\"\/><\/figure><\/div>\n\n\n<p><strong>\u63a8\u7406\u589e\u5f3a<\/strong><\/p>\n\n\n\n<p>\u63a8\u7406\u589e\u5f3a\u65e8\u5728\u901a\u8fc7\u989d\u5916\u7684\u6570\u636e\u3001\u6539\u8fdb\u7684\u7b97\u6cd5\u6216\u4eba\u5de5\u8f93\u5165\u7b49\u65b9\u5f0f\u63d0\u9ad8AI\u7684\u81ea\u7136\u63a8\u7406\u80fd\u529b\uff1a<\/p>\n\n\n\n<p><strong>\u6570\u636e\u4e30\u5bcc\uff1a<\/strong>\u5f15\u5165\u989d\u5916\u7684\u5916\u90e8\u6570\u636e\u6765\u6e90\u4ee5\u589e\u5f3a\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u6709\u52a9\u4e8e\u5728\u8bad\u7ec3\u6570\u636e\u6709\u9650\u7684\u9886\u57df\u5185\u505a\u51fa\u66f4\u51c6\u786e\u7684\u63a8\u65ad\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-21 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"783\" data-id=\"3413\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-42.png\" alt=\"\" class=\"wp-image-3413\"\/><figcaption class=\"wp-element-caption\">HR\u667a\u80fd\u4f53\u793a\u4f8b\uff0c\u5b83\u5177\u5907\u8bfb\u53d6\u5458\u5de5\u4fe1\u606f\u548c\u8bbf\u95ee\u516c\u53f8\u884c\u653f\u5236\u5ea6\u7684\u80fd\u529b\u3002\u8be5\u667a\u80fd\u4f53\u57fa\u4e8e\u83b7\u53d6\u7684\u8be6\u7ec6\u4fe1\u606f\u4e3a\u5458\u5de5\u63d0\u4f9b\u7cbe\u51c6\u7684\u56de\u7b54\uff0c\u6db5\u76d6\u516c\u53f8\u5236\u5ea6\u95ee\u9898\u4ee5\u53ca\u5458\u5de5\u7684\u5269\u4f59\u4f11\u5047\u3001\u8c03\u4f11\u8ba1\u7b97\u7b49\u5de5\u4f5c\uff0c\u4e3a\u4eba\u529b\u8d44\u6e90\u7ba1\u7406\u63d0\u4f9b\u9ad8\u5ea6\u667a\u80fd\u5316\u7684\u89e3\u51b3\u65b9\u6848<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u7b97\u6cd5\u4f18\u5316\uff1a<\/strong>\u4f18\u5316AI\u7684\u5e95\u5c42\u7b97\u6cd5\u4ee5\u6539\u8fdb\u63a8\u7406\u6027\u80fd\uff0c\u5982\u7ed3\u5408\u4e0d\u540c\u7c7b\u578b\u7684AI\u6216\u66f4\u65b0\u7b97\u6cd5\u4ee5\u5e94\u5bf9\u590d\u6742\u4efb\u52a1\u3002\u6bd4\u5982OpenAI\u63a8\u51fa\u7684o1\u6a21\u578b\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60+\u5185\u5316\u601d\u7ef4\u94fe\u7684\u65b9\u5f0f\uff0c\u4e0d\u4ec5\u5728\u91cf\u5316\u7684\u63a8\u7406\u6307\u6807\u4e0a\u6709\u4e86\u663e\u8457\u63d0\u5347\uff0c\u5728\u5b9a\u6027\u7684\u63a8\u7406\u53ef\u89e3\u91ca\u6027\u4e0a\u4e5f\u6709\u4e86\u660e\u663e\u7684\u6539\u5584\u3002\u76f8\u5173\u5386\u53f2\u6587\u7ae0\u53c2\u89c1\u300a<a rel=\"noreferrer noopener\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzI1NzA5MTcwMQ==&amp;mid=2648759234&amp;idx=1&amp;sn=1ec35608743333830449f455fa463121&amp;chksm=f208cad8c57f43ce21837cf9ace0ffa381e6045f6284f382d9fa840801ee5da5f33d271d845a&amp;scene=21#wechat_redirect\" target=\"_blank\">OpenAI \u63a8\u51fa\u5168\u65b0o1\u7cfb\u5217\u6a21\u578b\u9884\u89c8\u7248\uff1a\u5f00\u542f AI \u63a8\u7406\u7684\u65b0\u65f6\u4ee3\uff1f\u6211\u7b80\u5355\u8bd5\u4e86\u4e0b\u2026\u2026\u7455\u4e0d\u63a9\u745c<\/a>\u300b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-23 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"831\" height=\"406\" data-id=\"3414\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-41.png\" alt=\"\" class=\"wp-image-3414\"\/><figcaption 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class=\"wp-image-3415\"\/><\/figure><\/div>\n\n\n<p><strong>\u8de8\u9886\u57df\u77e5\u8bc6\u8fc1\u79fb\uff1a<\/strong>\u5c06\u4e00\u79cd\u9886\u57df\u7684\u77e5\u8bc6\u6216\u6a21\u578b\u7528\u4e8e\u53e6\u4e00\u4e2a\u9886\u57df\uff0c\u7279\u522b\u9002\u7528\u4e8e\u7279\u5b9a\u5e94\u7528\u9700\u6c42\u8f83\u5f3a\u7684\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u4e3a\u8bed\u8a00\u7ffb\u8bd1\u5f00\u53d1\u7684\u6280\u672f\u53ef\u4ee5\u5e94\u7528\u4e8e\u4ee3\u7801\u751f\u6210\uff0c\u6216\u8005\u6765\u81ea\u533b\u7597\u8bca\u65ad\u7684\u89c1\u89e3\u53ef\u4ee5\u589e\u5f3a\u673a\u5668\u7684\u9884\u6d4b\u6027\u7ef4\u62a4\u3002<\/p>\n\n\n\n<p><strong>\u5b9a\u5236\u5316\uff1a<\/strong>\u9488\u5bf9\u7279\u5b9a\u5e94\u7528\u573a\u666f\u6216\u884c\u4e1a\u8fdb\u884c\u63a8\u7406\u5b9a\u5236\uff0c\u901a\u8fc7\u4e13\u7528\u6570\u636e\u96c6\u6216\u5fae\u8c03\u6a21\u578b\u6765\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\u3002\u53c2\u89c1\u5386\u53f2\u6587\u7ae0\u300a<a rel=\"noreferrer noopener\" 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AI\u5f00\u53d1\u4e2d\u7684\u7e41\u7410\u5de5\u4f5c\uff0c\u6211\u4eec\u63d0\u8bae\u5f00\u53d1\u4e0b\u4e00\u4ee3AI\u9a71\u52a8\u7684\u4ee3\u7406\u4ea4\u4e92\u7ba1\u9053\uff0c\u6784\u5efa\u4e00\u4e2a\u652f\u6301\u4eba\u673a\u534f\u4f5c\u7684\u7cfb\u7edf\uff0c\u4f7f\u4eba\u673a\u80fd\u591f\u6709\u6548\u6c9f\u901a\u548c\u4ea4\u4e92\u3002\u8be5\u7cfb\u7edf\u5c06\u5229\u7528LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u6216VLM\uff08\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff09\u7684\u5bf9\u8bdd\u529f\u80fd\u4e0e\u5e7f\u6cdb\u7684\u884c\u52a8\u80fd\u529b\uff0c\u4e0e\u4eba\u7c7b\u7528\u6237\u5bf9\u8bdd\u3001\u8bc6\u522b\u9700\u6c42\uff0c\u5e76\u5728\u9700\u8981\u65f6\u91c7\u53d6\u9002\u5f53\u7684\u884c\u52a8\u6765\u5e2e\u52a9\u7528\u6237\u3002<\/p>\n\n\n\n<p>\u5728\u91c7\u7528LLM\/VLM\u6784\u5efa\u4eba\u673a\u534f\u4f5c\u7cfb\u7edf\u65f6\uff0c\u9700\u6ce8\u610f\u8fd9\u4e9b\u6a21\u578b\u662f\u201c\u9ed1\u7bb1\u201d\u64cd\u4f5c\uff0c\u8f93\u51fa\u53ef\u80fd\u96be\u4ee5\u9884\u6d4b\u3002\u5728\u7269\u7406\u73af\u5883\u4e2d\u64cd\u4f5c\uff0c\u5982\u5b9e\u9645\u7684\u673a\u5668\u4eba\u7cfb\u7edf\uff0c\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u53ef\u80fd\u5e26\u6765\u98ce\u9669\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u53ef\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\u5bf9LLM\/VLM\u8fdb\u884c\u9650\u5236\u6027\u5f15\u5bfc\u3002\u4f8b\u5982\uff0c\u5728\u673a\u5668\u4eba\u4efb\u52a1\u89c4\u5212\u4e2d\uff0c\u63d0\u4f9b\u73af\u5883\u4fe1\u606f\u6bd4\u4ec5\u4f9d\u8d56\u6587\u672c\u6307\u4ee4\u66f4\u80fd\u7a33\u5b9a\u8f93\u51fa\u3002\u8fd9\u4e00\u70b9\u4e5f\u5f97\u5230\u4e86Minsky\u7684AI\u6846\u67b6\u7406\u8bba\u7684\u652f\u6301\uff0c\u8ba4\u4e3aLLM\/VLM\u7684\u89e3\u51b3\u95ee\u9898\u7a7a\u95f4\u7531\u8f93\u5165\u63d0\u793a\u6765\u5b9a\u4e49\u3002\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f\u8bbe\u8ba1\u63d0\u793a\uff0c\u4f7fLLM\/VLM\u8f93\u51fa\u89e3\u91ca\u6027\u6587\u672c\uff0c\u4fbf\u4e8e\u7528\u6237\u7406\u89e3\u6a21\u578b\u7684\u5173\u6ce8\u70b9\u548c\u8bc6\u522b\u5185\u5bb9\u3002\u6b64\u5916\uff0c\u53ef\u589e\u52a0\u9884\u6267\u884c\u9a8c\u8bc1\u53ca\u4eba\u7c7b\u6307\u5bfc\u5c42\u6765\u63d0\u9ad8\u7cfb\u7edf\u7684\u64cd\u4f5c\u5b89\u5168\u6027\u548c\u51c6\u786e\u6027\uff08\u89c1\u4e0b\u56fe\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-25 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"671\" data-id=\"3416\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-45.png\" alt=\"\" class=\"wp-image-3416\"\/><figcaption class=\"wp-element-caption\">Wake \u7b49 \u4eba \u5f00\u53d1\u7684\u673a\u5668\u4eba\u793a\u6559\u7cfb\u7edf\u3002\uff08\u5de6\uff09\u7cfb\u7edf\u5de5\u4f5c\u6d41\u3002\u8be5\u8fc7\u7a0b\u5305\u62ec\u4e09\u4e2a\u6b65\u9aa4\uff1a\u4efb\u52a1\u89c4\u5212\uff0cChatGPT \u6839\u636e\u6307\u4ee4\u548c\u73af\u5883\u4fe1\u606f\u89c4\u5212\u673a\u5668\u4eba\u4efb\u52a1;\u6f14\u793a\uff0c\u7528\u6237\u76f4\u89c2\u5730\u6f14\u793a\u64cd\u4f5c\u5e8f\u5217\u3002\u6240\u6709\u6b65\u9aa4\u90fd\u7531\u7528\u6237\u5ba1\u67e5\uff0c\u5982\u679c\u4efb\u4f55\u6b65\u9aa4\u5931\u8d25\u6216\u663e\u793a\u7f3a\u9677\uff0c\u5219\u53ef\u4ee5\u6839\u636e\u9700\u8981\u91cd\u65b0\u8bbf\u95ee\u524d\u9762\u7684\u6b65\u9aa4\u3002\uff08\u53f3\uff09\u4e00\u4e2a Web \u5e94\u7528\u7a0b\u5e8f\uff0c\u652f\u6301\u4e0a\u4f20\u6f14\u793a\u6570\u636e\u4ee5\u53ca\u7528\u6237\u4e0e ChatGPT \u4e4b\u95f4\u7684\u4ea4\u4e92\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Part <strong>06 \u2014\u2014 Agent AI\u7684\u6d8c\u73b0\u80fd\u529b<\/strong><\/h2>\n\n\n\n<p>\u5c3d\u7ba1\u4e92\u52a8\u578bAgent AI\u7cfb\u7edf\u7684\u5e94\u7528\u65e5\u76ca\u589e\u591a\uff0c\u5927\u591a\u6570\u73b0\u6709\u65b9\u6cd5\u5728\u672a\u89c1\u8fc7\u7684\u73af\u5883\u6216\u60c5\u5883\u4e2d\u4ecd\u9762\u4e34\u6cdb\u5316\u80fd\u529b\u7684\u6311\u6218\u3002\u76ee\u524d\u7684\u5efa\u6a21\u5b9e\u8df5\u9700\u8981\u5f00\u53d1\u4eba\u5458\u4e3a\u6bcf\u4e2a\u9886\u57df\u51c6\u5907\u5927\u91cf\u6570\u636e\u96c6\u4ee5\u5fae\u8c03\u6216\u9884\u8bad\u7ec3\u6a21\u578b\uff1b\u7136\u800c\uff0c\u9488\u5bf9\u65b0\u9886\u57df\u8fdb\u884c\u6570\u636e\u91c7\u96c6\u6210\u672c\u9ad8\u6602\uff0c\u751a\u81f3\u4e0d\u53ef\u884c\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u5229\u7528\u901a\u7528\u57fa\u7840\u6a21\u578b\uff08\u5982ChatGPT\u3001Dall-E\u3001GPT-4\u7b49\uff09\u77e5\u8bc6\u8bb0\u5fc6\u7684\u4e92\u52a8\u4ee3\u7406\uff0c\u652f\u6301\u4eba\u673a\u534f\u4f5c\u7a7a\u95f4\u7684\u521b\u5efa\u3002\u6211\u4eec\u53d1\u73b0\u4e86\u4e00\u79cd\u65b0\u7684\u6d8c\u73b0\u673a\u5236\u2014\u2014\u79f0\u4e3a\u77e5\u8bc6\u63a8\u7406\u7684\u6df7\u5408\u73b0\u5b9e\u4e92\u52a8\uff08Mixed Reality with Knowledge Inference Interaction\uff09\uff0c\u8be5\u673a\u5236\u53ef\u5728\u4eba\u673a\u534f\u4f5c\u4e2d\u89e3\u51b3\u590d\u6742\u4efb\u52a1\uff0c\u5e76\u4fc3\u8fdb\u865a\u62df\u73b0\u5b9e\u573a\u666f\u4e2d\u5bf9\u672a\u77e5\u73af\u5883\u7684\u63a2\u7d22\u4e0e\u9002\u5e94\u3002\u6b64\u673a\u5236\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<p><strong>\u8de8\u6a21\u6001\u7684\u5fae\u53cd\u5e94\uff1a<\/strong>\u4ece\u663e\u6027\u7f51\u7edc\u8d44\u6e90\u53ca\u9884\u8bad\u7ec3\u6a21\u578b\u8f93\u51fa\u4e2d\u63a8\u7406\uff0c\u83b7\u53d6\u7279\u5b9a\u4efb\u52a1\u76f8\u5173\u7684\u77e5\u8bc6\uff08\u5982\u7406\u89e3\u65b0\u573a\u666f\uff09\u3002\u5047\u8bbeAgent AI\u90e8\u7f72\u5728VR\u4e2d\u7684\u865a\u62df\u5bfc\u6e38\u89d2\u8272\u3002\u7528\u6237\u53ef\u80fd\u4f1a\u8fdb\u5165\u4e00\u4e2a\u5b8c\u5168\u964c\u751f\u7684\u865a\u62df\u573a\u666f\uff0c\u4ee3\u7406\u901a\u8fc7\u5206\u6790\u73af\u5883\u4e2d\u7684\u89c6\u89c9\u4fe1\u606f\uff0c\u5feb\u901f\u201c\u5b66\u4e60\u201d\u5e76\u7406\u89e3\u65b0\u573a\u666f\u7684\u80cc\u666f\uff0c\u7136\u540e\u4e3a\u7528\u6237\u63d0\u4f9b\u6709\u9488\u5bf9\u6027\u7684\u5bfc\u89c8\u5efa\u8bae\uff0c\u800c\u4e0d\u9700\u8981\u9884\u5148\u914d\u7f6e\u6240\u6709\u53ef\u80fd\u573a\u666f\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>\u8de8\u73b0\u5b9e\u7684\u5b8f\u884c\u4e3a\uff1a<\/strong>\u5728\u8bed\u8a00\u548c\u591a\u6a21\u6001\u9886\u57df\u4e2d\u589e\u5f3a\u4ea4\u4e92\u7ef4\u5ea6\u548c\u6a21\u5f0f\uff0c\u6839\u636e\u89d2\u8272\u3001\u76ee\u6807\u53d8\u91cf\u548c\u591a\u6837\u5316\u7684\u534f\u4f5c\u4fe1\u606f\u8fdb\u884c\u8c03\u6574\uff0c\u9002\u5e94\u6df7\u5408\u73b0\u5b9e\u548cLLM\u73af\u5883\u3002\u5728\u6e38\u620f\u4e2d\u7684\u865a\u62dfNPC\u89d2\u8272\u53ef\u4ee5\u8868\u73b0\u51fa\u771f\u5b9e\u60c5\u611f\u548c\u4eba\u683c\uff0c\u4f8b\u5982\u73a9\u5bb6\u5728\u4e0eNPC\u4e92\u52a8\u65f6\uff0cAgent AI\u6839\u636e\u73a9\u5bb6\u884c\u4e3a\u548c\u5bf9\u8bdd\u5386\u53f2\u9010\u6e10\u201c\u9002\u5e94\u201d\u4e86\u7279\u5b9a\u7684\u6c9f\u901a\u65b9\u5f0f\uff0c\u751a\u81f3\u6839\u636e\u73a9\u5bb6\u7684\u60c5\u7eea\u8c03\u6574\u8868\u73b0\uff0c\u63d0\u5347NPC\u7684\u201c\u771f\u5b9e\u611f\u201d\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u63a2\u7d22\u4e86\u57fa\u4e8e\u77e5\u8bc6\u5f15\u5bfc\u7684\u4e92\u52a8\u534f\u4f5c\u6548\u679c\uff0c\u7ed3\u5408\u5404\u79cdOpenAI\u6a21\u578b\u751f\u6210\u573a\u666f\uff0c\u663e\u793a\u51fa\u4e92\u52a8\u4ee3\u7406\u7cfb\u7edf\u5982\u4f55\u8fdb\u4e00\u6b65\u63d0\u5347\u57fa\u7840\u6a21\u578b\u7684\u6548\u679c\u3002\u6b64\u7cfb\u7edf\u6574\u5408\u5e76\u63d0\u5347\u4e86\u590d\u6742\u9002\u5e94\u6027AI\u7cfb\u7edf\u7684\u6cdb\u5316\u6df1\u5ea6\u3001\u610f\u8bc6\u548c\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Part <strong>07 \u2014\u2014 Agent AI\u7684\u8303\u5f0f<\/strong><\/h2>\n\n\n\n<p>\u8bba\u6587\u7b2c3\u7ae0\u63a2\u8ba8\u4e86\u4e00\u79cd\u65b0\u7684Agent AI\u8bad\u7ec3\u8303\u5f0f\u4e0e\u6846\u67b6\uff0c\u5176\u6838\u5fc3\u76ee\u6807\u5728\u4e8e\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5229\u7528\u5df2\u6709\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982LLMs\u548cVLMs\uff09\u4f5c\u4e3a\u57fa\u7840\uff0c\u52a0\u901fAgent\u5bf9\u6587\u672c\u548c\u89c6\u89c9\u7b49\u591a\u6a21\u6001\u8f93\u5165\u7684\u7406\u89e3\u3002<\/li>\n\n\n\n<li>\u652f\u6301\u957f\u671f\u4efb\u52a1\u89c4\u5212\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u5f15\u5165\u8bb0\u5fc6\u6846\u67b6\uff0c\u4ee5\u4fbf\u5728\u672a\u6765\u68c0\u7d22\u5df2\u5b66\u77e5\u8bc6\u3002<\/li>\n\n\n\n<li>\u878d\u5165\u73af\u5883\u53cd\u9988\u673a\u5236\uff0c\u5e2e\u52a9Agent\u901a\u8fc7\u4ea4\u4e92\u5b66\u4e60\u51b3\u7b56\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1049\" height=\"217\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-43.png\" alt=\"\" class=\"wp-image-3418\"\/><\/figure><\/div>\n\n\n<p>\u4f5c\u8005\u4eec\u4e3a\u591a\u6a21\u6001\u901a\u7528Agent\u63d0\u51fa\u7684\u65b0\u4ee3\u7406\u8303\u5f0f\u3002\u5982\u56fe\u6240\u793a\uff0c\u6709 5 \u4e2a\u4e3b\u8981\u6a21\u5757\uff1a1\uff09 \u73af\u5883\u548c\u611f\u77e5\uff0c\u5e26\u6709\u4efb\u52a1\u89c4\u5212\u548c\u6280\u80fd\u89c2\u5bdf;2\uff09 \u5b66\u4e60;3\uff09 \u8bb0\u5fc6;4\uff09 \u884c\u52a8;5\uff09 \u8ba4\u77e5<\/p>\n\n\n\n<p><strong>LLMs\u548cVLMs<\/strong><\/p>\n\n\n\n<p>LLMs\uff08\u5982GPT-4\uff09\u548cVLMs\uff08\u5982CLIP\uff09\u5df2\u88ab\u8bc1\u660e\u5728\u4efb\u52a1\u89c4\u5212\u3001\u903b\u8f91\u63a8\u7406\u548c\u591a\u6a21\u6001\u7406\u89e3\u65b9\u9762\u5177\u6709\u4f18\u8d8a\u8868\u73b0\u3002\u901a\u8fc7\u8fd9\u4e9b\u6a21\u578b\uff0cAgent\u53ef\u4ee5\u201c\u501f\u7528\u201d\u5b83\u4eec\u7684\u4e16\u754c\u77e5\u8bc6\u548c\u8de8\u6a21\u6001\u7f16\u7801\u80fd\u529b\uff0c\u5feb\u901f\u5b9e\u73b0\u96f6\u6837\u672c\u6216\u5c11\u6837\u672c\u7684\u4efb\u52a1\u6267\u884c\u3002\u73b0\u6709\u7684\u4e00\u4e9b\u591a\u6a21\u6001\u6a21\u578b\uff08\u5982InstructBLIP\u548cLLaVA\uff09\u5df2\u5c55\u793a\u4e86\u51bb\u7ed3CLIP\u7b49\u89c6\u89c9\u7f16\u7801\u5668\u7684\u9ad8\u6548\u7528\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-27 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"296\" data-id=\"3419\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-44-1.png\" alt=\"\" class=\"wp-image-3419\"\/><figcaption class=\"wp-element-caption\">\u8bba\u6587\u5c55\u793a\u4e86\u901a\u8fc7\u7ed3\u5408\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u548c\u5927\u578b\u89c6\u89c9\u6a21\u578b(LVM)\u521b\u5efa\u591a\u6a21\u6001A\u4ee3\u7406\u7684\u5f53\u524d\u8303\u5f0f\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u8fd9\u4e9b\u6a21\u578b\u91c7\u7528\u89c6\u89c9\u6216\u8bed\u8a00\u8f93\u5165\uff0c\u5e76\u4f7f\u7528\u9884\u8bad\u7ec3\u548c\u51bb\u7ed3\u7684\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u578b\uff0c\u5b66\u4e60\u8fde\u63a5\u548c\u6865\u63a5\u6a21\u6001\u7684\u8f83\u5c0f\u5b50\u7f51\u7edc\u3002\u4f8b\u5982 Flamingo\u3001BLIP-2\u3001InstructBLIP\u3001\u548cLLaVA<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-29 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1019\" height=\"441\" data-id=\"3420\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-46.png\" alt=\"\" class=\"wp-image-3420\"\/><figcaption class=\"wp-element-caption\">InstructBLIP\u662f\u4e00\u4e2a\u9488\u5bf9\u89c6\u89c9\u8bed\u8a00\u6307\u4ee4\u5fae\u8c03\u7684\u6846\u67b6\uff0c\u65e8\u5728\u89e3\u51b3\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\u4e2d\u7684\u6311\u6218\uff0c\u5e76\u63d0\u4f9b\u7cfb\u7edf\u6027\u7684\u7814\u7a76\u6765\u63d0\u9ad8\u6a21\u578b\u5bf9\u672a\u89c1\u6570\u636e\u548c\u4efb\u52a1\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5982\u4e0a\u56fe\u5c55\u793a\u4e86InstructBLIP\u7684\u6a21\u578b\u67b6\u6784\uff1aQ-Former\u4ece\u51bb\u7ed3\u7684\u56fe\u50cf\u7f16\u7801\u5668\u7684\u8f93\u51fa\u5d4c\u5165\u4e2d\u63d0\u53d6\u6307\u4ee4\u611f\u77e5\u7684\u89c6\u89c9\u7279\u5f81\uff0c\u5e76\u5c06\u8fd9\u4e9b\u89c6\u89c9\u7279\u5f81\u4f5c\u4e3a\u8f6f\u63d0\u793a\u8f93\u5165\u5230\u51bb\u7ed3\u7684LLM\u4e2d\u3002\u5176\u901a\u8fc7\u8bed\u8a00\u5efa\u6a21\u635f\u5931\u5bf9\u6a21\u578b\u8fdb\u884c\u6307\u4ee4\u5fae\u8c03\uff0c\u4ee5\u751f\u6210\u54cd\u5e94\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-31 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"706\" data-id=\"3421\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-48.png\" alt=\"\" class=\"wp-image-3421\"\/><figcaption class=\"wp-element-caption\">MindAgent\u662f\u4e00\u79cd\u7528\u4e8e\u7d27\u6025\u6e38\u620f\u4ea4\u4e92\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u652f\u6301\u591a NPC \u534f\u4f5c\u548c\u4eba\u7c7b NPC \u534f\u4f5c\u3002\u5b83\u53ef\u4ee5\u90e8\u7f72\u5230 CUISINEWORLD\u7684\u5b9a\u5236VR\u7248\u672c\u7684\u771f\u5b9e\u6e38\u620f\u573a\u666f\u4e2d\uff0c\u5e76\u9002\u5e94\u73b0\u6709\u7684\u66f4\u5e7f\u6cdb\u7684\u201cMinecraft\u201d\u6e38\u620f\u9886\u57df<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-33 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"561\" data-id=\"3422\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-49.png\" alt=\"\" class=\"wp-image-3422\"\/><figcaption class=\"wp-element-caption\">MindAgent \u67b6\u6784\u7684\u6982\u8ff0\uff1a\u89c4\u5212\u6280\u80fd\u548c\u5de5\u5177\u4f7f\u7528\uff1a\u6e38\u620f\u73af\u5883\u9700\u8981\u4e0d\u540c\u7684\u89c4\u5212\u6280\u80fd\u548c\u5de5\u5177\u4f7f\u7528\u6765\u5b8c\u6210\u4efb\u52a1\u3002\u5b83\u4f1a\u53d1\u51fa\u76f8\u5173\u7684\u6e38\u620f\u4fe1\u606f\u3002\u8be5\u6a21\u5757\u8fd8\u5c06\u76f8\u5173\u6e38\u620f\u6570\u636e\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u6587\u672c\u683c\u5f0f\uff0c\u4ee5\u4fbf LLMs \u53ef\u4ee5\u5904\u7406\u5b83\u3002LLM \uff1a\u6211\u4eec\u57fa\u7840\u8bbe\u65bd\u7684\u4e3b\u8981\u4e3b\u529b\u662f\u505a\u51fa\u51b3\u7b56\u7684\uff0c\u5b83\u662f\u591a\u4ee3\u7406\u7cfb\u7edf\u7684\u8c03\u5ea6\u7a0b\u5e8f\u3002Memory History \uff1a\u5b58\u50a8\u76f8\u5173\u4fe1\u606f\u7684\u5b58\u50a8\u5b9e\u7528\u7a0b\u5e8f\u3002Action Module \uff0c\u4ece\u6587\u672c\u8f93\u5165\u4e2d\u63d0\u53d6\u64cd\u4f5c\u5e76\u5c06\u5176\u8f6c\u6362\u4e3a\u57df\u7279\u5b9a\u8bed\u8a00\u3002\u9a8c\u8bc1 DSL\uff0c\u4f7f\u5176\u5728\u6267\u884c\u65f6\u4e0d\u4f1a\u5bfc\u81f4\u9519\u8bef\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>Agent Transformer\u7684\u5b9a\u4e49<\/strong><\/p>\n\n\n\n<p>\u76f8\u8f83\u76f4\u63a5\u4f7f\u7528LLMs\u548cVLMs\uff0c\u53ef\u4ee5\u91c7\u7528<strong>\u4e00\u79cd\u540d\u4e3aAgent Transformer\u7684\u65b0\u67b6\u6784\uff0c\u5176\u6838\u5fc3\u7406\u5ff5\u662f\u901a\u8fc7\u52a0\u5165Agent Tokens\uff08\u7279\u5b9a\u4efb\u52a1\u76f8\u5173\u7684\u8f93\u5165\/\u8f93\u51fa\u6807\u8bb0\uff09\uff0c\u5c06\u89c6\u89c9\u3001\u8bed\u8a00\u548cAgent\u884c\u4e3a\u7ed3\u5408\u4e3a\u7edf\u4e00\u63a5\u53e3<\/strong>\u3002<\/p>\n\n\n\n<p>\u5b83\u7684\u4f18\u52bf\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4efb\u52a1\u5b9a\u5236\u6027\uff1a\u53ef\u7528\u4e8e\u673a\u5668\u4eba\u63a7\u5236\u6216\u7279\u5b9a\u5de5\u5177\u64cd\u4f5c\uff08\u5982\u56fe\u50cf\u751f\u6210\u548c\u7f16\u8f91\uff09\u3002<\/li>\n\n\n\n<li>\u53ef\u89e3\u91ca\u6027\uff1a\u80fd\u6e05\u6670\u8ffd\u8e2aAgent\u884c\u4e3a\u7684\u51b3\u7b56\u4f9d\u636e\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u9690\u79c1\uff1a\u6ee1\u8db3\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u5bf9\u6570\u636e\u5b89\u5168\u6027\u7684\u8981\u6c42\u3002<\/li>\n\n\n\n<li>\u7ecf\u6d4e\u6027\uff1a\u6bd4\u5927\u578b\u4e13\u6709LLMs\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u521b\u5efaAgent Transformer<\/strong><\/p>\n\n\n\n<p>Agent Transformer\u7684\u8bad\u7ec3\u53ef\u4ee5\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<p>\uff081\uff09\u5b9a\u4e49\u76ee\u6807\u4e0e\u52a8\u4f5c\u7a7a\u95f4\uff1a\u660e\u786e\u4efb\u52a1\u76ee\u6807\u53caAgent\u7684\u5177\u4f53\u52a8\u4f5c\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u5206\u914d\u72ec\u7acb\u7684Agent Tokens\u3002\u8fd9\u4e00\u9636\u6bb5\u9700\u8981\u57fa\u4e8e\u89c4\u5219\u3001\u57fa\u7840\u6a21\u578b\u751f\u6210\u6570\u636e\u6216\u4eba\u5de5\u6807\u6ce8\u3002<\/p>\n\n\n\n<p>\uff082\uff09\u6301\u7eed\u6539\u8fdb\uff1a\u901a\u8fc7\u6301\u7eed\u76d1\u63a7\u4e0e\u53cd\u9988\u4f18\u5316\u6a21\u578b\u6027\u80fd\uff0c\u907f\u514d\u504f\u89c1\u4e0e\u4e0d\u9053\u5fb7\u7ed3\u679c\uff0c\u4fdd\u8bc1Agent\u7684\u957f\u671f\u7a33\u5b9a\u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u65b0\u7684\u8bad\u7ec3\u65b9\u6cd5\u5f3a\u8c03\u591a\u6a21\u6001\u4fe1\u606f\u7684\u7edf\u4e00\u5904\u7406\uff0c\u8ba9\u6a21\u578b\u4e0d\u4ec5\u5229\u7528\u9884\u8bad\u7ec3\u6a21\u5757\uff0c\u8fd8\u901a\u8fc7Agent Tokens\u5f62\u6210\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u8bad\u7ec3\u67b6\u6784\uff0c\u4ee5\u652f\u6301\u590d\u6742\u73af\u5883\u4e2d\u7684Agent\u884c\u4e3a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-35 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"984\" height=\"346\" data-id=\"3423\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-50.png\" alt=\"\" class=\"wp-image-3423\"\/><figcaption class=\"wp-element-caption\">\u7edf\u4e00\u591a\u6a21\u6001Transformer\u6a21\u578b\uff1a\u4e0e\u8fde\u63a5\u51bb\u7ed3\u5b50\u5757\u5e76\u4f7f\u7528\u73b0\u6709\u57fa\u7840\u6a21\u578b\u4f5c\u4e3a\u6784\u5efa\u5757\u4e0d\u540c\uff0c\u8bba\u6587\u56e2\u961f\u4e3a\u4ee3\u7406\u7cfb\u7edf\u63d0\u51fa\u4e86\u4e00\u79cd\u7edf\u4e00\u548c\u7aef\u5230\u7aef\u7684\u8bad\u7ec3\u8303\u5f0f\u3002\u5176\u4ecd\u7136\u53ef\u4ee5\u50cf\u524d\u6587\u4e2d\u7684\u90a3\u6837\u4f7f\u7528LLMs\u548c LVMs\u521d\u59cb\u5316\u5b50\u6a21\u5757\uff0c\u4f46\u4e5f\u53ef\u4ee5\u4f7f\u7528\u4ee3\u7406Token\uff0c\u4e13\u95e8\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u4ee5\u5728\u7279\u5b9a\u9886\u57df(\u4f8b\u5982\u673a\u5668\u4eba\u6280\u672f)\u4e2d\u6267\u884cAgent\u884c\u4e3a<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-37 is-layout-flex wp-block-gallery-is-layout-flex\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1051\" height=\"720\" data-id=\"3424\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-47.png\" alt=\"\" class=\"wp-image-3424\"\/><figcaption class=\"wp-element-caption\">Gato\u662fDeepMind\u5f00\u53d1\u7684\u4e00\u79cd\u591a\u6a21\u6001\u901a\u7528\u667a\u80fd\u4f53\uff0c\u80fd\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u79cd\u6570\u636e\u3002\u6a21\u578b\u57fa\u4e8eTransformer\uff0c\u901a\u8fc7\u5e8f\u5217\u7f16\u7801\u548c\u5d4c\u5165\u5904\u7406\u4e0d\u540c\u6a21\u6001\u6570\u636e\uff0c\u9002\u5e94\u4e0d\u540c\u4efb\u52a1\u3002Gato\u901a\u8fc7\u7279\u5b9a\u7684\u635f\u5931\u51fd\u6570\u8fdb\u884c\u8bad\u7ec3\uff0c\u9002\u7528\u4e8e\u804a\u5929\u5bf9\u8bdd\u3001\u56fe\u7247\u63cf\u8ff0\u3001\u8fde\u7eed\/\u79bb\u6563\u578b\u4efb\u52a1\u7b49\u3002Gato\u53ef\u4ee5\u4f7f\u7528\u5177\u6709\u76f8\u540c\u6743\u91cd\u96c6\u7684\u5355\u795e\u7ecf\u7f51\u7edc\u5728\u5e7f\u6cdb\u7684\u73af\u5883\u4e2d\u4f7f\u7528\u4e0d\u540c\u7684\u5316\u8eab\u8fdb\u884c\u611f\u77e5\u548c\u64cd\u4f5c\u3002Gato\u5728604\u4e2a\u4e0d\u540c\u7684\u4efb\u52a1\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u8fd9\u4e9b\u4efb\u52a1\u5177\u6709\u4e0d\u540c\u7684\u6a21\u5f0f\uff0c\u89c2\u5bdf\u548c\u52a8\u4f5c\u89c4\u8303<\/figcaption><\/figure><\/div><\/figure>\n\n\n\n<p>Agent Transformer\u901a\u8fc7\u8bed\u8a00\u3001\u89c6\u89c9\u548c\u884c\u4e3a\u4e09\u7c7bToken\u7edf\u4e00\u5904\u7406\u4e0d\u540c\u6a21\u6001\u4fe1\u606f\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5206\u79bb\u5f0f\u6a21\u578b\uff08\u5982\u5355\u72ec\u51bb\u7ed3LLMs\/VLMs\uff09\u7684\u6a21\u5757\u5316\u5c40\u9650\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u5728\u5728\u667a\u80fd\u5bb6\u5c45\u4e2d\uff0cAgent\u53ef\u901a\u8fc7\u591a\u6a21\u6001\u4fe1\u606f\u7406\u89e3\u7528\u6237\u8bed\u97f3\u3001\u76d1\u63a7\u753b\u9762\uff0c\u5e76\u6267\u884c\u7279\u5b9a\u4efb\u52a1\uff08\u5982\u8c03\u8282\u706f\u5149\u6216\u68c0\u6d4b\u5f02\u5e38\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Part 08 \u2014\u2014 <strong>Agent AI\u5b66\u4e60\u7684\u7b56\u7565\u4e0e\u673a\u5236<\/strong><\/h2>\n\n\n\n<p>\u4ea4\u4e92\u5f0fAI\u5728\u4e0d\u540c\u9886\u57df\u4e2d\u7684\u7b56\u7565\uff0c\u6269\u5c55\u4e86\u8c03\u7528\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684\u8303\u5f0f\uff0c\u7ed3\u5408\u8bad\u7ec3\u540e\u7684\u667a\u80fd\u4f53\u4e3b\u52a8\u6536\u96c6\u7528\u6237\u53cd\u9988\u3001\u884c\u52a8\u4fe1\u606f\u4ee5\u53ca\u751f\u6210\u4e0e\u4ea4\u4e92\u7684\u6709\u7528\u77e5\u8bc6\u7684\u80fd\u529b\u3002\u6709\u65f6\uff0c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3LLM\/VLM\u6a21\u578b\uff0c\u53ef\u4ee5\u901a\u8fc7\u5728\u6d4b\u8bd5\u65f6\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u6539\u8fdb\u7684\u4e0a\u4e0b\u6587\u63d0\u793a\u6765\u63d0\u5347\u6027\u80fd\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u901a\u5e38\u6d89\u53ca\u901a\u8fc7\u4e09\u91cd\u7cfb\u7edf\uff08triple systems\uff09\u6765\u8fdb\u884c\u77e5\u8bc6\/\u63a8\u7406\/\u5e38\u8bc6\/\u63a8\u65ad\u7684\u4ea4\u4e92\u5efa\u6a21\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4ece\u591a\u6a21\u6001\u67e5\u8be2\u4e2d\u8fdb\u884c\u77e5\u8bc6\u68c0\u7d22\uff1b<\/li>\n\n\n\n<li>\u4ece\u76f8\u5173\u7684\u667a\u80fd\u4f53\u8fdb\u884c\u4ea4\u4e92\u5f0f\u751f\u6210\uff1b<\/li>\n\n\n\n<li>\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6216\u6a21\u4eff\u5b66\u4e60\u7684\u6539\u8fdb\u65b9\u6cd5\uff0c\u8fdb\u884c\u65b0\u7684\u81ea\u76d1\u7763\u8bad\u7ec3\u6216\u9884\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5f3a\u5316\u5b66\u4e60<\/strong><\/p>\n\n\n\n<p>\u5f3a\u5316\u5b66\u4e60(Reinforcement Learning, RL)\u6709\u4e30\u5bcc\u7684\u5386\u53f2\uff0c\u7528\u4e8e\u8bad\u7ec3\u5177\u5907\u667a\u80fd\u884c\u4e3a\u7684\u4ea4\u4e92\u5f0f\u667a\u80fd\u4f53\u3002RL\u662f\u4e00\u79cd\u901a\u8fc7\u5956\u52b1\uff08\u6216\u60e9\u7f5a\uff09\u5b66\u4e60\u72b6\u6001\u4e0e\u884c\u52a8\u95f4\u6700\u4f18\u5173\u7cfb\u7684\u65b9\u6cd5\u3002\u5c3d\u7ba1RL\u662f\u4e00\u79cd\u9ad8\u5ea6\u53ef\u6269\u5c55\u7684\u6846\u67b6\uff0c\u5e76\u88ab\u5e94\u7528\u4e8e\u8bb8\u591a\u9886\u57df\uff08\u5982\u673a\u5668\u4eba\u5b66\uff09\uff0c\u4f46\u5b83\u901a\u5e38\u9762\u4e34\u4ee5\u4e0b\u6311\u6218\uff0cLLM\/VLM\u88ab\u8ba4\u4e3a\u6709\u52a9\u4e8e\u7f13\u89e3\u6216\u514b\u670d\u8fd9\u4e9b\u56f0\u96be\uff1a<\/p>\n\n\n\n<p><strong>\uff081\uff09\u5956\u52b1\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<p>\u7b56\u7565\u5b66\u4e60\u7684\u6548\u7387\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u5956\u52b1\u51fd\u6570\u7684\u8bbe\u8ba1\u3002\u8fd9\u9700\u8981\u5bf9\u4efb\u52a1\u672c\u8d28\u6709\u6df1\u523b\u7406\u89e3\uff0c\u56e0\u6b64\u901a\u5e38\u9700\u8981\u4e13\u5bb6\u7ecf\u9a8c\u7684\u652f\u6301\u3002\u4e00\u4e9b\u7814\u7a76\u63a2\u7d22\u4e86\u4f7f\u7528LLM\/VLM\u8bbe\u8ba1\u5956\u52b1\u51fd\u6570\u7684\u53ef\u80fd\u6027\uff0c\u4f8b\u5982\u4e0b\u9762\u5c55\u793a\u7684\u300aLanguage to Rewards for Robotic Skill Synthesis\uff08\u673a\u5668\u4eba\u6280\u80fd\u5408\u6210\u7684\u5956\u52b1\u8bed\u8a00\u300b\u4e2d\u7684\u7814\u7a76\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-39 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"969\" height=\"406\" data-id=\"3425\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-53.png\" alt=\"\" class=\"wp-image-3425\"\/><figcaption class=\"wp-element-caption\">GoogleDeepMind\u7814\u7a76\u5f00\u53d1\u7684\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u7cfb\u7edf\uff0c\u5229\u7528 LLMs\u6765\u83b7\u53d6\u4f4e\u7ea7\u673a\u5668\u4eba\u6280\u80fd\uff0c\u5176\u63d0\u51fa\u7684\u7cfb\u7edf\u7531\u4e24\u4e2a\u5173\u952e\u7ec4\u4ef6\u7ec4\u6210\uff1a1\uff09 \u4e00\u4e2a\u57fa\u4e8e\u9884\u5148\u8bad\u7ec3\u7684\u5956\u52b1\u7ffb\u8bd1\u5668\u5927\u578b\u8bed\u8a00\u6a21\u578b \uff08LLMs\uff09\uff0c \u5b83\u4e0e\u7528\u6237\u610f\u56fe\u4ea4\u4e92\u5e76\u7406\u89e3\u7528\u6237\u610f\u56fe\u5e76\u8c03\u8282\u6240\u6709\u5956\u52b1\u53c2\u6570\uff1b2\uff09\u8fd0\u52a8\u63a7\u5236\u5668\uff0c\u57fa\u4e8e MuJoCo MPC\uff0c\u5b83\u83b7\u53d6\u751f\u6210\u7684\u5956\u52b1\u5e76\u4ea4\u4e92\u5f0f\u4f18\u5316\u6700\u4f73\u64cd\u4f5c\u5e8f\u5217\u3002\u793a\u4f8b\u5305\u62ec\u8ba9\u56db\u8db3\u673a\u5668\u4eba\u7ad9\u8d77\u6765\uff0c\u8981\u6c42\u5b83\u8fdb\u884c\u6708\u7403\u6f2b\u6b65\uff0c\u6216\u8ba9\u673a\u68b0\u624b\u7075\u5de7\u5730\u6253\u5f00\u6c34\u9f99\u5934\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-41 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"949\" height=\"464\" data-id=\"3426\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-55.png\" alt=\"\" class=\"wp-image-3426\"\/><figcaption class=\"wp-element-caption\">\u5c06\u8bed\u8a00\u5956\u52b1\u95ee\u9898\u5206\u89e3\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a\u52a8\u4f5c\u63cf\u8ff0 \u548c\u5956\u52b1\u7f16\u7801\u3002\u5728\u52a8\u4f5c\u63cf\u8ff0\u9636\u6bb5\uff0c \u5176\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u63d0\u793a\u6765\u6307\u793a LLM \u89e3\u91ca\u7528\u6237\u8f93\u5165\u5e76\u5c06\u5176\u6269\u5c55\u4e3a\u81ea\u7136\u8bed\u8a00\u9075\u5faa\u9884\u5b9a\u4e49\u6a21\u677f\u7684\u6240\u9700\u673a\u5668\u4eba\u8fd0\u52a8\u7684\u63cf\u8ff0\uff1b\u800c\u5728\u5956\u52b1\u7f16\u7801\u9636\u6bb5\uff0c\u5219\u4f7f\u7528\u53e6\u4e00\u4e2a\u63d0\u793a\u6765\u6307\u793a LLM \u7ffb\u8bd1 Motion Description \u8f6c\u6362\u4e3a reward specify code<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\uff082\uff09\u6570\u636e\u6536\u96c6\u4e0e\u6548\u7387<\/strong>\u7531\u4e8eRL\u57fa\u4e8e\u63a2\u7d22\u7684\u672c\u8d28\uff0c\u5176\u7b56\u7565\u5b66\u4e60\u9700\u8981\u5927\u91cf\u6570\u636e\uff0c\u5c24\u5176\u5f53\u6d89\u53ca\u957f\u5e8f\u5217\u6216\u590d\u6742\u884c\u52a8\u65f6\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b\u9700\u8981\u4ece\u66f4\u591a\u6837\u5316\u7684\u60c5\u666f\u4e2d\u5b66\u4e60\u3002\u8fd1\u671f\u7814\u7a76\u81f4\u529b\u4e8e\u901a\u8fc7\u751f\u6210\u652f\u6301\u7b56\u7565\u5b66\u4e60\u7684\u6570\u636e\uff08\u5982\u4e0b\u56fe\uff09\uff0c\u6216\u5728\u5956\u52b1\u51fd\u6570\u4e2d\u6574\u5408\u8fd9\u4e9b\u6a21\u578b\u6765\u63d0\u5347\u5b66\u4e60\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-43 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"369\" data-id=\"3427\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-52.png\" alt=\"\" class=\"wp-image-3427\"\/><figcaption class=\"wp-element-caption\">\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\u7684kumar\u7b49\u4eba\u63d0\u51fa\u7684Words into Action\u65b9\u6cd5\u6982\u8ff0\uff1a\u7528\u6237\u80fd\u591f\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u547d\u4ee4\u8bad\u7ec3\u548c\u5fae\u8c03\u673a\u5668\u4eba\u63a7\u5236\u7b56\u7565<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\uff083\uff09\u957f\u65f6\u95f4\u8de8\u5ea6\u4efb\u52a1<\/strong><\/p>\n\n\n\n<p>RL\u5728\u5904\u7406\u957f\u5e8f\u5217\u52a8\u4f5c\u65f6\u9762\u4e34\u66f4\u5927\u6311\u6218\uff0c\u5982\u884c\u52a8\u4e0e\u5956\u52b1\u95f4\u7684\u5173\u7cfb\u6a21\u7cca\uff08\u5373\u4fe1\u7528\u5206\u914d\u95ee\u9898\uff09\u3002\u5178\u578b\u7684\u65b9\u6cd5\u662f\u5c06\u957f\u4efb\u52a1\u5206\u89e3\u4e3a\u5b50\u76ee\u6807\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u5b50\u76ee\u6807\u5e94\u7528\u9884\u8bad\u7ec3\u7b56\u7565\uff08\u5982\u4e0b\u56fe\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-45 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"830\" height=\"361\" data-id=\"3428\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-54.png\" alt=\"\" class=\"wp-image-3428\"\/><figcaption class=\"wp-element-caption\">\u4e00\u4e2a\u57fa\u4e8e\u4ece\u89c2\u5bdf\u4e2d\u5b66\u4e60\u6846\u67b6\u7684\u673a\u5668\u4eba\u7cfb\u7edf\uff1a\u5728\u7cfb\u7edf\u4e2d\uff0c\u6211\u4eec\u53ea\u9700\u8981\u6f14\u793a\u4e00\u4e2a\u76ee\u6807\u4efb\u52a1\uff0c\u5c31\u53ef\u4ee5\u8ba9\u673a\u5668\u4eba\u91cd\u73b0\u76f8\u540c\u7684\u4efb\u52a1\u3002\u4e0a\u56fe\uff1a\u4eba\u4f53\u6f14\u793a\u3002\u4e2d\uff1a\u673a\u5668\u4ebaNextage\u7684\u6267\u884c\u3002\u5e95\u90e8\uff1a\u673a\u5668\u4ebaFetch\u7684\u6267\u884c<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u8fd9\u5c5e\u4e8e\u4efb\u52a1\u4e0e\u8fd0\u52a8\u89c4\u5212\uff08Task and Motion Planning, TAMP\uff09\u6846\u67b6\uff0cLLM\u5e38\u88ab\u7528\u4f5c\u9ad8\u5c42\u4efb\u52a1\u89c4\u5212\u5de5\u5177\uff0c\u800c\u4f4e\u5c42\u63a7\u5236\u5219\u4f7f\u7528\u57fa\u4e8eRL\u7684\u7b56\u7565\u5b8c\u6210\uff08\u5982\u4e0b\u56fe\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-47 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"852\" data-id=\"3429\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-51.png\" alt=\"\" class=\"wp-image-3429\"\/><figcaption class=\"wp-element-caption\">\u673a\u5668\u4eba\u6559\u5b66\u7684\u6982\u5ff5\u56fe\uff1a\uff08\u4e0a\uff09\u5934\u6234\u5f0f\u8bbe\u5907\u5728\u6f14\u793a\u8fc7\u7a0b\u4e2d\u63d0\u4f9b\u7b2c\u4e00\u4eba\u79f0\u89c6\u89d2\u56fe\u50cf\uff0c\u5e76\u9644\u6709\u53e3\u5934\u8bf4\u660e\u3002\u8fd9\u4e9b\u6f14\u793a\u5185\u5bb9\u88ab\u8f6c\u5316\u4e3a\u673a\u5668\u4eba\u7684\u6280\u80fd\u96c6\uff0c\u5305\u62ec\u6293\u53d6\u7c7b\u578b\u3002\uff08\u4e0b\uff09\u57fa\u4e8e\u5bf9\u8c61\u53ef\u4f9b\u6027\u8fdb\u884c\u6293\u53d6\u7c7b\u578b\u8bc6\u522b\u7684\u7ba1\u9053\u3002\u8be5\u7ba1\u9053\u901a\u8fc7\u5bf9\u8c61\u540d\u79f0\u4e0e\u6293\u53d6\u8be5\u5bf9\u8c61\u7684\u624b\u90e8\u56fe\u50cf\u914d\u5bf9\u6765\u4f30\u8ba1\u6293\u53d6\u7c7b\u578b\u3002\u5bf9\u8c61\u7684\u53ef\u4f9b\u6027\u901a\u8fc7\u6587\u672c\u5339\u914d\u4ece\u53ef\u4f9b\u6027\u6570\u636e\u5e93\u4e2d\u68c0\u7d22<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>&nbsp;\u6a21\u4eff\u5b66\u4e60<\/strong><\/p>\n\n\n\n<p>\u6a21\u4eff\u5b66\u4e60 (Imitation Learning, IL)\u901a\u8fc7\u6a21\u4eff\u4e13\u5bb6\u6570\u636e\u6765\u8bad\u7ec3\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u5728\u673a\u5668\u4eba\u5b66\u4e2d\uff0c\u884c\u4e3a\u514b\u9686\uff08Behavioral Cloning, BC\uff09\u662f\u4e00\u79cd\u4e3b\u8981\u7684\u6a21\u4eff\u5b66\u4e60\u65b9\u6cd5\uff0c\u673a\u5668\u4eba\u901a\u8fc7\u76f4\u63a5\u590d\u5236\u4e13\u5bb6\u52a8\u4f5c\u6765\u6a21\u4eff\u5176\u884c\u4e3a\u3002\u8fd1\u671f\u7ed3\u5408LLM\/VLM\u7684BC\u65b9\u6cd5\u5c55\u793a\u4e86\u66f4\u9ad8\u7ea7\u7684\u7aef\u5230\u7aef\u6a21\u578b\uff0c\u5982RT-1\u548cRT-2\uff0c\u5229\u7528\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u63d0\u5347\u4e86\u6cdb\u5316\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-49 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"892\" height=\"849\" data-id=\"3430\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-56.png\" alt=\"\" class=\"wp-image-3430\"\/><figcaption class=\"wp-element-caption\">RT-2\uff08Robotics Transformer 2\uff09\uff1a\u89c6\u89c9-\u8bed\u8a00-\u52a8\u4f5c\u6a21\u578b\u5c06 Web \u77e5\u8bc6\u8f6c\u53d8\u4e3a\u673a\u5668\u4eba\u63a7\u5236<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-51 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"822\" height=\"304\" data-id=\"3431\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-60.png\" alt=\"\" class=\"wp-image-3431\"\/><figcaption class=\"wp-element-caption\">RT-2 \u6982\u8ff0\uff1a\u5c06\u673a\u5668\u4eba\u52a8\u4f5c\u8868\u793a\u4e3a\u53e6\u4e00\u79cd\u8bed\u8a00\uff0c\u53ef\u4ee5\u5c06\u5176\u8f6c\u6362\u4e3a\u6587\u672c\u6807\u8bb0\u5e76\u4e0e\u4e92\u8054\u7f51\u89c4\u6a21\u7684\u89c6\u89c9\u8bed\u8a00\u6570\u636e\u96c6\u4e00\u8d77\u8bad\u7ec3\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u6587\u672c\u4ee4\u724c\u88ab\u53bb\u6807\u8bb0\u5316\u4e3a\u673a\u5668\u4eba\u64cd\u4f5c\uff0c\u4ece\u800c\u5b9e\u73b0\u95ed\u73af\u63a7\u5236\u3002\u8fd9\u4f7f\u6211\u4eec\u80fd\u591f\u5229\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u9aa8\u67b6\u548c\u9884\u8bad\u7ec3\u6765\u5b66\u4e60\u673a\u5668\u4eba\u7b56\u7565\uff0c\u5c06\u5b83\u4eec\u7684\u4e00\u4e9b\u6cdb\u5316\u3001\u8bed\u4e49\u7406\u89e3\u548c\u63a8\u7406\u8f6c\u79fb\u5230\u673a\u5668\u4eba\u63a7\u5236\u4e2d<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u57fa\u4e8e\u4f20\u7edfRGB\u7684\u5b66\u4e60<\/strong><\/p>\n\n\n\n<p>\u57fa\u4e8e\u56fe\u50cf\u8f93\u5165\u5b66\u4e60\u667a\u80fd\u4f53\u884c\u4e3a\u7684\u7814\u7a76\u5df2\u7ecf\u6709\u591a\u5e74\u5386\u53f2\uff0c\u4f46RGB\u8f93\u5165\u9762\u4e34\u201c\u7ef4\u5ea6\u707e\u96be\u201d\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u5f15\u5165\u5f52\u7eb3\u504f\u7f6e\u6216\u589e\u52a0\u6570\u636e\u91cf\u6765\u63d0\u5347\u6548\u7387\uff0c\u5982\u7ed3\u54083D\u7ed3\u6784\u8fdb\u884c\u64cd\u4f5c\uff0c\u6216\u4f7f\u7528\u5730\u56fe\u8868\u793a\u8fdb\u884c\u673a\u5668\u4eba\u5bfc\u822a\u3002\u6b64\u5916\uff0c\u8fd8\u901a\u8fc7\u6a21\u62df\u6570\u636e\u751f\u6210\u548c\u95ed\u5408\u4eff\u771f\u5230\u73b0\u5b9e\u7684\u5dee\u8ddd\u6765\u89e3\u51b3\u6570\u636e\u7a00\u7f3a\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-53 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"822\" height=\"256\" data-id=\"3432\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-57.png\" alt=\"\" class=\"wp-image-3432\"\/><figcaption class=\"wp-element-caption\">RNOLD\u57fa\u51c6\u6d4b\u8bd5\uff1a\u7528\u4e8e\u5728\u903c\u771f\u7684 3D \u573a\u666f\u4e2d\u4f7f\u7528\u8fde\u7eed\u72b6\u6001\u8fdb\u884c\u57fa\u4e8e\u8bed\u8a00\u7684\u4efb\u52a1\u5b66\u4e60\u3002ARNOLD \u63d0\u4f9b\u4e86 8 \u4e2a\u4efb\u52a1\u53ca\u5176\u5b66\u4e60\u6f14\u793a\u548c\u4ee3\u7406\u5728 \uff081\uff09 \u65b0\u76ee\u6807\u72b6\u6001\u3001\uff082\uff09 \u65b0\u5bf9\u8c61\u548c \uff083\uff09 \u65b0\u573a\u666f\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u7684\u6d4b\u8bd5\u5e73\u53f0<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u4e0a\u4e0b\u6587\u5b66\u4e60<\/strong><\/p>\n\n\n\n<p>\u4e0a\u4e0b\u6587\u5b66\u4e60(In-context Learning)\u88ab\u8bc1\u660e\u662f\u89e3\u51b3NLP\u4efb\u52a1\u7684\u6709\u6548\u65b9\u6cd5\u3002\u5c11\u6837\u672c\u63d0\u793a\u80fd\u591f\u901a\u8fc7\u63d0\u4f9b\u4efb\u52a1\u793a\u4f8b\u6765\u6539\u8fdb\u6a21\u578b\u7684\u4efb\u52a1\u8868\u73b0\u3002\u5728\u591a\u6a21\u6001\u6a21\u578b\u4e2d\uff0c\u901a\u8fc7\u7ed3\u5408\u73af\u5883\u7279\u5b9a\u53cd\u9988\u8fdb\u4e00\u6b65\u63d0\u5347\u4e0a\u4e0b\u6587\u5b66\u4e60\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-55 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1009\" height=\"481\" data-id=\"3433\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-59.png\" alt=\"\" class=\"wp-image-3433\"\/><figcaption class=\"wp-element-caption\">BLIP-2\u7684\u6846\u67b6\u6982\u8ff0\uff1a\u9884\u5148\u8bad\u7ec3\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u67e5\u8be2\u8f6c\u6362\u5668(QueryTransformer)\uff0c\u5b83\u9075\u5faa\u4e24\u9636\u6bb5\u7b56\u7565\u6765\u5f25\u5408\u6a21\u6001\u9e3f\u6c9f\u3002\u7b2c\u4e00\u9636\u6bb5\u4ece\u4e00\u4e2a\u51bb\u7ed3\u7684\u56fe\u50cf\u7f16\u7801\u5668\u542f\u52a8\u89c6\u89c9-\u8bed\u8a00\u8868\u793a\u5b66\u4e60\u3002\u7b2c\u4e8c\u9636\u6bb5\u4ece\u4e00\u4e2a\u51bb\u7ed3\u7684LLM\u5f15\u5bfc\u89c6\u89c9\u5230\u8bed\u8a00\u751f\u6210\u5b66\u4e60\uff0c\u4ece\u800c\u5b9e\u73b0zero-shot\u7684\u56fe\u50cf\u5230\u6587\u672c\u751f\u6210<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>Agent\u7cfb\u7edf\u7684\u4f18\u5316<\/strong><\/p>\n\n\n\n<p>\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u4f18\u5316\u53ef\u4ee5\u5206\u4e3a\u7a7a\u95f4\u548c\u65f6\u95f4\u4e24\u4e2a\u65b9\u9762\u3002<\/p>\n\n\n\n<p><strong>\u7a7a\u95f4\u4f18\u5316<\/strong><\/p>\n\n\n\n<p>\u5173\u6ce8\u667a\u80fd\u4f53\u5728\u7269\u7406\u7a7a\u95f4\u5185\u7684\u4efb\u52a1\u6267\u884c\uff0c\u5305\u62ec\u591a\u667a\u80fd\u4f53\u534f\u8c03\u548c\u8d44\u6e90\u5206\u914d\u3002<\/p>\n\n\n\n<p><strong>\u65f6\u95f4\u4f18\u5316<\/strong><br>\u5173\u6ce8\u4efb\u52a1\u5728\u65f6\u95f4\u4e0a\u7684\u6267\u884c\u6548\u7387\uff0c\u5982\u4efb\u52a1\u8c03\u5ea6\u548c\u65f6\u95f4\u7ebf\u4f18\u5316\u3002\u6b64\u524d\u7684\u7814\u7a76\u63a2\u7d22\u4e86\u81ea\u6211\u5bf9\u5f08\u5f3a\u5316\u5b66\u4e60\u548c\u4e0e\u4eba\u7c7b\u534f\u4f5c\u5efa\u7acb\u901a\u7528\u89c4\u5219\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Part 09 \u2014\u2014 <strong>Agent System<\/strong>\uff080-shot\u548cfew-shot\u7ea7\u522b\uff09<\/h2>\n\n\n\n<p><strong>&nbsp;<\/strong><strong>Agent\u6a21\u5757<\/strong><\/p>\n\n\n\n<p>\u8be5\u8bba\u6587\u5728Agent\u8303\u5f0f\u9886\u57df\u7684\u63a2\u7d22\u5305\u62ec\u5f00\u53d1\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u6216\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u7684\u4ea4\u4e92\u5f0f\u591a\u6a21\u6001\u4ee3\u7406\u7684\u201cAgent AI\u6a21\u5757\u201d\u3002\u5176\u521d\u59cb\u4ee3\u7406\u6a21\u5757\u652f\u6301\u8bad\u7ec3\u6216\u4e0a\u4e0b\u6587\u5185\u5b66\u4e60\uff0c\u5e76\u91c7\u7528\u7b80\u7ea6\u8bbe\u8ba1\uff0c\u65e8\u5728\u5c55\u793a\u4ee3\u7406\u6709\u6548\u8c03\u5ea6\u548c\u534f\u8c03\u4efb\u52a1\u7684\u80fd\u529b\u3002\u8bba\u6587\u8fd8\u7814\u7a76\u4e86\u521d\u6b65\u7684\u57fa\u4e8e\u63d0\u793a\u7684\u8bb0\u5fc6\u6280\u672f\uff0c\u8fd9\u4e9b\u6280\u672f\u53ef\u4ee5\u4f18\u5316\u89c4\u5212\u5e76\u4e3a\u672a\u6765\u7684\u884c\u52a8\u65b9\u6cd5\u63d0\u4f9b\u652f\u6301\u3002\u4f8b\u5982\uff0c\u201cMindAgent\u201d \u67b6\u6784\u5305\u62ec\u4e94\u4e2a\u4e3b\u8981\u6a21\u5757\uff1a1\uff09\u5e26\u6709\u4efb\u52a1\u89c4\u5212\u7684\u73af\u5883\u611f\u77e5\uff0c2\uff09\u4ee3\u7406\u5b66\u4e60\uff0c3\uff09\u8bb0\u5fc6\uff0c4\uff09\u901a\u7528\u4ee3\u7406\u884c\u4e3a\u9884\u6d4b\uff0c\u4ee5\u53ca 5\uff09\u8ba4\u77e5\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"336\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-58.png\" alt=\"\" class=\"wp-image-3434\"\/><\/figure><\/div>\n\n\n<p><strong>Agent\u57fa\u7840\u8bbe\u65bd<\/strong><\/p>\n\n\n\n<p>\u57fa\u4e8eAgent\u7684AI\u662f\u5a31\u4e50\u3001\u7814\u7a76\u548c\u5de5\u4e1a\u9886\u57df\u4e2d\u7684\u70ed\u95e8\u63a2\u7d22\u3002\u5927\u578b\u57fa\u7840\u6a21\u578b\u7684\u53d1\u5c55\u663e\u8457\u63d0\u5347\u4e86Agent AI\u7cfb\u7edf\u7684\u6027\u80fd\u3002\u7136\u800c\uff0c\u521b\u5efa\u6b64\u7c7b\u667a\u80fd\u4f53\u9762\u4e34\u7740\u6784\u5efa\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u548c\u603b\u4f53\u6210\u672c\u7684\u65e5\u76ca\u589e\u52a0\u7684\u6311\u6218\u3002\u5728\u5fae\u8f6f\uff0c\u901a\u8fc7\u5229\u7528\u5148\u8fdb\u786c\u4ef6\u3001\u591a\u6837\u5316\u6570\u636e\u6e90\u548c\u5f3a\u5927\u7684\u8f6f\u4ef6\u5e93\uff0c\u6784\u5efa\u9ad8\u8d28\u91cf\u7684\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd\u5bf9\u591a\u6a21\u6001\u4ee3\u7406\u52a9\u624b\u7684\u53d1\u5c55\u4ea7\u751f\u4e86\u663e\u8457\u5f71\u54cd\u3002\u968f\u7740\u5fae\u8f6f\u6301\u7eed\u63a8\u52a8Agent\u6280\u672f\u7684\u8fb9\u754c\uff0cAI\u667a\u80fd\u4f53\u5e73\u53f0\u6709\u671b\u5728\u672a\u6765\u51e0\u5e74\u5185\u7ee7\u7eed\u5728\u591a\u6a21\u6001\u667a\u80fd\u9886\u57df\u4fdd\u6301\u4e3b\u5bfc\u5730\u4f4d\u3002<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0cAgent AI\u7684\u4ea4\u4e92\u76ee\u524d\u4ecd\u7136\u662f\u4e00\u4e2a\u590d\u6742\u7684\u8fc7\u7a0b\uff0c\u9700\u8981\u591a\u79cd\u6280\u80fd\u7684\u7ed3\u5408\u3002\u5927\u578b\u751f\u6210\u5f0fAI\u6a21\u578b\u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u6709\u6f5c\u529b\u5927\u5e45\u964d\u4f4e\u5f53\u524d\u4ea4\u4e92\u5185\u5bb9\u5f00\u53d1\u7684\u9ad8\u6210\u672c\u548c\u65f6\u95f4\u9700\u6c42\uff0c\u4e0d\u4ec5\u5bf9\u5927\u578b\u5de5\u4f5c\u5ba4\u5982\u6b64\uff0c\u4e5f\u4e3a\u8f83\u5c0f\u7684\u72ec\u7acb\u5185\u5bb9\u521b\u4f5c\u8005\u8d4b\u80fd\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u8bbe\u8ba1\u51fa\u8d85\u8d8a\u5f53\u524d\u80fd\u529b\u8303\u56f4\u7684\u9ad8\u8d28\u91cf\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0c\u591a\u6a21\u6001\u4ee3\u7406\u5185\u90e8\u7684\u4eba\u673a\u4ea4\u4e92\u7cfb\u7edf\u4e3b\u8981\u57fa\u4e8e\u89c4\u5219\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u7cfb\u7edf\u5728\u54cd\u5e94\u4eba\u7c7b\/\u7528\u6237\u64cd\u4f5c\u65b9\u9762\u8868\u73b0\u51fa\u4e00\u5b9a\u7684\u667a\u80fd\u884c\u4e3a\uff0c\u5e76\u62e5\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u7f51\u7edc\u77e5\u8bc6\uff0c\u4f46\u8fd9\u4e9b\u4ea4\u4e92\u5f80\u5f80\u53d7\u5230\u8f6f\u4ef6\u5f00\u53d1\u6210\u672c\u7684\u9650\u5236\uff0c\u65e0\u6cd5\u542f\u7528\u7cfb\u7edf\u4e2d\u7684\u7279\u5b9a\u884c\u4e3a\u3002\u6b64\u5916\uff0c\u5f53\u524d\u7684\u6a21\u578b\u5728\u7528\u6237\u65e0\u6cd5\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u65f6\uff0c\u5e76\u672a\u8bbe\u8ba1\u4e3a\u5e2e\u52a9\u7528\u6237\u5b9e\u73b0\u76ee\u6807\u3002\u56e0\u6b64\uff0c\u8feb\u5207\u9700\u8981\u4e00\u79cdAgent AI\u7cfb\u7edf\u57fa\u7840\u8bbe\u65bd\uff0c\u80fd\u591f\u5206\u6790\u7528\u6237\u884c\u4e3a\uff0c\u5e76\u5728\u9700\u8981\u65f6\u63d0\u4f9b\u9002\u5f53\u7684\u652f\u6301\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Part 10 \u2014\u2014 <strong>Agent \u57fa\u7840\u6a21\u578b<\/strong>\uff08\u9884\u8bad\u7ec3\u4e0e\u5fae\u8c03\u7ea7\u522b\uff09<\/h2>\n\n\n\n<p>\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u57fa\u7840\u6a21\u578b\u5177\u6709\u5e7f\u6cdb\u9002\u7528\u6027\u7684\u663e\u8457\u4f18\u52bf\uff0c\u53ef\u8986\u76d6\u591a\u6837\u5316\u7684\u5e94\u7528\u573a\u666f\u3002\u8fd9\u4e9b\u6a21\u578b\u7684\u96c6\u6210\u4f7f\u5f97\u9488\u5bf9\u4e0d\u540c\u5e94\u7528\u5f00\u53d1\u5b9a\u5236\u5316\u89e3\u51b3\u65b9\u6848\u6210\u4e3a\u53ef\u80fd\uff0c\u514d\u53bb\u4e86\u4e3a\u6bcf\u9879\u7279\u5b9a\u4efb\u52a1\u521b\u5efa\u5927\u91cf\u6807\u6ce8\u6570\u636e\u96c6\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u5bfc\u822a\u9886\u57df\u7684\u4e00\u4e2a\u5178\u578b\u793a\u4f8b\u662f LM-Nav \u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u65b9\u6cd5\uff0c\u7ed3\u5408\u4e86 GPT-3 \u548c CLIP\u3002\u5b83\u5229\u7528\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u5730\u6807\uff0c\u5e76\u5c06\u8fd9\u4e9b\u5730\u6807\u951a\u5b9a\u5230\u673a\u5668\u4eba\u83b7\u53d6\u7684\u56fe\u50cf\u4e2d\uff0c\u7528\u4e8e\u5bfc\u822a\u3002\u8fd9\u79cd\u65b9\u6cd5\u5c55\u793a\u4e86\u6587\u672c\u4e0e\u89c6\u89c9\u6570\u636e\u7684\u65e0\u7f1d\u878d\u5408\uff0c\u5728\u663e\u8457\u589e\u5f3a\u673a\u5668\u4eba\u5bfc\u822a\u80fd\u529b\u7684\u540c\u65f6\u4fdd\u6301\u4e86\u5e7f\u6cdb\u7684\u9002\u7528\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-57 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"349\" data-id=\"3435\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-62.png\" alt=\"\" class=\"wp-image-3435\"\/><figcaption class=\"wp-element-caption\">LM-Nav \u6846\u67b6\uff081\uff09LLM \u8d1f\u8d23\u7406\u89e3\u8f93\u5165\u7684\u590d\u6742\u6587\u672c\u6307\u4ee4\uff0c\u5c06\u4e00\u4e2a\u957f\u7684\u6587\u672c\u62c6\u89e3\u4e3a n \u4e2a\u77ed\u7684\u53e5\u5b50\uff082\uff09 VIM \u6a21\u5757\u901a\u8fc7 clip \u6a21\u578b\u5b9e\u73b0\uff0c\u5b8c\u6210image-language association\uff0c\u7406\u89e3\u56fe\u7247\u548c\u77ed\u6587\u672c\u6307\u4ee4\u662f\u5426\u5339\u914d\uff083\uff09&nbsp;VNM \u6a21\u5757\u8d1f\u8d23\u6839\u636e\u771f\u5b9e\u573a\u666f\u56fe\u96c6\u5e8f\u5217\uff0c\u627e\u5230\u6700\u4f73\u7684\u56fe\u7247\u5e8f\u5217\u7ec4\u5408\uff0c\u4ece\u800c\u5b8c\u6210\u6307\u4ee4\u52a8\u4f5c<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>LM-Nav \u5bfc\u822a\u7cfb\u7edf\u5305\u542b\u4e09\u4e2a\u5927\u578b\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5206\u522b\u7528\u4e8e\u8fdb\u884c\u8bed\u8a00\u5904\u7406\u3001\u5c06\u56fe\u50cf\u4e0e\u8bed\u8a00\u5173\u8054\u3001\u4ee5\u53ca\u89c6\u89c9\u5bfc\u822a\u3002\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08Large language models\uff0cLLM\uff09\u7528\u4e8e\u5b8c\u6210\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u7684\u4efb\u52a1\uff0c\u8be5\u6a21\u578b\u7ecf\u8fc7\u4e86\u5927\u578b\u7f51\u7edc\u6587\u672c\u8bed\u6599\u5e93\u4e0a\u7684\u8bad\u7ec3\uff0c\u53ef\u4ee5\u5c06\u7528\u6237\u7ed9\u51fa\u7684\u6587\u672c\u6307\u4ee4\u89e3\u6790\u4e3a\u4e00\u7cfb\u5217\u5730\u6807\u3002LM-Nav \u5bfc\u822a\u7cfb\u7edf\u4e2d\u9009\u62e9\u7684 LLM \u6b63\u662f\u77e5\u540d\u7684 GPT-3 \u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u578b\uff08Vision-and-language models\uff0cVLM\uff09\u53ef\u4ee5\u5c06\u56fe\u50cf\u548c\u6587\u672c\u6240\u8868\u8fbe\u7684\u4fe1\u606f\u8fdb\u884c\u5173\u8054\u3002\u5728\u5bfc\u822a\u4efb\u52a1\u4e2d\uff0c\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u578b\u53ef\u5c06\u7528\u6237\u6307\u4ee4\u4e2d\u7684\u5730\u6807\uff0c\u4e0e\u673a\u5668\u4eba\u89c6\u89c9\u611f\u77e5\u5230\u7684\u5468\u8fb9\u73af\u5883\u8fdb\u884c\u5173\u8054\u3002\u636e\u4ecb\u7ecd\uff0c\u8be5\u7cfb\u7edf\u9009\u62e9\u7684\u89c6\u89c9\u548c\u8bed\u8a00\u6a21\u578b\u662f\u7f8e\u56fd\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u516c\u53f8 OpenAI \u7684 CLIP \u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e09\uff0c\u89c6\u89c9\u5bfc\u822a\u6a21\u578b\uff08Visual navigation models\uff0cVNM\uff09\u7528\u4e8e\u4ece\u5176\u89c6\u89c9\u89c2\u5bdf\u7684\u4fe1\u606f\u4e2d\u76f4\u63a5\u8fdb\u884c\u5bfc\u822a\u5de5\u4f5c\uff0c\u5b83\u53ef\u4ee5\u5c06\u56fe\u50cf\u548c\u4e4b\u540e\u6267\u884c\u7684\u52a8\u4f5c\u6309\u65f6\u95f4\u8fdb\u884c\u5173\u8054\u3002LM-Nav \u7cfb\u7edf\u9009\u62e9\u4e86\u52a0\u5dde\u4eba\u5de5\u667a\u80fd\u516c\u53f8 DeepAI \u7684\u76ee\u6807\u6761\u4ef6\u6a21\u578b ViNG \u4f5c\u4e3a\u89c6\u89c9\u5bfc\u822a\u6a21\u578b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u673a\u5668\u4eba\u64cd\u4f5c\u9886\u57df\uff0c\u591a\u9879\u7814\u7a76\u63d0\u51fa\u4e86\u7ed3\u5408\u73b0\u6210\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 ChatGPT\uff09\u548c\u5f00\u653e\u8bcd\u6c47\u7684\u5bf9\u8c61\u68c0\u6d4b\u5668\u7684\u4f7f\u7528\u3002\u901a\u8fc7\u5c06 LLM \u548c\u5148\u8fdb\u7684\u5bf9\u8c61\u68c0\u6d4b\u5668\u7ed3\u5408\uff0c\u65e2\u53ef\u4ee5\u7406\u89e3\u4eba\u7c7b\u6307\u4ee4\uff0c\u53c8\u80fd\u591f\u5c06\u6587\u672c\u4fe1\u606f\u4e0e\u573a\u666f\u4fe1\u606f\u8054\u7cfb\u8d77\u6765\u3002\u6b64\u5916\uff0c\u6700\u65b0\u7684\u7814\u7a76\u8fdb\u5c55\u5c55\u793a\u4e86\u5229\u7528\u9ad8\u7ea7\u591a\u6a21\u6001\u6a21\u578b\uff08\u5982 GPT-4V(ision)\uff09\u8fdb\u884c\u63d0\u793a\u5de5\u7a0b\u7684\u6f5c\u529b\u3002\u8fd9\u4e00\u6280\u672f\u4e3a\u591a\u6a21\u6001\u4efb\u52a1\u89c4\u5212\u5f00\u8f9f\u4e86\u65b0\u9014\u5f84\uff0c\u8fdb\u4e00\u6b65\u51f8\u663e\u4e86\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u5404\u79cd\u573a\u666f\u4e2d\u7684\u591a\u6837\u6027\u548c\u9002\u5e94\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-59 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"769\" data-id=\"3436\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-61.png\" alt=\"\" class=\"wp-image-3436\"\/><figcaption class=\"wp-element-caption\">\u5728GPT-4V(ision) for Robotics\u7684\u7814\u7a76\u4e2d\uff0c\u5fae\u8f6f\u63d0\u51fa\u4e86\u4e00\u79cd\u6d41\u7a0b\uff0c\u901a\u8fc7\u878d\u5408\u4eba\u7c7b\u884c\u4e3a\u7684\u89c2\u5bdf\uff0c\u589e\u5f3a\u901a\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578bGPT-4V(ision)\u7684\u80fd\u529b\uff0c\u4ee5\u4fc3\u8fdb\u673a\u5668\u4eba\u64cd\u4f5c\u7684\u5b9e\u73b0\u3002\u8be5\u7cfb\u7edf\u5206\u6790\u4eba\u7c7b\u6267\u884c\u4efb\u52a1\u7684\u89c6\u9891\uff0c\u5e76\u521b\u5efa\u53ef\u6267\u884c\u7684\u673a\u5668\u4eba\u7a0b\u5e8f\uff0c\u5176\u4e2d\u878d\u5165\u4e86\u5173\u4e8e\u7269\u4f53\u53ef\u64cd\u4f5c\u6027\u7684\u6d1e\u89c1\u3002\u8ba1\u7b97\u6d41\u7a0b\u9996\u5148\u5229\u7528GPT-4V\u5206\u6790\u89c6\u9891\uff0c\u5c06\u73af\u5883\u548c\u52a8\u4f5c\u7ec6\u8282\u8f6c\u6362\u4e3a\u6587\u672c\uff0c\u968f\u540e\u7531\u57fa\u4e8eGPT-4\u7684\u4efb\u52a1\u89c4\u5212\u5668\u5904\u7406\u8fd9\u4e9b\u4fe1\u606f\u3002\u5728\u968f\u540e\u7684\u5206\u6790\u4e2d\uff0c\u89c6\u89c9\u7cfb\u7edf\u7ed3\u5408\u4efb\u52a1\u89c4\u5212\u91cd\u65b0\u89e3\u6790\u89c6\u9891\u3002\u901a\u8fc7\u5f00\u653e\u8bcd\u6c47\u7269\u4f53\u68c0\u6d4b\u5668\uff0c\u786e\u5b9a\u7269\u4f53\u540d\u79f0\uff0c\u540c\u65f6\u5173\u6ce8\u624b\u4e0e\u7269\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ece\u800c\u8bc6\u522b\u6293\u53d6\u548c\u91ca\u653e\u7684\u5173\u952e\u65f6\u523b\u3002\u8fd9\u79cd\u65f6\u7a7a\u5173\u8054\u4f7f\u5f97\u89c6\u89c9\u7cfb\u7edf\u80fd\u591f\u8fdb\u4e00\u6b65\u6536\u96c6\u53ef\u64cd\u4f5c\u6027\u6570\u636e\uff08\u4f8b\u5982\u6293\u53d6\u7c7b\u578b\u3001\u8def\u5f84\u70b9\u548c\u8eab\u4f53\u59ff\u6001\uff09\u3002\u5b9e\u9a8c\u8986\u76d6\u591a\u4e2a\u573a\u666f\uff0c\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u5728\u96f6\u6837\u672c\u60c5\u51b5\u4e0b\u5b9e\u73b0\u57fa\u4e8e\u4eba\u7c7b\u6f14\u793a\u7684\u771f\u5b9e\u673a\u5668\u4eba\u64cd\u4f5c\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u8fd9\u4e00\u7814\u7a76\u4e3a\u673a\u5668\u4eba\u6280\u672f\u7684\u53d1\u5c55\u6ce8\u5165\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\u901a\u8fc7\u5f15\u5165VLM\uff08\u5982GPT-4V(ision)\uff09\u548c\u65f6\u7a7a\u5173\u8054\uff0c\u8fd9\u4e00\u65b9\u6cd5\u5c55\u793a\u4e86\u673a\u5668\u4eba\u4ece\u4eba\u7c7b\u6f14\u793a\u4e2d\u5b66\u4e60\u4efb\u52a1\u7684\u6f5c\u529b\uff0c\u5e76\u4e3a\u96f6\u6837\u672c\u5b66\u4e60\u63d0\u4f9b\u4e86\u521b\u65b0\u7684\u8def\u5f84\u3002\u672a\u6765\uff0c\u53ef\u4ee5\u901a\u8fc7\u7ed3\u5408\u5f3a\u5316\u5b66\u4e60\u3001\u5b9e\u65f6\u4f18\u5316\u548c\u6a21\u5757\u5316\u8bbe\u8ba1\u8fdb\u4e00\u6b65\u63d0\u5347\u7cfb\u7edf\u7684\u6548\u7387\u4e0e\u5b9e\u7528\u6027\u3002\u8fd9\u79cd\u8de8\u9886\u57df\u3001\u7075\u6d3b\u6027\u5f3a\u7684\u7cfb\u7edf\uff0c\u6b63\u662f\u4e0b\u4e00\u4ee3\u667a\u80fd\u673a\u5668\u4eba\u6240\u9700\u7684\u5173\u952e\u6280\u672f\u57fa\u7840\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Part 11 \u2014\u2014 \u9644<strong>\uff1aGPT-4V for Robotics\u63d0\u793a\u8bcd<\/strong><\/h2>\n\n\n\n<p>\u8fd9\u4e24\u4efd Prompt \u4f53\u73b0\u4e86\u5728\u673a\u5668\u4eba\u4efb\u52a1\u5b66\u4e60\u4e0e\u573a\u666f\u7406\u89e3\u4e2d\u7684\u4e24\u4e2a\u6838\u5fc3\u73af\u8282\uff1a\u4efb\u52a1\u7ffb\u8bd1\u4e0e\u573a\u666f\u5efa\u6a21\uff0c\u5c06\u590d\u6742\u4efb\u52a1\u7b80\u5316\u4e3a\u53ef\u89e3\u91ca\u3001\u53ef\u6267\u884c\u7684\u6307\u4ee4\u4e0e\u573a\u666f\u63cf\u8ff0\u3002\u76f8\u5173\u5185\u5bb9\u5728\u8bba\u6587\u4e2d\u5e76\u672a\u5c55\u5f00\uff0c\u4f46\u6211\u89c9\u5f97\u503c\u5f97\u5206\u4eab\u3001\u5b66\u4e60\u4e00\u4e0b\u3002<\/p>\n\n\n\n<p>\u539f\u6587\u8be6\u89c1\uff1ahttps:\/\/microsoft.github.io\/GPT4Vision-Robot-Manipulation-Prompts\/<\/p>\n\n\n\n<p><strong>Video Analyzer<\/strong><\/p>\n\n\n\n<p>\u7528\u4e8e\u4ece\u4eba\u7c7b\u6267\u884c\u4efb\u52a1\u7684\u89c6\u9891\u4e2d<strong>\u751f\u6210\u6587\u672c\u6307\u4ee4<\/strong>\u7684\u63d0\u793a\u8bcd<\/p>\n\n\n\n<p><code>\u4ee5\u4e0b\u63d0\u793a\u7528\u4e8e\u4ece\u4e00\u6bb5\u4eba\u7c7b\u6267\u884c\u4efb\u52a1\u7684\u89c6\u9891\u4e2d\u751f\u6210\u4e00\u6761\u6587\u672c\u6307\u4ee4\u3002<\/code><code><br><\/code><code>\u8fd9\u4e9b\u662f\u89c6\u9891\u7684\u5e27\u753b\u9762\uff0c\u5c55\u793a\u4e86\u4eba\u7c7b\u6b63\u5728\u8fdb\u884c\u67d0\u9879\u64cd\u4f5c\u3002\u8bf7\u7406\u89e3\u8fd9\u4e9b\u753b\u9762\u5e76\u751f\u6210\u4e00\u53e5\u8bdd\u7684\u6307\u4ee4\uff0c\u4ee5\u4f9b\u4eba\u7c7b\u7528\u6765\u547d\u4ee4\u673a\u5668\u4eba\u6267\u884c\u8fd9\u4e9b\u64cd\u4f5c\u3002<\/code><code>\u4f5c\u4e3a\u53c2\u8003\uff0c\u5fc5\u8981\u4e14\u5145\u5206\u7684\u4eba\u7c7b\u64cd\u4f5c\u5b9a\u4e49\u5982\u4e0b\uff1a<\/code><code><br><\/code><code>HUMAN ACTION LIST<\/code><code><br><\/code><code> Grab(arg1): \u6293\u53d6 arg1\u3002<\/code><code> \u524d\u63d0\u6761\u4ef6\uff1aarg1 \u5728\u53ef\u89e6\u53ca\u7684\u8ddd\u79bb\u5185\u3002\u6ca1\u6709\u4efb\u4f55\u7269\u4f53\u88ab\u6301\u6709\uff08\u5373 BEING_GRABBED\uff09\u3002<\/code><code> \u540e\u7f6e\u6761\u4ef6\uff1aarg1 \u88ab\u6301\u6709\uff08\u5373 BEING_GRABBED\uff09\u3002<\/code><code><br><\/code><code> MoveHand(arg1): \u5c06\u673a\u5668\u4eba\u7684\u624b\u79fb\u5411 arg1\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u5bf9 arg1 \u6267\u884c\u64cd\u4f5c\u3002arg1 \u662f\u5bf9\u624b\u76ee\u6807\u4f4d\u7f6e\u7684\u63cf\u8ff0\uff0c\u4f8b\u5982\u201c\u9760\u8fd1\u684c\u5b50\u201d\u6216\u201c\u5728\u76d2\u5b50\u4e0a\u65b9\u201d\u3002<\/code><code><br><\/code><code> Release(arg1): \u91ca\u653e arg1\u3002<\/code><code> \u524d\u63d0\u6761\u4ef6\uff1aarg1 \u6b63\u88ab\u6301\u6709\uff08\u5373 BEING_GRABBED\uff09\u3002<\/code><code> \u540e\u7f6e\u6761\u4ef6\uff1aarg1 \u88ab\u91ca\u653e\uff08\u5373\u4e0d\u518d\u4e3a BEING_GRABBED\uff09\u3002<\/code><code><br><\/code><code> PickUp(arg1): \u63d0\u8d77 arg1\u3002<\/code><code> \u524d\u63d0\u6761\u4ef6\uff1aarg1 \u6b63\u88ab\u6301\u6709\uff08\u5373 BEING_GRABBED\uff09\u3002<\/code><code> \u540e\u7f6e\u6761\u4ef6\uff1aarg1 \u4ecd\u7136\u88ab\u6301\u6709\uff08\u5373 BEING_GRABBED\uff09\u3002<\/code><code><br><\/code><code> Put(arg1, arg2): \u5c06 arg1 \u653e\u7f6e\u5728 arg2 \u4e0a\u3002<\/code><code> \u524d\u63d0\u6761\u4ef6\uff1aarg1 \u6b63\u88ab\u6301\u6709\uff08\u5373 BEING_GRABBED\uff09\u3002<\/code><code> \u540e\u7f6e\u6761\u4ef6\uff1aarg1 \u88ab\u653e\u7f6e\u5728 arg2 \u4e0a\uff08\u540c\u65f6\u4ecd\u7136\u88ab\u6301\u6709\uff09\u3002<\/code><code><br><\/code><code>\u56de\u5e94\u5f62\u5f0f\uff1a<\/code><code>\u6307\u4ee4\u5e94\u4ee5\u4eba\u7c7b\u5bf9\u4eba\u7c7b\u7684\u4ea4\u6d41\u5f62\u5f0f\u751f\u6210\uff08\u5373\uff0c\u4e0d\u8981\u76f4\u63a5\u4f7f\u7528\u4e0a\u8ff0\u51fd\u6570\u540d\u79f0\uff09\u3002\u56de\u5e94\u4e2d\u4ec5\u5305\u542b\u4e00\u53e5\u8bdd\u6307\u4ee4\uff0c\u4e0d\u8981\u5305\u542b\u4efb\u4f55\u89e3\u91ca\u6027\u6587\u5b57\uff08\u4f8b\u5982\uff0c\u4e0d\u8981\u5305\u542b\u8bf8\u5982\u201c\u4ee5\u4e0b\u662f\u5206\u6b65\u8bf4\u660e\u201d\u7684\u53e5\u5b50\uff09\u3002<\/code><\/p>\n\n\n\n<p><strong>Scene Analyzer<\/strong><\/p>\n\n\n\n<p>\u7528\u4e8e\u4ece\u4eba\u7c7b\u6267\u884c\u4efb\u52a1\u7684\u89c6\u9891\u4e2d<strong>\u751f\u6210\u573a\u666f\u63cf\u8ff0<\/strong>\u7684\u63d0\u793a\u8bcd<\/p>\n\n\n\n<p><code>\u4ee5\u4e0b\u63d0\u793a\u7528\u4e8e\u4ece\u4e00\u6bb5\u4eba\u7c7b\u6267\u884c\u4efb\u52a1\u7684\u89c6\u9891\u4e2d\u751f\u6210\u573a\u666f\u63cf\u8ff0\u3002GPT-4V \u7684\u8f93\u5165\u4e3a\u6587\u672c\u6307\u4ee4\uff08\u5728\u63d0\u793a\u4e2d\u7528 \u201c[ACTION]\u201d \u66ff\u4ee3\uff09\u548c\u89c6\u9891\u7684\u7b2c\u4e00\u5e27\u753b\u9762\u3002<br>\u63d0\u793a\uff1a\u8fd9\u662f\u4e00\u6bb5\u5c55\u793a\u4eba\u7c7b\u6b63\u5728\u6267\u884c\u201c[ACTION]\u201d\u7684\u573a\u666f\u3002\u8bf7\u7406\u89e3\u8be5\u573a\u666f\u5e76\u751f\u6210\u573a\u666f\u63cf\u8ff0\uff0c\u4ee5\u8f85\u52a9\u4efb\u52a1\u89c4\u5212\u3002<br>\u573a\u666f\u73af\u5883\u4fe1\u606f\u4ee5 Python \u5b57\u5178\u5f62\u5f0f\u63d0\u4f9b\u3002\u4f8b\u5982\uff1a{ \"objects\": [ \"&lt;cup&gt;\", \"&lt;office_table&gt;\" ], \"object_properties\": { \"&lt;cup&gt;\": [\"GRABBABLE\"], \"&lt;office_table&gt;\": [] }, \"spatial_relations\": { \"&lt;cup&gt;\": [\"on(&lt;office_table&gt;)\"], \"&lt;office_table&gt;\": [] }, \"your_explanation\": \"\u4eba\u7c7b\u6b63\u5728\u4ece\u529e\u516c\u684c\u4e0a\u62fe\u8d77\u676f\u5b50\u5e76\u5c06\u5176\u653e\u56de\u684c\u9762\u3002\u6211\u7701\u7565\u4e86\u684c\u4e0a\u7684\u679c\u6c41\uff0c\u56e0\u4e3a\u5b83\u6ca1\u6709\u88ab\u64cd\u63a7\u3002\"}<br>\u5b57\u6bb5\u8bf4\u660e\uff1a<br>objects \u5b57\u6bb5\u8868\u793a\u7269\u4f53\u5217\u8868\u3002\u5c06\u7269\u4f53\u540d\u79f0\u7528\u5c16\u62ec\u53f7 &lt;&gt; \u5305\u56f4\uff0c\u8bcd\u4e4b\u95f4\u7528\u4e0b\u5212\u7ebf\u8fde\u63a5\uff0c\u4e14\u4e0d\u5305\u542b\u7a7a\u683c\u3002\u4e0d\u8981\u5c06\u4eba\u7c7b\u7eb3\u5165\u7269\u4f53\u5217\u8868\u3002object_properties \u5b57\u6bb5\u8868\u793a\u7269\u4f53\u7684\u5c5e\u6027\u3002\u7269\u4f53\u5177\u6709\u4ee5\u4e0b\u5c5e\u6027\uff1aGRABBABLE\uff1a\u5982\u679c\u7269\u4f53\u5177\u6709\u6b64\u5c5e\u6027\uff0c\u5219\u5b83\u53ef\u4ee5\u88ab\u673a\u5668\u4eba\u6293\u53d6\u3002spatial_relations \u5b57\u6bb5\u8868\u793a\u7269\u4f53\u4e4b\u95f4\u7684\u7a7a\u95f4\u5173\u7cfb\u3002\u4ec5\u4f7f\u7528\u4ee5\u4e0b\u51fd\u6570\u63cf\u8ff0\u8fd9\u4e9b\u5173\u7cfb\uff1ainside()on() \u4f8b\u5982\uff0c\u201con(&lt;office_table&gt;)\u201d \u8868\u793a\u8be5\u7269\u4f53\u88ab\u653e\u7f6e\u5728\u529e\u516c\u684c\u4e0a\u3002\u5ffd\u7565\u672a\u5728\u6b64\u5217\u8868\u4e2d\u5217\u51fa\u7684\u7a7a\u95f4\u5173\u7cfb\u3002<br>\u6ce8\u610f\u4e8b\u9879\uff1a<br> \u4ec5\u5173\u6ce8\u4e0e\u4eba\u7c7b\u64cd\u4f5c\u76f8\u5173\u7684\u7269\u4f53\uff0c\u5ffd\u7565\u672a\u88ab\u64cd\u63a7\u6216\u672a\u6d89\u53ca\u4efb\u52a1\u7684\u7269\u4f53\u3002\u5728 \"your_explanation\" \u5b57\u6bb5\u4e2d\u89e3\u91ca\u4f60\u6240\u5305\u542b\u548c\u7701\u7565\u7684\u5185\u5bb9\u53ca\u539f\u56e0\u3002 \u54cd\u5e94\u5e94\u4ec5\u5305\u542b Python \u5b57\u5178\uff0c\u4e0d\u5305\u542b\u4efb\u4f55\u89e3\u91ca\u6027\u6587\u5b57\uff08\u4f8b\u5982\uff0c\u4e0d\u8981\u5305\u542b\u8bf8\u5982\u201c\u4ee5\u4e0b\u662f\u73af\u5883\u4fe1\u606f\u201d\u7684\u53e5\u5b50\uff09\u3002 \u5728\u54cd\u5e94\u5f00\u5934\u63d2\u5165 \u201cpython\u201d\uff0c\u5e76\u5728\u672b\u5c3e\u63d2\u5165 \u201c\u201d\u3002<\/code><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><br><strong>12\u2014\u901a\u7528\u578b\u667a\u80fd\u4f53\uff1a\u9002\u5e94\u591a\u573a\u666f\u7684\u901a<\/strong><\/h2>\n\n\n\n<p>\u901a\u7528\u578b\u667a\u80fd\u4f53\uff08Generalist Agents, GAs\uff09\u662f\u4e00\u7c7b\u80fd\u591f\u5904\u7406\u591a\u79cd\u4efb\u52a1\u3001\u9002\u5e94\u591a\u79cd\u73af\u5883\u7684AI\u3002\u8fd9\u4e9b\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ul>\n<li>\u591a\u6a21\u6001\u80fd\u529b\uff1a\u80fd\u591f\u540c\u65f6\u5904\u7406\u8bed\u8a00\u3001\u56fe\u50cf\u3001\u52a8\u4f5c\u7b49\u591a\u79cd\u8f93\u5165\u3002<\/li>\n\n\n\n<li>\u81ea\u7136\u4ea4\u4e92\uff1a\u5177\u5907\u4e0e\u7528\u6237\u65e0\u7f1d\u5bf9\u8bdd\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5927\u578b\u57fa\u7840\u6a21\u578b\u548c\u4ea4\u4e92\u5f0fAI\u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u4e3a\u901a\u7528\u667a\u80fd\u4f53\u8d4b\u4e88\u4e86\u65b0\u7684\u529f\u80fd\u3002\u7136\u800c\uff0c\u901a\u7528\u667a\u80fd\u4f53\u82e5\u8981\u5bf9\u7528\u6237\u771f\u6b63\u6709\u4ef7\u503c\uff0c\u5fc5\u987b\u5177\u5907\u81ea\u7136\u7684\u4ea4\u4e92\u80fd\u529b\uff0c\u5e76\u80fd\u591f\u9002\u5e94\u5e7f\u6cdb\u7684\u4e0a\u4e0b\u6587\u548c\u6a21\u6001\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5c06\u5728\u4e0b\u4e00\u7bc7\uff08\u8bba\u6587\u7684\u7b2c6\u7ae0\uff09\u518d\u8be6\u7ec6\u8ba8\u8bba\u4e0e\u901a\u7528\u667a\u80fd\u4f53\u57fa\u7840AI\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u7279\u522b\u662f\u591a\u6a21\u6001\u667a\u80fd\u4f53AI\uff08Multimodal Agent AI, MMA\uff09\u8fd9\u4e2a\u9886\u57df\uff1a\u4f8b\u5982\u7528\u6237\u884c\u4e3a\u9884\u6d4b\u548c\u7ea6\u675f\u573a\u666f\u4e0b\u7684\u4efb\u52a1\u89c4\u5212\uff08\u5982MindAgent\uff09\u3001\u7ec6\u7c92\u5ea6\u591a\u6a21\u6001\u89c6\u9891\u7406\u89e3\u3001\u673a\u5668\u4eba\u6280\u672f\uff0c\u6216\u662f\u80fd\u591f\u7ed3\u5408\u77e5\u8bc6\u53cd\u9988\u4e3a\u7528\u6237\u63d0\u4f9b\u804a\u5929\u966a\u4f34\uff08\u5982\u533b\u7597\u7cfb\u7edf\u7684\u5728\u7ebf\u5ba2\u670d\uff09\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u7684\u7814\u7a76\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u4ee5\u4e0b\u4e3b\u9898\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4e3b\u8981\u4e3b\u9898\uff1a\u591a\u6a21\u6001Agent AI\u3001\u901a\u7528\u578bAgent AI<\/li>\n\n\n\n<li>\u6b21\u8981\u4e3b\u9898\uff1a\u5177\u8eab\u667a\u80fd\u4f53\u3001\u884c\u52a8\u667a\u80fd\u4f53\u3001\u57fa\u4e8e\u8bed\u8a00\u7684\u667a\u80fd\u4f53\u3001\u89c6\u89c9\u4e0e\u8bed\u8a00\u667a\u80fd\u4f53\u3001\u77e5\u8bc6\u4e0e\u63a8\u7406\u667a\u80fd\u4f53\u3001\u6e38\u620f\u667a\u80fd\u4f53\u3001\u673a\u5668\u4eba\u6280\u672f\u3001\u533b\u7597\u9886\u57df\u667a\u80fd\u4f53\u7b49<\/li>\n\n\n\n<li>\u5ef6\u4f38\u4e3b\u9898\uff1a\u89c6\u89c9\u5bfc\u822a\u3001\u6a21\u62df\u73af\u5883\u3001\u73af\u5883\u91cd\u6784\u3001\u667a\u80fd\u4f53\u57fa\u7840\u6a21\u578b\u3001VR\/AR\/MR\u3001\u5177\u8eab\u89c6\u89c9\u4e0e\u8bed\u8a00\u667a\u80fd\u4f53<\/li>\n<\/ul>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u5217\u51fa\u51e0\u79cd\u4ee3\u8868\u6027\u667a\u80fd\u4f53\u7c7b\u522b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><br><strong>13\u2014\u5177\u8eab\u667a\u80fd\u4f53\uff1a\u8d4b\u4e88AI\u201c\u884c\u52a8\u529b\u201d<\/strong><\/h2>\n\n\n\n<p>\u5177\u8eab\u667a\u80fd\u4f53\uff08Embodied Agents\uff09\u5c06AI\u6280\u672f\u5ef6\u4f38\u5230\u7269\u7406\u4e16\u754c\uff0c\u76ee\u6807\u662f\u521b\u9020\u80fd\u591f\u5b66\u4e60\u5e76\u521b\u9020\u6027\u89e3\u51b3\u590d\u6742\u4ea4\u4e92\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u3002\u8fd9\u4e9b\u667a\u80fd\u4f53\u5728\u673a\u5668\u4eba\u6280\u672f\u548c\u865a\u62df\u73af\u5883\u4e2d\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"810\" height=\"345\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-63.png\" alt=\"\" class=\"wp-image-3437\"\/><\/figure><\/div>\n\n\n<p>\u5177\u8eab\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ul>\n<li>\u611f\u77e5\u73af\u5883\uff1a\u5229\u7528\u4f20\u611f\u5668\uff08\u5982\u6444\u50cf\u5934\u3001\u9ea6\u514b\u98ce\u3001\u6fc0\u5149\u96f7\u8fbe\u7b49\uff09\u611f\u77e5\u5468\u56f4\u7684\u7269\u7406\u73af\u5883\u6216\u865a\u62df\u73af\u5883\u3002<\/li>\n\n\n\n<li>\u51b3\u7b56\u4e0e\u8ba1\u5212\uff1a\u57fa\u4e8e\u611f\u77e5\u7684\u4fe1\u606f\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u89c4\u5212\u7b97\u6cd5\u6216\u5b66\u4e60\u6a21\u578b\u51b3\u5b9a\u4e0b\u4e00\u6b65\u884c\u52a8\u3002<\/li>\n\n\n\n<li>\u6267\u884c\u52a8\u4f5c\uff1a\u901a\u8fc7\u673a\u68b0\u81c2\u3001\u673a\u5668\u4eba\u79fb\u52a8\u5355\u5143\u6216\u865a\u62df\u89d2\u8272\u52a8\u4f5c\uff0c\u5b9e\u73b0\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5c3d\u7ba1\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\uff0c\u4f46\u6df1\u5ea6\u5b66\u4e60\u7684\u91cd\u8981\u8fdb\u5c55\u4ee5\u53caImageNet\u7b49\u5927\u578b\u6570\u636e\u96c6\u7684\u53ef\u7528\u6027\uff0c\u4f7f\u5f97\u8bb8\u591a\u8fc7\u53bb\u88ab\u8ba4\u4e3a\u96be\u4ee5\u653b\u514b\u7684AI\u4efb\u52a1\u8fbe\u5230\u4e86\u8d85\u4eba\u8868\u73b0\u3002\u4f8b\u5982\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u8bed\u97f3\u8bc6\u522b\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5df2\u5728\u8bed\u8a00\u7ffb\u8bd1\u548c\u56fe\u50cf\u5206\u7c7b\u7b49\u88ab\u52a8\u8f93\u5165-\u8f93\u51fa\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u98a0\u8986\u6027\u7684\u9769\u547d\uff0c\u800c\u5f3a\u5316\u5b66\u4e60\u5728\u6e38\u620f\u5bf9\u6218\u7b49\u4ea4\u4e92\u6027\u4efb\u52a1\u4e2d\u4e5f\u53d6\u5f97\u4e86\u4e16\u754c\u7ea7\u8868\u73b0\u3002\u8fd9\u4e9b\u8fdb\u5c55\u5927\u5927\u63a8\u52a8\u4e86\u5177\u8eabAI\u7684\u53d1\u5c55\uff0c\u4f7f\u5f97\u66f4\u591a\u7528\u6237\u53ef\u4ee5\u5feb\u901f\u5f00\u53d1\u80fd\u591f\u4e0e\u673a\u5668\u4e92\u52a8\u7684\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p><strong>\u884c\u52a8\u667a\u80fd\u4f53<\/strong><\/p>\n\n\n\n<p>\u884c\u52a8\u667a\u80fd\u4f53\uff08Action 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class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-61 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"947\" height=\"695\" data-id=\"3438\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-65.png\" alt=\"\" class=\"wp-image-3438\"\/><figcaption class=\"wp-element-caption\">Meta\u5f00\u53d1\u7684Diplomacy AI\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4e0e\u5f3a\u5316\u5b66\u4e60\u7684\u7ed3\u5408\uff0c\u5b9e\u73b0\u4e86\u63a5\u8fd1\u4eba\u7c7b\u6c34\u5e73\u7684\u8868\u73b0\u3002\u4ed6\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u540d\u4e3aCICERO \u7684\u667a\u80fd\u4f53\uff0c\u5176\u6838\u5fc3\u662f\u53ef\u63a7\u7684\u5916\u4ea4\u5bf9\u8bdd\u6a21\u578b\u548c\u6218\u7565\u63a8\u7406\u5f15\u64ce\u3002\u5728\u6e38\u620f\u7684\u6bcf\u4e2a\u9636\u6bb5\uff0cCICERO 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1<\/strong>\u5229\u7528\u68cb\u76d8\u72b6\u6001\u548c\u5f53\u524d\u5bf9\u8bdd\uff0cCICERO\u5bf9\u6bcf\u4e2a\u4eba\u5c06\u8981\u505a\u4ec0\u4e48\u505a\u51fa\u521d\u6b65\u9884\u6d4b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"277\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-69.png\" alt=\"\" class=\"wp-image-3442\"\/><\/figure><\/div>\n\n\n<p><strong>\u7b2c 2 \u6b65<\/strong>CICERO \u4f7f\u7528\u89c4\u5212\u53cd\u590d\u7ec6\u5316\u8be5\u9884\u6d4b\uff0c\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u9884\u6d4b\u4e3a\u81ea\u5df1\u53ca\u5176\u5408\u4f5c\u4f19\u4f34\u5f62\u6210\u610f\u56fe\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"534\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-66-1.png\" alt=\"\" class=\"wp-image-3441\"\/><\/figure><\/div>\n\n\n<p><strong>\u6b65\u9aa43<\/strong>\u6839\u636e\u68cb\u76d8\u72b6\u6001\u3001\u5bf9\u8bdd\u53ca\u5176\u610f\u56fe\u751f\u6210\u591a\u6761\u5019\u9009\u6d88\u606f\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"546\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-68.png\" alt=\"\" class=\"wp-image-3444\"\/><\/figure><\/div>\n\n\n<p><strong>\u6b65\u9aa44<\/strong>\u8fc7\u6ee4\u5019\u9009\u4fe1\u606f\u4ee5\u51cf\u5c11\u65e0\u610f\u4e49\u7684\u4fe1\u606f\uff0c\u6700\u5927\u5316\u4ef7\u503c\uff0c\u5e76\u786e\u4fdd\u4e0e\u6211\u4eec\u7684\u610f\u56fe\u4e00\u81f4\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"425\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-64.png\" alt=\"\" class=\"wp-image-3445\"\/><\/figure><\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6b64\u5916\uff0c\u4e5f\u6709\u4e00\u4e9b\u573a\u666f\u4e2d\uff0c\u667a\u80fd\u4f53\u5e76\u4e0d\u8ffd\u6c42\u7279\u5b9a\u76ee\u6807\uff0c\u800c\u662f\u4f5c\u4e3a\u57ce\u9547\u4e2d\u7684\u666e\u901a\u5c45\u6c11\u6d3b\u52a8\uff1a.<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-63 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"882\" height=\"472\" data-id=\"3446\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-67.png\" alt=\"\" class=\"wp-image-3446\"\/><figcaption class=\"wp-element-caption\">\u5728\u865a\u62df\u5c0f\u9547\u4e2d\uff0c\u667a\u80fd\u4f53\u6a21\u62df\u65e5\u5e38\u751f\u6d3b\u884c\u4e3a\uff0c\u4f7f\u4ea4\u4e92\u66f4\u8d34\u8fd1\u4eba\u7c7b\u4f53\u9a8c\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u57fa\u7840\u6a21\u578b\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u56e0\u4e3a\u5b83\u4eec\u80fd\u591f\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u884c\u4e3a\u4f7f\u4e92\u52a8\u66f4\u52a0\u81ea\u7136\u3002\u5f53\u7ed3\u5408\u5916\u90e8\u8bb0\u5fc6\u65f6\uff0c\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u751f\u6210\u5177\u6709\u771f\u5b9e\u611f\u7684\u667a\u80fd\u4f53\uff0c\u5b83\u4eec\u53ef\u4ee5\u8fdb\u884c\u5bf9\u8bdd\u3001\u5b89\u6392\u65e5\u5e38\u8ba1\u5212\u3001\u5efa\u7acb\u5173\u7cfb\u5e76\u62e5\u6709\u865a\u62df\u751f\u6d3b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"394\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-71.png\" alt=\"\" class=\"wp-image-3447\"\/><figcaption class=\"wp-element-caption\">\u865a\u62df\u5c0f\u9547\u7684\u751f\u6210\u5f0fAgents\u67b6\u6784\uff1aAgent\u611f\u77e5\u5176\u73af\u5883\uff0c\u6240\u6709\u611f\u77e5\u90fd\u4fdd\u5b58\u5728\u667a\u80fd\u4f53\u7ecf\u9a8c\u7684\u5168\u9762\u8bb0\u5f55\u4e2d\uff0c\u79f0\u4e3a\u8bb0\u5fc6\u6d41\u3002\u57fa\u4e8e\u5176\u611f\u77e5\uff0c\u8be5\u67b6\u6784\u68c0\u7d22\u76f8\u5173\u8bb0\u5fc6\uff0c\u5e76\u4f7f\u7528\u68c0\u7d22\u5230\u7684\u52a8\u4f5c\u786e\u5b9a\u52a8\u4f5c\u3002\u8fd9\u4e9b\u68c0\u7d22\u5230\u7684\u8bb0\u5fc6\u8fd8\u7528\u4e8e\u5f62\u6210\u957f\u671f\u8ba1\u5212\u548c\u521b\u5efa\u66f4\u9ad8\u5c42\u6b21\u7684\u53cd\u601d\uff0c\u4e24\u8005\u90fd\u8fdb\u5165\u8bb0\u5fc6\u6d41\u4ee5\u4f9b\u5c06\u6765\u4f7f\u7528<\/figcaption><\/figure><\/div>\n\n\n<p><strong>\uff082\uff09\u673a\u5668\u4eba\u6280\u672f<\/strong><\/p>\n\n\n\n<p>\u673a\u5668\u4eba\u6280\u672f\u4e2d\u7684\u884c\u52a8\u667a\u80fd\u4f53\u80fd\u591f\u4e0e\u73b0\u5b9e\u73af\u5883\u4e2d\u7684\u7269\u4f53\u4ea4\u4e92\uff0c\u4f8b\u5982\u5b8c\u6210\u64cd\u4f5c\u4efb\u52a1\u3001\u6267\u884c\u6307\u4ee4\u7b49\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"830\" height=\"357\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-73.png\" alt=\"\" class=\"wp-image-3448\"\/><\/figure><\/div>\n\n\n<p><strong>\u4ea4\u4e92\u667a\u80fd\u4f53<\/strong><\/p>\n\n\n\n<p>\u4ea4\u4e92\u667a\u80fd\u4f53\uff08Interactive Agents\uff09\u662f\u66f4\u5e7f\u6cdb\u7684\u667a\u80fd\u4f53\u7c7b\u522b\uff0c\u4e0d\u4ec5\u5305\u62ec\u884c\u52a8\u667a\u80fd\u4f53\uff0c\u8fd8\u5305\u62ec\u901a\u8fc7\u975e\u7269\u7406\u65b9\u5f0f\u8fdb\u884c\u4fe1\u606f\u4ea4\u6d41\u7684\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5177\u8eab\u4ea4\u4e92\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u5bf9\u8bdd\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\uff0c\u6216\u5e2e\u52a9\u7528\u6237\u89e3\u6790\u73b0\u6709\u4fe1\u606f\uff08\u7c7b\u4f3c\u4e8e\u804a\u5929\u673a\u5668\u4eba\uff09\u3002\u901a\u8fc7\u6269\u5c55\u667a\u80fd\u4f53\u7684\u80fd\u529b\u4ee5\u5305\u542b\u4fe1\u606f\u5171\u4eab\uff0cAgent AI\u7684\u6838\u5fc3\u8bbe\u8ba1\u548c\u7b97\u6cd5\u53ef\u4ee5\u9002\u5e94\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f\uff0c\u5982\u8bca\u65ad\u578b\u667a\u80fd\u4f53<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"949\" height=\"725\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-70.png\" alt=\"\" class=\"wp-image-3449\"\/><\/figure><\/div>\n\n\n<p>\u548c\u77e5\u8bc6\u68c0\u7d22\u578b\u667a\u80fd\u4f53\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"831\" height=\"239\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-74.png\" alt=\"\" class=\"wp-image-3450\"\/><\/figure><\/div>\n\n\n<p>\u5c31\u5b9e\u9645\u5e94\u7528\u573a\u666f\u800c\u8a00\uff0c\u5177\u8eab\u667a\u80fd\u4f53\uff08\u4e3b\u8981\u662f\u673a\u5668\u4eba\uff1f\uff09\u672a\u6765\u4e00\u5b9a\u5927\u6709\u53ef\u4e3a\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<p>1. \u5bb6\u5ead\u670d\u52a1\u673a\u5668\u4eba\uff0c\u5e2e\u52a9\u5b8c\u6210\u5bb6\u52a1\u4efb\u52a1\uff0c\u5982\u6e05\u6d01\u3001\u642c\u8fd0\u7269\u54c1\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"489\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-76.png\" alt=\"\" class=\"wp-image-3451\"\/><\/figure><\/div>\n\n\n<p>2. \u533b\u7597\u4e0e\u62a4\u7406\uff0c\u534f\u52a9\u8001\u5e74\u4eba\u6216\u75c5\u60a3\u5b8c\u6210\u65e5\u5e38\u751f\u6d3b\u6d3b\u52a8\uff0c\u5177\u8eab\u667a\u80fd\u4f53\u53ef\u4ee5\u5e2e\u52a9\u62ff\u53d6\u7269\u54c1\u3001\u6276\u6301\u75c5\u60a3\u79fb\u52a8\u6216\u76d1\u6d4b\u5065\u5eb7\u72b6\u51b5\u3002<\/p>\n\n\n\n<p>3. 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class=\"wp-block-heading\"><br><strong>14\u2014\u6a21\u62df\u73af\u5883\u667a\u80fd\u4f53\uff1a\u8bd5\u9a8c\u4e0e\u5b66\u4e60\u7684\u4f4e\u6210\u672c\u89e3\u51b3\u65b9\u6848<\/strong><\/h2>\n\n\n\n<p>\u6a21\u62df\u73af\u5883\u667a\u80fd\u4f53\u662f\u4e00\u79cd\u4e13\u6ce8\u4e8e\u5728\u865a\u62df\u73af\u5883\u4e2d\u5b66\u4e60\u3001\u6d4b\u8bd5\u548c\u6267\u884c\u4efb\u52a1\u7684AI\u3002\u8fd9\u7c7b\u667a\u80fd\u4f53\u901a\u8fc7\u4e0e\u6a21\u62df\u73af\u5883\u4ea4\u4e92\uff0c\u5b66\u4e60\u5982\u4f55\u5e94\u5bf9\u590d\u6742\u4efb\u52a1\uff0c\u540c\u65f6\u907f\u514d\u73b0\u5b9e\u4e2d\u7684\u9ad8\u98ce\u9669\u6216\u9ad8\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8ba9AI\u667a\u80fd\u4f53\u5b66\u4e60\u5982\u4f55\u5728\u73af\u5883\u4e2d\u884c\u52a8\uff0c\u4e00\u4e2a\u6709\u6548\u7684\u65b9\u6cd5\u662f\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u7ecf\u5386\u8bd5\u9519\u8fc7\u7a0b\u3002\u4f8b\u5982\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u9700\u8981\u5927\u91cf\u5931\u8d25\u7ecf\u9a8c\u6765\u8bad\u7ec3\u667a\u80fd\u4f53\u3002\u5728\u8bb8\u591a\u9ad8\u98ce\u9669\u6216\u9ad8\u6210\u672c\u7684\u573a\u666f\u4e2d\uff08\u4f8b\u5982\u81ea\u52a8\u9a7e\u9a76\u3001\u6df1\u6d77\u8bbe\u5907\uff09\uff0c\u6a21\u62df\u73af\u5883\uff08Simulation Environments\uff09\u4e3a\u667a\u80fd\u4f53\u5b66\u4e60\u63d0\u4f9b\u4e86\u5b89\u5168\u7684\u8bd5\u9a8c\u7530\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4f7f\u7528\u6a21\u62df\u5668\u8fdb\u884c\u7b56\u7565\u5b66\u4e60\u662f\u4e00\u79cd\u5e38\u89c1\u7684\u65b9\u6cd5\u3002\u5df2\u6709\u7684\u63a2\u7d22\u548c\u7814\u7a76\u4e2d\u63d0\u51fa\u4e86\u8bb8\u591a\u7528\u4e8e\u5177\u8eabAI\u7684\u6a21\u62df\u5e73\u53f0\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<p>Habitat\uff1a\u63d0\u4f9b3D\u5ba4\u5185\u73af\u5883\uff0c\u652f\u6301\u4eba\u7c7b\u6216\u673a\u5668\u4eba\u667a\u80fd\u4f53\u6267\u884c\u5bfc\u822a\u3001\u6307\u4ee4\u8ddf\u968f\u3001\u95ee\u7b54\u7b49\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-65 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"382\" data-id=\"3452\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-72.png\" alt=\"\" class=\"wp-image-3452\"\/><figcaption class=\"wp-element-caption\">Habitat 3.0\uff1a\u4e00\u4e2a\u5b9e\u4f53 AI\u6846\u67b6\uff0c\u65e8\u5728\u4fc3\u8fdb\u5728\u5e7f\u6cdb\u7684\u5ba4\u5185\u73af\u5883\u4e2d\u6a21\u62df\u4eba\u7c7b\u5316\u8eab\u548c\u673a\u5668\u4ebaAgent<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>VirtualHome\uff1a\u652f\u6301\u865a\u62df\u4eba\u7c7b\u89d2\u8272\u57283D\u5ba4\u5185\u73af\u5883\u4e2d\u6267\u884c\u7269\u4f53\u64cd\u4f5c\u4efb\u52a1\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1005\" height=\"566\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-75.png\" alt=\"\" class=\"wp-image-3453\"\/><\/figure><\/div>\n\n\n<p>Overcooked-AI\uff1a\u8bbe\u8ba1\u7528\u4e8e\u7814\u7a76\u4eba\u673a\u534f\u4f5c\u4efb\u52a1\u7684\u57fa\u51c6\u73af\u5883\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"288\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-77.png\" alt=\"\" class=\"wp-image-3454\"\/><\/figure><\/div>\n\n\n<p>\u5176\u4ed6\u7814\u7a76\u5219\u8fdb\u4e00\u6b65\u63a2\u7d22\u4e86\u8d85\u8d8a\u667a\u80fd\u4f53\u4e0e\u73af\u5883\u4e92\u52a8\u7684\u9886\u57df\uff0c\u4f8b\u5982\u7ed3\u5408\u4eba\u7c7b\u5e72\u9884\u3002\u8fd9\u4e9b\u6a21\u62df\u5668\u6709\u52a9\u4e8e\u667a\u80fd\u4f53\u5728\u6d89\u53ca\u4eba\u673a\u4ea4\u4e92\u7684\u5b9e\u9645\u573a\u666f\u4e2d\u5b66\u4e60\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5b66\u4e60\u7b56\u7565\u7684\u8fc7\u7a0b\u9700\u8981\u6a21\u62df\u5668\u4e2d\u96c6\u6210\u7279\u5b9a\u529f\u80fd\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul>\n<li>\u57fa\u4e8e\u56fe\u50cf\u7684\u7b56\u7565\u5b66\u4e60\uff1a\u4e3a\u4e86\u9002\u5e94\u771f\u5b9e\u73af\u5883\uff0c\u901a\u5e38\u9700\u8981\u903c\u771f\u7684\u6e32\u67d3\u5f15\u64ce\u3002\u901a\u8fc7\u903c\u771f\u7684\u56fe\u50cf\u751f\u6210\uff0c\u6a21\u62df\u5668\u80fd\u591f\u53cd\u6620\u5404\u79cd\u6761\u4ef6\uff08\u5982\u5149\u7167\u73af\u5883\uff09\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"672\" height=\"218\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-80.png\" alt=\"\" class=\"wp-image-3455\"\/><\/figure><\/div>\n\n\n<ul>\n<li>\u7269\u7406\u5f15\u64ce\uff1a\u7528\u4e8e\u6a21\u62df\u4e0e\u7269\u4f53\u7684\u7269\u7406\u4ea4\u4e92\u3002\u96c6\u6210\u7269\u7406\u5f15\u64ce\u7684\u6a21\u62df\u5668\u5df2\u7ecf\u8bc1\u660e\u80fd\u591f\u57f9\u517b\u53ef\u5e94\u7528\u4e8e\u73b0\u5b9e\u4e16\u754c\u7684\u6280\u80fd\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"807\" height=\"424\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-82.png\" alt=\"\" class=\"wp-image-3456\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><strong>15\u2014\u751f\u6210\u5f0f\u667a\u80fd\u4f53\uff1a\u91cd\u5851\u521b\u610f\u4e0e\u5185\u5bb9\u751f\u4ea7<\/strong><\/h2>\n\n\n\n<p>\u751f\u6210\u5f0f\u667a\u80fd\u4f53\uff08Generative Agents\uff09\u662f\u4e00\u7c7b\u4ee5\u751f\u6210\u5185\u5bb9\u4e3a\u6838\u5fc3\u529f\u80fd\u7684AI\uff0c\u5b83\u5229\u7528\u751f\u6210\u5f0f\u6a21\u578b\uff08\u5982GPT-4\u3001DALL-E\u3001Stable Diffusion\uff09\u6765\u521b\u5efa\u5404\u79cd\u5f62\u5f0f\u7684\u5185\u5bb9\uff0c\u5305\u62ec\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\uff0c\u751a\u81f3\u865a\u62df\u4e16\u754c\u4e2d\u7684\u52a8\u6001\u573a\u666f\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u9ad8\u8d28\u91cf\u4e92\u52a8\u5185\u5bb9\u7684\u5236\u4f5c\u6210\u672c\u3002\u5176\u5b9e\u9645\u7684\u5e94\u7528\u573a\u666f\u5305\u62ec\uff1a<\/p>\n\n\n\n<p>\u8425\u9500\u4e0e\u5185\u5bb9\u521b\u4f5c\uff0c\u5feb\u901f\u751f\u6210\u5438\u5f15\u7528\u6237\u7684\u5e7f\u544a\u6587\u6848\u3001\u535a\u5ba2\u6587\u7ae0\u6216\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u3002\u5728\u7535\u5546\/\u77ed\u89c6\u9891\u9886\u57df\uff0cAI\u751f\u6210\u5df2\u7ecf\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e14\u8d77\u5230\u4e86\u975e\u5e38\u4e0d\u9519\u7684\u6548\u679c\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"694\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-79.png\" alt=\"\" class=\"wp-image-3457\"\/><\/figure><\/div>\n\n\n<p>\u6e38\u620f\u5f00\u53d1\u9700\u8981\u521b\u5efa\u590d\u6742\u7684\u865a\u62df\u4e16\u754c\u3001\u89d2\u8272\u548c\u4ea4\u4e92\u89c4\u5219\uff0c\u751f\u6210\u5f0f\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u63d0\u793a\uff08\u4f8b\u5982\u201c\u8bbe\u8ba1\u4e00\u4e2a\u62e5\u6709\u53e4\u4ee3\u9057\u8ff9\u548c\u6d53\u5bc6\u68ee\u6797\u7684\u573a\u666f\u201d\uff09\uff0c\u751f\u6210\u5b8c\u6574\u76843D\u5730\u56fe\u3001\u6750\u8d28\u548c\u52a8\u6001\u4ea4\u4e92\u89c4\u5219\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-67 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"960\" height=\"411\" data-id=\"3458\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-83.png\" alt=\"\" class=\"wp-image-3458\"\/><figcaption class=\"wp-element-caption\">\u8c37\u6b4c\u7684\u7814\u7a76\u4eba\u5458\u63a8\u51fa\u4e86GameNGen\uff0c\u76f4\u63a5\u7528AI\u751f\u6210\u4e86\u6574\u4e2a\u300aDoom\u300b\u6e38\u620f<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<ul>\n<li>\u6570\u5b57\u827a\u672f\u4e0e\u8bbe\u8ba1\uff0c\u6bd4\u5982\u8bbe\u8ba1\u63d2\u56fe\u3001\u6d77\u62a5\u6216\u54c1\u724cLOGO\uff0c\u4f7f\u7528\u751f\u6210\u5f0f\u667a\u80fd\u4f53\u901a\u8fc7\u6269\u6563\u6a21\u578b\u751f\u6210\u9ad8\u6e05\u56fe\u50cf\uff0c\u5e76\u7ed3\u5408\u7528\u6237\u53cd\u9988\u4f18\u5316\u8bbe\u8ba1\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-69 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"742\" data-id=\"3562\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-13.png\" alt=\"\" class=\"wp-image-3562\"\/><\/figure>\n<\/figure>\n\n\n\n<ul>\n<li>\u6559\u80b2\u4e0e\u57f9\u8bad\uff1a\u6839\u636e\u5b66\u751f\u7684\u5b66\u4e60\u9700\u6c42\uff0c\u751f\u6210\u76f8\u5e94\u7684\u7ec3\u4e60\u9898\u76ee\u3001\u8bfe\u7a0b\u8bb2\u4e49\u6216\u4e92\u52a8\u89c6\u9891\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"577\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-81.png\" alt=\"\" class=\"wp-image-3460\"\/><\/figure><\/div>\n\n\n<p>\u8fd9\u7c7b\u667a\u80fd\u4f53\u4e5f\u7279\u522b\u9002\u5408XR\uff08\u6269\u5c55\u73b0\u5b9e\uff09\u5e94\u7528\uff0c\u5e2e\u52a9\u5c0f\u578b\u56e2\u961f\u6216\u4e2a\u4eba\u5feb\u901f\u5b9e\u73b0\u521b\u610f\u3002\u5176\u6838\u5fc3\u80fd\u529b\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4ece\u8349\u56fe\u751f\u6210\u5b8c\u6574\u76843D\u573a\u666f\uff08\u5982GPT-4 Vision\u6a21\u578b\uff09\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7\u6269\u6563\u6a21\u578b\u91cd\u65b0\u8bbe\u8ba1\u6750\u8d28\u548c\u7279\u6548\u3002<\/li>\n\n\n\n<li>\u52a8\u6001\u751f\u6210\u4ea4\u4e92\u89c4\u5219\u4e0e\u884c\u4e3a\u903b\u8f91\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>AR\/VR\/\u6df7\u5408\u73b0\u5b9e\u667a\u80fd\u4f53<\/strong><\/p>\n\n\n\n<p>\u6269\u5c55\u73b0\u5b9e\uff08XR\uff0c\u5305\u62ecAR\u3001VR\u548c\u6df7\u5408\u73b0\u5b9e\uff09\u5e94\u7528\u4e2d\uff0c\u76ee\u524d\u9700\u8981\u719f\u7ec3\u7684\u827a\u672f\u5bb6\u548c\u52a8\u753b\u5e08\u521b\u5efa\u89d2\u8272\u3001\u73af\u5883\u548c\u5bf9\u8c61\u3002\u8fd9\u662f\u4e00\u4e2a\u8017\u65f6\u4e14\u6602\u8d35\u7684\u8fc7\u7a0b\uff0c\u5305\u62ec\u6982\u5ff5\u8bbe\u8ba1\u30013D\u5efa\u6a21\u3001\u7eb9\u7406\u5236\u4f5c\u3001\u7ed1\u5b9a\u548c\u52a8\u753b\u5236\u4f5c\u3002<\/p>\n\n\n\n<p>XR\u667a\u80fd\u4f53\u80fd\u591f\u901a\u8fc7\u5de5\u5177\u7b80\u5316\u8fd9\u4e00\u6d41\u7a0b\uff0c\u4fc3\u8fdb\u521b\u4f5c\u8005\u4e0e\u865a\u62df\u73af\u5883\u7684\u4ea4\u4e92\u3002\u65e9\u671f\u5b9e\u9a8c\u8868\u660e\uff0cGPT\u6a21\u578b\u53ef\u4ee5\u5728Unity\u5f15\u64ce\u4e2d\u4ee5\u5c11\u6837\u672c\u6a21\u5f0f\u76f4\u63a5\u8c03\u7528\u5f15\u64ce\u65b9\u6cd5\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4e0b\u8f7d3D\u6a21\u578b\u5e76\u5c06\u5176\u653e\u7f6e\u5230\u573a\u666f\u4e2d<\/li>\n\n\n\n<li>\u4e3a\u6a21\u578b\u5206\u914d\u884c\u4e3a\u72b6\u6001\u6811\u548c\u52a8\u753b<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"800\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-87.png\" alt=\"\" class=\"wp-image-3461\"\/><figcaption class=\"wp-element-caption\">ArK\u4ea4\u4e92\u5f0f\u6d8c\u73b0\u673a\u5236\u7684\u793a\u4f8b\uff1a\u4f7f\u7528\u5916\u90e8\u77e5\u8bc6Agent\u4ece\u4e00\u7ec4\u5019\u9009\u4e2d\u8bc6\u522b\u4e0e\u56fe\u50cf\u76f8\u5173\u7684\u6587\u672c\uff0c\u5176\u4efb\u52a1\u6d89\u53ca\u5229\u7528\u4ece\u7f51\u7edc\u548c\u4eba\u5de5\u6ce8\u91ca\u7684\u77e5\u8bc6\u6837\u672c\u4e2d\u68c0\u7d22\u7684\u89c6\u89c9\u548c\u6587\u672c\u77e5\u8bc6\u4ee5\u6574\u5408\u5173\u4e8e\u4e16\u754c\u7684\u5916\u90e8\u77e5\u8bc6<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-71 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"672\" data-id=\"3462\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-85.png\" alt=\"\" class=\"wp-image-3462\"\/><figcaption class=\"wp-element-caption\">ArK\u6a21\u578b\uff1a\u5728\u8bad\u7ec3\u65f6\uff0c\u667a\u80fd\u4f53\u68c0\u7d22\u7ed9\u5b9a\u56fe\u50cf-\u6587\u672c\u5bf9\u7684\u76f8\u5173\u77e5\u8bc6\uff0c\u5e76\u8be2\u95ee\u67e5\u8be2\u7684\u95ee\u9898\u548c\u7b54\u6848\u3002\u95ee\u9898\u548c\u7b54\u6848\u63d0\u4f9b\u7ed9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08GPT-3.5\u3001ChatGPT\uff09\uff0c\u8be5\u6a21\u578b\u4f1a\u751f\u6210\u4e00\u4e2a\u7531 DALLE-2 \u6a21\u578b\u8c03\u7528\u7684\u65b0\u63d0\u793a\u3002\u751f\u6210\u7684\u56fe\u50cf\u4e0e\u539f\u59cb\u56fe\u50cf\u7684\u76f8\u4f3c\u6027\u4f5c\u4e3a\u5956\u52b1\uff0c\u7528\u4e8e\u8bad\u7ec3\u667a\u80fd\u4f53\u5b66\u4e60\u9009\u62e9\u76f8\u5173\u77e5\u8bc6\uff0c\u800c\u9ed1\u76d2\u6a21\u578b\u5219\u4fdd\u6301\u51bb\u7ed3\u72b6\u6001\u3002\u5728\u6d4b\u8bd5\u65f6\uff0c\u4f7f\u7528\u8f93\u5165\u6587\u672c\u751f\u6210 2D \u56fe\u50cf\uff0c\u6a21\u578b\u9075\u5faa\u76f8\u540c\u7684\u5faa\u73af\uff0c\u76f4\u5230\u65b0\u7684\u63d0\u793a\u751f\u6210\u6b65\u9aa4\u3002\u4f7f\u7528 ChatGPT \u751f\u6210\u53ef\u5728 Unity \u7b49 3D \u6e32\u67d3\u5f15\u64ce\u4e2d\u8fd0\u884c\u7684\u4ee3\u7801\u7247\u6bb5\uff0c\u800c\u4e0d\u662f\u53cd\u9988\u7ed9 DALLE-2 \u4ee5\u83b7\u53d6\u65b0\u63d0\u793a\u3002\u603b\u7684\u6765\u8bf4\uff0c\u4f7f\u7528\u5916\u90e8\u77e5\u8bc6\u548c\u751f\u6210\u7684 2D \u56fe\u50cf\u4e2d\u7684\u89c6\u89c9\u5148\u9a8c\u6765\u6539\u8fdb 3D \u573a\u666f\u7684\u751f\u6210<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u5176\u6838\u5fc3\u80fd\u529b\u5728\u4e8e\u80fd\u591f\uff1a<\/p>\n\n\n\n<ul>\n<li>\u52a0\u901f\u5f00\u53d1\u6d41\u7a0b\uff1a\u901a\u8fc7\u5c06\u5927\u6a21\u578b\u96c6\u6210\u5230\u667a\u80fd\u4f53\u57fa\u7840\u67b6\u6784\u7684\u5404\u79cd\u7f16\u8f91\u5de5\u5177\u4e2d\uff0c\u5927\u5e45\u52a0\u901f\u5f00\u53d1\u3002<\/li>\n\n\n\n<li>\u52a8\u6001\u6e32\u67d3\u63a7\u5236\uff1a\u667a\u80fd\u4f53\u901a\u8fc7\u751f\u6210\u4ee3\u7801\u6765\u6ee1\u8db3\u7528\u6237\u6307\u4ee4\uff0c\u5e76\u5728\u8fd0\u884c\u65f6\u7f16\u8bd1\uff0c\u4ece\u800c\u5141\u8bb8\u7528\u6237\u52a8\u6001\u7f16\u8f91VR\/\u6a21\u62df\u73af\u5883\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u4e2a\u4e13\u6ce8\u4e8eXR\u573a\u666f\u7684AI\u8f85\u52a9\u5de5\u5177\u53ef\u4ee5\u5e2e\u52a9\u521b\u4f5c\u8005\u5b8c\u6210\u7e41\u7410\u4efb\u52a1\uff08\u5982\u751f\u6210\u7b80\u5355\u8d44\u4ea7\u6216\u7f16\u5199\u4ee3\u7801\u6a21\u677f\uff09\uff0c\u4f7f\u521b\u4f5c\u8005\u80fd\u591f\u4e13\u6ce8\u4e8e\u521b\u610f\u6784\u601d\u5e76\u5feb\u901f\u8fed\u4ee3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-73 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"394\" data-id=\"3463\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-84.png\" alt=\"\" class=\"wp-image-3463\"\/><figcaption class=\"wp-element-caption\">\u5728\u73b0\u5b9e\u4e16\u754c\u548c\u865a\u62df\u73af\u5883\u4e2d\u4f7f\u7528\u77e5\u8bc6\u8bb0\u5fc6\u7684\u751f\u6210\u5f0fAgent AI \u6982\u8ff0<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c\u667a\u80fd\u4f53\u8fd8\u80fd\u5e2e\u52a9\u7528\u6237\u52a8\u6001\u4fee\u6539\u73af\u5883\uff0c\u4f8b\u5982\u6dfb\u52a0\u65b0\u8d44\u4ea7\u3001\u6539\u53d8\u73af\u5883\u52a8\u6001\uff0c\u6216\u6784\u5efa\u65b0\u8bbe\u7f6e\u3002\u901a\u8fc7\u5728\u8fd0\u884c\u65f6\u751f\u6210\u52a8\u6001\u5185\u5bb9\uff0c\u7528\u6237\u7684\u4f53\u9a8c\u80fd\u591f\u4fdd\u6301\u65b0\u9c9c\u611f\uff0c\u5e76\u6301\u7eed\u8fdb\u5316\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"648\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-86.png\" alt=\"\" class=\"wp-image-3464\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><strong>16\u2014\u77e5\u8bc6\u4e0e\u903b\u8f91\u63a8\u7406\u667a\u80fd\u4f53\uff1a\u5f00\u542f\u667a\u80fd\u672a\u6765\u7684\u65b0\u7bc7\u7ae0<\/strong><\/h2>\n\n\n\n<p>\u5728AI\u6280\u672f\u7684\u5e7f\u6cdb\u5e94\u7528\u4e2d\uff0c\u77e5\u8bc6\u83b7\u53d6\u4e0e\u903b\u8f91\u63a8\u7406\u662f\u667a\u80fd\u4f53\u8fc8\u5411\u9ad8\u6548\u3001\u53ef\u4fe1\u548c\u4eba\u6027\u5316\u7684\u91cd\u8981\u80fd\u529b\u3002\u8bba\u6587\u4ece\u77e5\u8bc6\u667a\u80fd\u4f53\u3001\u903b\u8f91\u667a\u80fd\u4f53\u3001\u60c5\u611f\u63a8\u7406\u667a\u80fd\u4f53\u3001\u795e\u7ecf\u7b26\u53f7\u667a\u80fd\u4f53\uff0c\u4ee5\u53ca\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0e\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u7684\u667a\u80fd\u4f53\uff0c\u63a2\u8ba8\u4e86\u5b83\u4eec\u7684\u6280\u672f\u7279\u70b9\u4e0e\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n\n\n\n<p><strong>\u77e5\u8bc6\u667a\u80fd\u4f53<br>\u878d\u5408\u9690\u6027\u4e0e\u663e\u6027\u77e5\u8bc6\u7684\u6865\u6881<\/strong><\/p>\n\n\n\n<p>\u77e5\u8bc6\u667a\u80fd\u4f53\u7ed3\u5408\u4e86\u4e24\u7c7b\u77e5\u8bc6\u7cfb\u7edf\uff1a<\/p>\n\n\n\n<ul>\n<li>\u9690\u6027\u77e5\u8bc6\uff1a\u7531\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT-4\uff09\u4ece\u6d77\u91cf\u6587\u672c\u4e2d\u5b66\u4e60\uff0c\u5185\u5d4c\u5230\u6a21\u578b\u53c2\u6570\u4e2d<\/li>\n\n\n\n<li>\u663e\u6027\u77e5\u8bc6\uff1a\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u5e93\u6216\u6570\u636e\u5e93\uff0c\u53ef\u76f4\u63a5\u67e5\u8be2\uff0c\u786e\u4fdd\u5b9e\u65f6\u6027\u4e0e\u51c6\u786e\u6027\uff0c\u901a\u8fc7\u5f15\u7528\u53ef\u9a8c\u8bc1\u7684\u5916\u90e8\u8d44\u6e90\u6765\u589e\u5f3a AI \u63a8\u7406\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p>\u9690\u6027\u77e5\u8bc6\u867d\u7136\u5e9e\u5927\uff0c\u4f46\u53ef\u80fd\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u800c\u8fc7\u65f6\uff1b\u663e\u6027\u77e5\u8bc6\u5219\u53ef\u6301\u7eed\u66f4\u65b0\uff0c\u786e\u4fdd\u667a\u80fd\u4f53\u7684\u77e5\u8bc6\u201c\u6c38\u4e0d\u8fc7\u671f\u201d\u3002\u901a\u8fc7\u5c06\u9690\u6027\u4e0e\u663e\u6027\u77e5\u8bc6\u76f8\u7ed3\u5408\uff0c\u77e5\u8bc6\u667a\u80fd\u4f53\u5b9e\u73b0\u4e86\u7c7b\u4f3c\u4eba\u7c7b\u7684\u52a8\u6001\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-75 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"610\" data-id=\"3465\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-89.png\" alt=\"\" class=\"wp-image-3465\"\/><figcaption class=\"wp-element-caption\">\u4f1a\u8bdd\u4fe1\u606f\u68c0\u7d22\uff08conversational information retrieval, CIR\uff09\u7cfb\u7edf\u7684\u53c2\u8003\u67b6\u6784\uff0c\u5b83\u660e\u786e\u5efa\u6a21\u4e86\u591a\u8f6e\u7528\u6237-\u7cfb\u7edf\u5bf9\u8bdd(\u4f8b\u5982\u901a\u8fc7\u5bf9\u8bdd\u7ba1\u7406\u5668\u6a21\u5757)\u3002\u5b83\u7531\u4e09\u5c42\u7ec4\u6210:CIR\u5f15\u64ce\u5c42\u3001\u7528\u6237\u4f53\u9a8c\u5c42\u548c\u6570\u636e\u5c42\u3002\u6839\u636e\u9ad8\u7ea7\u7528\u6237\u610f\u56fe\u5c06\u52a8\u4f5c\u5206\u7ec4\u4e3a\u51e0\u4e2a\u52a8\u4f5c\u7c7b\uff0c\u4f8b\u5982\u8be2\u95ee\u6f84\u6e05\u95ee\u9898\u3001\u6587\u6863\u641c\u7d22\u3001\u8f6c\u6362\u8bdd\u9898\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u7c7b\u5f00\u53d1\u4e00\u4e2a\u52a8\u4f5c\u6a21\u5757\u4ee5\u751f\u6210\u54cd\u5e94\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u60f3\u8c61\u77e5\u8bc6\u667a\u80fd\u4f53\u662f\u4e00\u4f4d\u77e5\u8bc6\u578b\u52a9\u624b\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5b83\u7684\u9690\u6027\u77e5\u8bc6\u8ba9\u5b83\u50cf\u4e00\u4e2a\u8bb0\u5fc6\u529b\u8d85\u5f3a\u7684\u4eba\uff0c\u80fd\u8fc5\u901f\u56de\u7b54\u4f60\u5f88\u591a\u95ee\u9898<\/li>\n\n\n\n<li>\u5b83\u7684\u663e\u6027\u77e5\u8bc6\u8ba9\u5b83\u50cf\u4e00\u672c\u5b9e\u65f6\u66f4\u65b0\u7684\u767e\u79d1\u5168\u4e66\uff0c\u56de\u7b54\u7cbe\u786e\u53ef\u9760<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u7ed3\u5408\u4e24\u8005\uff0c\u5b83\u65e2\u5feb\u901f\u53c8\u51c6\u786e\u3002\u4e00\u4e9b\u5e94\u7528\u6848\u4f8b\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul>\n<li>\u667a\u80fd\u5ba2\u670d\u52a9\u624b\uff1a\u57fa\u4e8e\u6700\u65b0\u6570\u636e\u5e93\u56de\u7b54\u7528\u6237\u95ee\u9898\uff0c\u63d0\u4f9b\u5b9e\u65f6\u77e5\u8bc6\u652f\u6301\uff0c\u53c2\u89c1\u300a<a rel=\"noreferrer noopener\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzI1NzA5MTcwMQ==&amp;mid=2648758185&amp;idx=1&amp;sn=b2d68bbc2d3e9795769e8172945aebc4&amp;chksm=f208c6b3c57f4fa5ad9d9e658bb229fdb4bd46317f9c1ea8a0d62690c4ad2e5346cf344eaefb&amp;scene=21#wechat_redirect\" target=\"_blank\">AI+\u667a\u80fd\u5ba2\u670d\uff1a\u5927\u6a21\u578b\u53ef\u843d\u5730\u7684\u6700\u6210\u719f\u573a\u666f\u4e4b\u4e00<\/a>\u300b\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"747\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-88.png\" alt=\"\" class=\"wp-image-3466\"\/><\/figure><\/div>\n\n\n<ul>\n<li>\u533b\u7597\u8bca\u65ad\u7cfb\u7edf\uff1a\u6574\u5408\u533b\u5b66\u77e5\u8bc6\u5e93\u4e0e\u8bed\u8a00\u6a21\u578b\uff0c\u534f\u52a9\u533b\u751f\u5feb\u901f\u83b7\u53d6\u8bca\u65ad\u4f9d\u636e<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1036\" height=\"561\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-91.png\" alt=\"\" class=\"wp-image-3467\"\/><\/figure><\/div>\n\n\n<p><strong>\u903b\u8f91\u667a\u80fd\u4f53<br>\u8ba9AI\u638c\u63e1\u63a8\u7406\u7684\u827a\u672f<\/strong><\/p>\n\n\n\n<p>\u903b\u8f91\u667a\u80fd\u4f53\u662f\u6307\u4e00\u4e2a\u7cfb\u7edf\u4e2d\u7684\u7ec4\u4ef6\uff0c\u7528\u4ee5\u5e94\u7528\u903b\u8f91\u63a8\u7406\u6765\u5904\u7406\u6570\u636e\u6216\u5b8c\u6210\u903b\u8f91\u63a8\u5bfc\u76f8\u5173\u7684\u4efb\u52a1\uff0c\u5305\u62ec\u4ece\u524d\u63d0\u63a8\u5bfc\u7ed3\u8bba\u3001\u5904\u7406\u62bd\u8c61\u6982\u5ff5\u6216\u89e3\u51b3\u7ed3\u6784\u5316\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u903b\u8f91\u63a8\u7406\u662f\u4eba\u7c7b\u8ba4\u77e5\u7684\u91cd\u8981\u90e8\u5206\uff0c\u6bd4\u5982\u4ece\u5df2\u77e5\u7684\u4e8b\u5b9e\u51fa\u53d1\uff0c\u63a8\u5bfc\u51fa\u9690\u85cf\u7684\u5173\u7cfb\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\">\n<p>\u5982\u679c\u6240\u6709\u4eba\u90fd\u9700\u8981\u7761\u89c9\uff0c\u800c\u7ea6\u7ff0\u662f\u4e00\u4e2a\u4eba\uff0c\u90a3\u4e48\u7ea6\u7ff0\u4e5f\u9700\u8981\u7761\u89c9\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u5bf9\u4e8eAI\u6765\u8bf4\uff0c\u903b\u8f91\u63a8\u7406\u80fd\u529b\u5c24\u4e3a\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u8ba9AI\u5728\u9ad8\u5ea6\u7ed3\u6784\u5316\u6216\u9700\u8981\u4e25\u8c28\u5206\u6790\u7684\u573a\u666f\u4e2d\u8868\u73b0\u5f97\u66f4\u50cf\u4eba\u7c7b\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT-4\uff09\u867d\u7136\u5728\u903b\u8f91\u4efb\u52a1\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5b83\u4eec\u5e76\u4e0d\u662f\u57fa\u4e8e\u663e\u5f0f\u7684\u903b\u8f91\u89c4\u5219\u8fdb\u884c\u63a8\u7406\uff0c\u800c\u662f\u901a\u8fc7\u6d77\u91cf\u6570\u636e\u8bad\u7ec3\u5f97\u51fa\u7684\u6a21\u5f0f\u5339\u914d\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u903b\u8f91\u667a\u80fd\u4f53\uff08GPT-o1\uff1f\uff09\u901a\u8fc7\u663e\u5f0f\u903b\u8f91\u89c4\u5219\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u63d0\u4f9b\u4e86\u66f4\u6e05\u6670\u548c\u7ed3\u6784\u5316\u7684\u63a8\u7406\u80fd\u529b\uff0c\u53ef\u53c2\u89c1\u300a<a rel=\"noreferrer noopener\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzI1NzA5MTcwMQ==&amp;mid=2648759234&amp;idx=1&amp;sn=1ec35608743333830449f455fa463121&amp;chksm=f208cad8c57f43ce21837cf9ace0ffa381e6045f6284f382d9fa840801ee5da5f33d271d845a&amp;scene=21#wechat_redirect\" target=\"_blank\">OpenAI \u63a8\u51fa\u5168\u65b0o1\u7cfb\u5217\u6a21\u578b\u9884\u89c8\u7248\uff1a\u5f00\u542f AI \u63a8\u7406\u7684\u65b0\u65f6\u4ee3\uff1f\u6211\u7b80\u5355\u8bd5\u4e86\u4e0b\u2026\u2026\u7455\u4e0d\u63a9\u745c<\/a>\u300b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"881\" height=\"619\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-90.png\" alt=\"\" class=\"wp-image-3468\"\/><\/figure><\/div>\n\n\n<p>\u800cWang\u7b49\u63d0\u51fa\u7684\u5d4c\u5165\u903b\u8f91\u6a21\u5757\u7684\u6a21\u578b\uff0c\u901a\u8fc7\u5c06\u6587\u672c\u89e3\u6790\u4e3a\u903b\u8f91\u7247\u6bb5\u5e76\u5efa\u6a21\u903b\u8f91\u5c42\u6b21\uff0c\u63d0\u5347\u4e86\u903b\u8f91\u63a8\u7406\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u903b\u8f91\u667a\u80fd\u4f53\u7684\u5b9e\u9645\u5e94\u7528\u573a\u666f\u53ef\u80fd\u662f\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6cd5\u5f8b\u548c\u5408\u540c\u5206\u6790\uff1a\u903b\u8f91\u667a\u80fd\u4f53\u53ef\u4ee5\u4ece\u5408\u540c\u6761\u6b3e\u4e2d\u63a8\u5bfc\u51fa\u53ef\u80fd\u7684\u98ce\u9669\uff0c\u4f8b\u5982\uff1a\u6761\u6b3eA\u4e0e\u6761\u6b3eB\u77db\u76fe\uff0c\u53ef\u80fd\u5bfc\u81f4\u6267\u884c\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<p><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_gif\/tvt6Ej5m9hpsmJW9978kxJvnomTBWLWDvia5H8JRNQbQElSwNSysGqhaGSTu32jjXZOq4Gnz9LtPsRbM9D6t16g\/640?wx_fmt=gif&amp;from=appmsg&amp;wxfrom=10005&amp;wx_lazy=1&amp;wx_co=1&amp;tp=webp\" alt=\"\u56fe\u7247\">\u82f1\u667a\u6cd5\u5f8b\u667a\u80fd\u4f53\u53ef\u4ee5\u81ea\u52a8\u8bc6\u522b\u548c\u63d0\u53d6\u5408\u540c\u4e2d\u7684\u91cd\u8981\u6761\u6b3e\u548c\u98ce\u9669\u70b9\uff0c\u663e\u8457\u63d0\u9ad8\u5408\u540c\u5ba1\u67e5\u7684\u6548\u7387\u548c\u51c6\u786e\u6027<\/p>\n\n\n\n<ul>\n<li>\u6559\u80b2\u548c\u903b\u8f91\u8bad\u7ec3\uff1a\u903b\u8f91\u667a\u80fd\u4f53\u80fd\u591f\u751f\u6210\u7ed3\u6784\u5316\u7684\u903b\u8f91\u95ee\u9898\uff0c\u5e76\u6e05\u695a\u5730\u89e3\u91ca\u6bcf\u4e00\u6b65\u63a8\u5bfc\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"712\" height=\"477\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-94.png\" alt=\"\" class=\"wp-image-3470\"\/><\/figure><\/div>\n\n\n<ul>\n<li>\u81ea\u52a8\u5316\u51b3\u7b56\uff1a\u5728\u590d\u6742\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u57fa\u4e8e\u903b\u8f91\u89c4\u5219\u81ea\u52a8\u751f\u6210\u51b3\u7b56\uff0c\u4f8b\u5982\u5728\u91d1\u878d\u670d\u52a1\u4e2d\uff0c\u6839\u636e\u5ba2\u6237\u6570\u636e\u63a8\u5bfc\u8d37\u6b3e\u5ba1\u6279\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>\u79d1\u5b66\u7814\u7a76\u4e0e\u5206\u6790\uff1a\u4f8b\u5982\u903b\u8f91\u667a\u80fd\u4f53\u53ef\u7528\u4e8e\u751f\u7269\u533b\u5b66\u7814\u7a76\u4e2d\uff0c\u5206\u6790\u5b9e\u9a8c\u6570\u636e\u4e0e\u5047\u8bbe\u7684\u7b26\u5408\u7a0b\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u60c5\u611f\u63a8\u7406\u667a\u80fd\u4f53<br>\u7528\u5171\u60c5\u62c9\u8fd1\u4eba\u673a\u8ddd\u79bb<\/strong><\/p>\n\n\n\n<p>\u60c5\u611f\u7406\u89e3\u548c\u5171\u60c5\u662f\u8bb8\u591a\u4eba\u673a\u4ea4\u4e92\u4e2d\u91cd\u8981\u7684\u6280\u80fd\u3002\u5728\u4eba\u7c7b\u6c9f\u901a\u4e2d\uff0c\u60c5\u611f\u5f80\u5f80\u6bd4\u4fe1\u606f\u672c\u8eab\u66f4\u6709\u5f71\u54cd\u529b\u3002\u4f8b\u5982\uff0c\u5728\u5ba2\u670d\u573a\u666f\u4e2d\uff0c\u7528\u6237\u4e0d\u4ec5\u5e0c\u671b\u95ee\u9898\u88ab\u89e3\u51b3\uff0c\u8fd8\u5e0c\u671b\u611f\u89c9\u201c\u88ab\u7406\u89e3\u201d\u6216\u201c\u88ab\u5173\u5fc3\u201d\u3002\u6ca1\u6709\u60c5\u611f\u7684\u51b7\u51b0\u51b0\u56de\u7b54\uff0c\u5f88\u5bb9\u6613\u8ba9\u7528\u6237\u5931\u671b\u6216\u611f\u5230\u758f\u79bb\u3002<\/p>\n\n\n\n<p>\u60c5\u611f\u63a8\u7406\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u5728\u4e8e\u4e24\u9879\u80fd\u529b\uff1a<\/p>\n\n\n\n<ul>\n<li>\u60c5\u611f\u8bc6\u522b\uff1a\u901a\u8fc7\u5206\u6790\u6587\u672c\u3001\u8bed\u97f3\u6216\u56fe\u50cf\uff0c\u7406\u89e3\u7528\u6237\u7684\u60c5\u7eea\u72b6\u6001\uff08\u5982\u6124\u6012\u3001\u7126\u8651\u6216\u5feb\u4e50\uff09\u3002<\/li>\n\n\n\n<li>\u60c5\u611f\u751f\u6210\uff1a\u6839\u636e\u7528\u6237\u7684\u60c5\u7eea\uff0c\u751f\u6210\u5177\u6709\u5171\u60c5\u6216\u60c5\u611f\u5316\u7684\u54cd\u5e94\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e3a\u4e86\u4f7f\u5bf9\u8bdd\u667a\u80fd\u4f53\u5728\u8868\u73b0\u60c5\u611f\u548c\u5171\u60c5\u7684\u540c\u65f6\uff0c\u907f\u514d\u4ea7\u751f\u793e\u4f1a\u4e0a\u4e0d\u6070\u5f53\u6216\u5192\u72af\u6027\u7684\u8f93\u51fa\u8fd9\u4e00\u76ee\u6807\uff0c\u8bba\u6587\u56e2\u961f\u7814\u7a76\/\u63d0\u4f9b\u4e86\uff1a<\/p>\n\n\n\n<ul>\n<li>NICE\u6570\u636e\u96c6\uff1a\u5305\u542b200\u4e07\u5f20\u56fe\u7247\u53ca\u5176\u8bc4\u8bba\uff0c\u7528\u4e8e\u8bad\u7ec3\u80fd\u591f\u5171\u60c5\u7684\u667a\u80fd\u4f53\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"685\" height=\"694\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-92.png\" alt=\"\" class=\"wp-image-3471\"\/><\/figure><\/div>\n\n\n<ul>\n<li>MAGIC\u6a21\u578b\uff1a\u901a\u8fc7\u6355\u6349\u8bed\u8a00\u4e2d\u7684\u60c5\u611f\u98ce\u683c\uff0c\u751f\u6210\u66f4\u6709\u6e29\u5ea6\u7684\u8bc4\u8bba\u5185\u5bb9\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-77 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"281\" data-id=\"3472\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-95.png\" alt=\"\" class=\"wp-image-3472\"\/><figcaption class=\"wp-element-caption\">\u4f7f\u7528MAGIC\u6a21\u578b\u5728NICE-Setting II \u4e0a\u751f\u6210\u7684\u8bc4\u8bba\u793a\u4f8b\u3002MAGIC\u6a21\u578b\u662f\u4e00\u4e2a\u5178\u578b\u4f8b\u5b50\u3002\u5b83\u901a\u8fc7\u6355\u6349\u6587\u672c\u4e2d\u7684\u60c5\u611f\u98ce\u683c\uff0c\u751f\u6210\u66f4\u6709\u60c5\u611f\u6df1\u5ea6\u7684\u8bc4\u8bba\u3002\u4f8b\u5982\uff0c\u770b\u5230\u4e00\u5f20\u7f8e\u4e3d\u7684\u98ce\u666f\u56fe\uff0c\u5b83\u53ef\u80fd\u4f1a\u8bc4\u8bba\uff081\uff09\u60c5\u611f\u5316\u7248\u672c\uff1a\u201c\u8fd9\u7247\u6e56\u6c34\u6e05\u6f88\u89c1\u5e95\uff0c\u4eff\u4f5b\u53ef\u4ee5\u6d17\u6da4\u5fc3\u7075\u3002\u201d\uff082\uff09\u975e\u60c5\u611f\u5316\u7248\u672c\uff1a\u201c\u8fd9\u662f\u4e00\u4e2a\u6e56\u3002\u201d<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u60c5\u611f\u63a8\u7406\u667a\u80fd\u4f53\u662f\u8ba9AI\u66f4\u63a5\u8fd1\u201c\u4eba\u6027\u5316\u201d\u7684\u91cd\u8981\u4e00\u6b65\u3002<\/strong>\u4e0d\u8fc7\u5f53\u524d\u8bb8\u591a\u8bed\u8a00\u6a21\u578b\u5728\u60c5\u611f\u7406\u89e3\u548c\u5171\u60c5\u63a8\u7406\u4e0a\u5b58\u5728\u504f\u89c1\uff0c\u9700\u8981\u901a\u8fc7\u66f4\u5e7f\u6cdb\u7684\u7fa4\u4f53\u548c\u4eba\u53e3\u6570\u636e\u6765\u6539\u5584\u3002<\/p>\n\n\n\n<p>\u4e00\u4e9b\u53ef\u80fd\u7684\u76f8\u5173\u5e94\u7528\u573a\u666f\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5ba2\u6237\u670d\u52a1\uff1a\u60c5\u611f\u63a8\u7406\u667a\u80fd\u4f53\u53ef\u4ee5\u5b89\u629a\u6124\u6012\u7684\u7528\u6237\uff0c\u7528\u5145\u6ee1\u5171\u60c5\u7684\u8bed\u8a00\u51cf\u5c11\u6295\u8bc9\u7387\u3002<\/li>\n\n\n\n<li>\u5fc3\u7406\u5065\u5eb7\u652f\u6301\uff1a\u60c5\u611f\u63a8\u7406\u667a\u80fd\u4f53\u80fd\u591f\u8bc6\u522b\u7528\u6237\u7684\u7126\u8651\u60c5\u7eea\uff0c\u63d0\u4f9b\u5b89\u6170\u5e76\u5efa\u8bae\u6c42\u52a9\u4e13\u4e1a\u5fc3\u7406\u533b\u751f\u3002<\/li>\n\n\n\n<li>\u6559\u80b2\u9886\u57df\uff1a\u60c5\u611f\u63a8\u7406\u667a\u80fd\u4f53\u53ef\u4ee5\u9f13\u52b1\u5b66\u751f\u3001\u8bc6\u522b\u5b66\u4e60\u4e2d\u7684\u632b\u6298\u611f\uff0c\u5e76\u63d0\u4f9b\u60c5\u611f\u652f\u6301\u3002\u6bd4\u5982\u6839\u636e\u5b66\u751f\u7684\u5b66\u4e60\u8868\u73b0\uff0c\u7ed9\u4e88\u9f13\u52b1\u6027\u53cd\u9988\uff1a\u201c\u4f60\u505a\u5f97\u5f88\u597d\uff0c\u53ea\u8981\u518d\u52aa\u529b\u4e00\u70b9\uff0c\u5c31\u80fd\u5b8c\u5168\u638c\u63e1\u8fd9\u4e2a\u77e5\u8bc6\u70b9\uff01\u201d<\/li>\n\n\n\n<li>\u4eba\u673a\u4ea4\u4e92\u4e2d\u7684\u5a31\u4e50\u5e94\u7528\uff1a\u6e38\u620f\u4e2d\u7684\u865a\u62df\u89d2\u8272\u53ef\u4ee5\u901a\u8fc7\u7406\u89e3\u73a9\u5bb6\u7684\u60c5\u7eea\uff0c\u8bbe\u8ba1\u66f4\u5177\u60c5\u611f\u6df1\u5ea6\u7684\u5bf9\u8bdd\u60c5\u8282\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u795e\u7ecf\u7b26\u53f7\u667a\u80fd\u4f53<br>\u6253\u7834\u795e\u7ecf\u7f51\u7edc\u4e0e\u7b26\u53f7\u903b\u8f91\u7684\u754c\u9650<\/strong><\/p>\n\n\n\n<p>\u795e\u7ecf\u7b26\u53f7\u667a\u80fd\u4f53\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u548c\u7b26\u53f7\u903b\u8f91\u7684\u6df7\u5408\u7cfb\u7edf\u3002\u8fd9\u7c7b\u667a\u80fd\u4f53\u9762\u4e34\u7684\u6311\u6218\u662f\u5982\u4f55\u4ece\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u4e2d\u663e\u5f0f\u6355\u6349\u79bb\u6563\u7684\u7b26\u53f7\u7ed3\u6784\u4fe1\u606f\uff0c\u800c\u591a\u6570\u901a\u7528\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5e76\u672a\u6355\u6349\u8fd9\u4e9b\u7ed3\u6784\u4fe1\u606f\uff0c\u5bfc\u81f4\u5176\u5728\u67d0\u4e9b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u53d7\u9650\u3002<\/p>\n\n\n\n<p>\u795e\u7ecf\u7b26\u53f7\u667a\u80fd\u4f53\u662f\u4e00\u79cd\u6df7\u5408\u578b\u667a\u80fd\u4f53\uff0c\u5b83\u7ed3\u5408\u4e86\u4e24\u79cdAI\u6280\u672f\u7684\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ul>\n<li>\u795e\u7ecf\u7f51\u7edc\uff08Neural Networks\uff09\uff1a\u64c5\u957f\u4ece\u5927\u89c4\u6a21\u6570\u636e\u4e2d\u5b66\u4e60\u590d\u6742\u6a21\u5f0f\uff0c\u6bd4\u5982\u8bed\u8a00\u7406\u89e3\u6216\u56fe\u50cf\u8bc6\u522b<\/li>\n\n\n\n<li>\u7b26\u53f7\u903b\u8f91\uff08Symbolic Logic\uff09\uff1a\u4e13\u6ce8\u4e8e\u6e05\u6670\u7684\u89c4\u5219\u548c\u903b\u8f91\u63a8\u7406\uff0c\u6bd4\u5982\u6570\u5b66\u8bc1\u660e\u6216\u7a0b\u5e8f\u8bbe\u8ba1<\/li>\n<\/ul>\n\n\n\n<p>\u795e\u7ecf\u7f51\u7edc\u7684\u4f18\u70b9\u5728\u4e8e\u5b66\u4e60\u201c\u9690\u6027\u6a21\u5f0f\u201d\uff0c\u65e0\u9700\u4eba\u7c7b\u660e\u786e\u544a\u8bc9\u5b83\u89c4\u5219\uff0c\u4f46\u7f3a\u70b9\u662f\u201c\u6a21\u7cca\u201d\uff0c\u5f88\u96be\u89e3\u91ca\u5b83\u4e3a\u4ec0\u4e48\u505a\u51fa\u4e86\u67d0\u79cd\u51b3\u7b56\u3002<\/p>\n\n\n\n<p>\u800c\u7b26\u53f7\u903b\u8f91\u7684\u4f18\u70b9\u662f\u5176\u63a8\u7406\u8fc7\u7a0b\u900f\u660e\u4e14\u903b\u8f91\u6e05\u6670\uff0c\u4f46\u9700\u8981\u63d0\u524d\u8bbe\u8ba1\u89c4\u5219\uff0c\u7075\u6d3b\u6027\u8f83\u5dee\u3002<\/p>\n\n\n\n<p>\u795e\u7ecf\u7b26\u53f7\u667a\u80fd\u4f53\u7684\u76ee\u6807\u662f\u5c06\u795e\u7ecf\u7f51\u7edc\u7684\u5b66\u4e60\u80fd\u529b\u4e0e\u7b26\u53f7\u903b\u8f91\u7684\u63a8\u7406\u80fd\u529b\u7ed3\u5408\u8d77\u6765\uff0c\u65e2\u80fd\u5728\u590d\u6742\u573a\u666f\u4e2d\u9002\u5e94\u53d8\u5316\uff0c\u53c8\u80fd\u4fdd\u6301\u6e05\u6670\u7684\u903b\u8f91\u601d\u7ef4\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n<p>\u76f8\u5173\u7684\u7814\u7a76\u8fdb\u5c55\u6709&gt;&gt;&gt;<\/p>\n\n\n\n<p>\uff081\uff09TP-N2F\uff1a\u4e00\u79cd\u57fa\u4e8e\u7ed3\u6784\u5316\u795e\u7ecf\u8868\u793a\u7684\u7f16\u7801-\u89e3\u7801\u6a21\u578b\uff0c\u5229\u7528\u7b26\u53f7\u7ed1\u5b9a\u548c\u89e3\u7ed1\u6280\u672f\uff0c\u5c06\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u8f6c\u5316\u4e3a\u7b26\u53f7\u5316\u7a0b\u5e8f\uff0c\u4ece\u800c\u89e3\u51b3\u7ed3\u6784\u5316\u63a8\u7406\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-79 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"361\" data-id=\"3473\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-96.png\" alt=\"\" class=\"wp-image-3473\"\/><figcaption class=\"wp-element-caption\">TP-N2F\u6a21\u578b\u662f\u4e00\u79cd\u5b9e\u73b0\u795e\u7ecf\u7b26\u53f7\u667a\u80fd\u4f53\u7684\u65b9\u6cd5\uff0c\u5b83\u89e3\u51b3\u4e86\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u5982\u4f55\u4ece\u81ea\u7136\u8bed\u8a00\u4e2d\u63d0\u53d6\u51fa\u7b26\u53f7\u5316\u7684\u903b\u8f91\u7ed3\u6784<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>TP-N2F\u5982\u4f55\u5de5\u4f5c\uff1f<\/strong><\/p>\n\n\n\n<p>\u5047\u8bbe\u6211\u4eec\u60f3\u8ba9AI\u7406\u89e3\u4ee5\u4e0b\u81ea\u7136\u8bed\u8a00\u547d\u4ee4\uff1a<\/p>\n\n\n\n<p>\u201c\u5982\u679c\u6e29\u5ea6\u9ad8\u4e8e30\u5ea6\uff0c\u5c31\u6253\u5f00\u7a7a\u8c03\u3002\u201d<\/p>\n\n\n\n<p>\u5bf9\u4eba\u7c7b\u6765\u8bf4\uff0c\u8fd9\u5f88\u7b80\u5355\uff1a\u6e29\u5ea6\u662f\u6761\u4ef6\uff0c\u7a7a\u8c03\u662f\u52a8\u4f5c\u3002\u4f46\u666e\u901a\u795e\u7ecf\u7f51\u7edc\u4f1a\u5c06\u8fd9\u53e5\u8bdd\u89c6\u4e3a\u4e00\u4e32\u6587\u5b57\uff0c\u5e76\u901a\u8fc7\u6a21\u5f0f\u5339\u914d\u201c\u731c\u201d\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u800c\u4e0d\u771f\u6b63\u7406\u89e3\u5176\u4e2d\u7684\u903b\u8f91\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>TP-N2F\u6a21\u578b\u901a\u8fc7\u4e00\u79cd\u79f0\u4e3a\u201c\u7b26\u53f7\u7ed1\u5b9a\u548c\u89e3\u7ed1\uff08Tensor Product Representation, TPR\uff09\u201d\u7684\u6280\u672f\uff0c\u5e2e\u52a9AI\u4ece\u81ea\u7136\u8bed\u8a00\u4e2d\u63d0\u53d6\u6e05\u6670\u7684\u903b\u8f91\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>1.\u7f16\u7801\u9636\u6bb5&gt;&gt;&gt;<\/p>\n\n\n\n<p>TP-N2F\u7684\u7f16\u7801\u5668\u5c06\u81ea\u7136\u8bed\u8a00\u4e2d\u7684\u6bcf\u4e2a\u5173\u952e\u5143\u7d20\uff08\u6bd4\u5982\u201c\u6e29\u5ea6\u201d\u3001\u201c\u9ad8\u4e8e30\u5ea6\u201d\u3001\u201c\u6253\u5f00\u7a7a\u8c03\u201d\uff09\u63d0\u53d6\u51fa\u6765\uff0c\u5e76\u8868\u793a\u4e3a\u4e00\u4e2a\u5411\u91cf\u3002\u8fd9\u4e9b\u5411\u91cf\u4f1a\u901a\u8fc7\u6570\u5b66\u64cd\u4f5c\u7ed1\u5b9a\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u4e00\u4e2a\u7b26\u53f7\u5316\u7684\u201c\u903b\u8f91\u8868\u793a\u201d\u3002<\/p>\n\n\n\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6e29\u5ea6\uff08temperature\uff09\uff1a\u4e00\u4e2a\u5411\u91cf<\/li>\n\n\n\n<li>\u9ad8\u4e8e30\u5ea6\uff08&gt;30\u00b0C\uff09\uff1a\u4e00\u4e2a\u903b\u8f91\u64cd\u4f5c\u5411\u91cf<\/li>\n\n\n\n<li>\u6253\u5f00\u7a7a\u8c03\uff08turn_on_AC\uff09\uff1a\u4e00\u4e2a\u52a8\u4f5c\u5411\u91cf\uff0c\u7ed1\u5b9a\u540e\u903b\u8f91\u5173\u7cfb\u88ab\u8868\u793a\u4e3a\u4e00\u4e2a\u6574\u4f53\u5411\u91cf\uff0c\u7c7b\u4f3c\u4e8e(if temperature &gt; 30\u00b0C then turn_on_AC)\u3002<\/li>\n<\/ul>\n\n\n\n<p>2.\u89e3\u7801\u9636\u6bb5&gt;&gt;&gt;<\/p>\n\n\n\n<p>TP-N2F\u7684\u89e3\u7801\u5668\u4f1a\u5c06\u7ed1\u5b9a\u7684\u5411\u91cf\u62c6\u89e3\u51fa\u6765\uff0c\u751f\u6210\u4e00\u4e2a\u7b26\u5408\u7b26\u53f7\u903b\u8f91\u7684\u201c\u7a0b\u5e8f\u201d\u6216\u201c\u89c4\u5219\u201d\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<p><code> turn_on_AC()<\/code><\/p>\n\n\n\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u7c7b\u4f3c\u4e8e\u5c06\u590d\u6742\u7684\u8bed\u8a00\u7ffb\u8bd1\u4e3a\u8ba1\u7b97\u673a\u80fd\u76f4\u63a5\u6267\u884c\u7684\u903b\u8f91\u8868\u8fbe\u5f0f\u3002<\/p>\n\n\n\n<p>\u4e00\u4e9b\u53ef\u80fd\u7684\u5e94\u7528\u573a\u666f\u5982\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4ece\u8bed\u97f3\u6307\u4ee4\u4e2d\u751f\u6210\u673a\u5668\u4eba\u6267\u884c\u7684\u89c4\u5219\u7a0b\u5e8f\uff0c\u6bd4\u5982\u5728\u667a\u80fd\u5bb6\u5c45\u4e2d\uff0cAI\u53ef\u4ee5\u7406\u89e3\u590d\u6742\u7684\u903b\u8f91\u547d\u4ee4\u5e76\u6267\u884c<\/li>\n\n\n\n<li>\u6839\u636e\u81ea\u7136\u8bed\u8a00\u751f\u6210Excel\u516c\u5f0f\u6216\u81ea\u52a8\u5316\u811a\u672c<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\uff082\uff09\u57fa\u4e8e\u89c6\u89c9-\u8bed\u8a00\u6307\u4ee4\u7684\u6a21\u578b\uff08\u5982GPT-4\uff09\uff1a\u901a\u8fc7\u5bf9\u7279\u5b9a\u56fe\u50cf\u533a\u57df\u7684\u63a8\u7406\uff0c\u63d0\u5347\u89c6\u89c9\u4efb\u52a1\u7684\u7cbe\u7ec6\u5ea6\u3002\u8fd9\u79cd\u6280\u672f\u5728\u5b9e\u8bc1\u548c\u4eba\u7c7b\u8bc4\u4f30\u4e2d\u8868\u73b0\u4f18\u4e8e\u4f20\u7edf\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u5c06\u89c6\u89c9\u8bed\u8a00\u6307\u4ee4\u6a21\u578b\u60f3\u8c61\u4e3a\u4e00\u4e2a\u914d\u5907\u4e86\u201c\u653e\u5927\u955c\u201d\u548c\u201c\u5206\u6790\u5668\u201d\u7684\u52a9\u624b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"225\" height=\"225\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/\u56fe\u7247-97.png\" alt=\"\" class=\"wp-image-3474\"\/><\/figure><\/div>\n\n\n<p>\u4f20\u7edf\u6a21\u578b\u53ea\u80fd\u8bf4\u201c\u8fd9\u662f\u4e00\u5806\u6c34\u679c\u201d\uff0c\u4f46\u65e0\u6cd5\u5177\u4f53\u5230\u67d0\u4e2a\u6c34\u679c\uff0c\u800c\u533a\u57df\u6307\u5411\u6a21\u578b\u7684AI\u52a9\u624b\u53ef\u4ee5\u7528\u201c\u653e\u5927\u955c\u201d\u4e13\u6ce8\u4e8e\u4f60\u6307\u5b9a\u7684\u533a\u57df\uff08\u53f3\u4e0a\u89d2\u7684\u6a58\u5b50\uff09\uff0c\u7136\u540e\u7528\u201c\u5206\u6790\u5668\u201d\u8be6\u7ec6\u56de\u7b54\u95ee\u9898\uff0c\u6bd4\u5982\u6a58\u5b50\u7684\u989c\u8272\u3001\u5149\u6cfd\u548c\u662f\u5426\u6709\u6591\u70b9\u3002<\/p>\n\n\n\n<p>\u4e00\u4e9b\u53ef\u80fd\u7684\u73b0\u5b9e\u5e94\u7528\u573a\u666f\u5305\u62ec\uff08\u4f46\u4e0d\u9650\u4e8e\uff09\uff1a<\/p>\n\n\n\n<ul>\n<li>\u533b\u7597\u5f71\u50cf\u5206\u6790\uff1a\u5728\u4e00\u5f20\u590d\u6742\u7684X\u5149\u7247\u4e2d\uff0c\u533b\u751f\u53ef\u4ee5\u8ba9AI\u4e13\u6ce8\u4e8e\u67d0\u4e2a\u7591\u4f3c\u5f02\u5e38\u533a\u57df\uff0c\u5e2e\u52a9\u8bc6\u522b\u75c5\u53d8\u7279\u5f81\u3002\u4f8b\u5982\uff0c\u533b\u751f\u6307\u51fa\u201c\u53f3\u80ba\u4e2d\u90e8\u533a\u57df\u201d\uff0cAI\u6839\u636e\u5f71\u50cf\u7ec6\u8282\u4e0e\u533b\u5b66\u77e5\u8bc6\uff0c\u751f\u6210\u66f4\u7cbe\u51c6\u7684\u8bca\u65ad\u5efa\u8bae\u3002<\/li>\n\n\n\n<li>\u7535\u5546\u4ea7\u54c1\u63a8\u8350\uff1a\u7528\u6237\u4e0a\u4f20\u4e00\u5f20\u5bb6\u5c45\u7167\u7247\uff0c\u5e76\u8be2\u95ee\u201c\u5de6\u4e0b\u89d2\u7684\u6c99\u53d1\u5c3a\u5bf8\u662f\u5426\u5408\u9002\u201d\u3002AI\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u8be5\u533a\u57df\uff0c\u7ed3\u5408\u4ea7\u54c1\u6570\u636e\u5e93\u56de\u7b54\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u667a\u80fd\u76d1\u63a7\uff1a\u5728\u76d1\u63a7\u753b\u9762\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u6307\u5411\u67d0\u8f86\u8f66\uff0c\u5e76\u8981\u6c42AI\u5224\u65ad\u201c\u8f66\u7684\u5de6\u524d\u8f6e\u662f\u5426\u6709\u635f\u574f\u201d\u3002<\/li>\n\n\n\n<li>\u589e\u5f3a\u4eba\u673a\u534f\u4f5c\uff1a\u5728\u8bbe\u8ba1\u4efb\u52a1\u4e2d\uff0c\u8bbe\u8ba1\u5e08\u53ef\u4ee5\u6807\u6ce8\u4e00\u90e8\u5206\u7d20\u6750\uff0c\u5e76\u8981\u6c42AI\u4f18\u5316\u7ec6\u8282\uff08\u5982\u201c\u8fd9\u4e2a\u533a\u57df\u7684\u5149\u5f71\u6548\u679c\u80fd\u5426\u66f4\u81ea\u7136\uff1f\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>17\u2014\u57fa\u4e8eLLMs\u4e0eVLMs\u7684\u667a\u80fd\u4f53\uff1a\u4ece\u96f6\u6837\u672c\u5230\u591a\u6a21\u6001\u7684\u4efb\u52a1\u4e13\u5bb6<\/strong><\/h2>\n\n\n\n<p>\u57fa\u4e8eLLMs\u4e0eVLMs\u7684\u667a\u80fd\u4f53\u901a\u8fc7\u6574\u5408\u8bed\u8a00\u3001\u89c6\u89c9\u7b49\u591a\u6a21\u6001\u80fd\u529b\uff0c\u80fd\u591f\u7406\u89e3\u590d\u6742\u7684\u6307\u4ee4\u3001\u5904\u7406\u591a\u6a21\u6001\u8f93\u5165\uff0c\u5e76\u751f\u6210\u52a8\u6001\u3001\u591a\u6837\u5316\u7684\u8f93\u51fa\uff0c\u5b8c\u6210\u4ece\u4efb\u52a1\u89c4\u5212\u5230\u591a\u6a21\u6001\u63a8\u7406\u7684\u590d\u6742\u4efb\u52a1\u3002\u8fd9\u4e9b\u667a\u80fd\u4f53\u7684\u5173\u952e\u7279\u6027\u662f\uff1a<\/p>\n\n\n\n<ul>\n<li>\u8bed\u8a00\u5904\u7406\u80fd\u529b\uff1a\u5229\u7528LLMs\u5b8c\u6210\u590d\u6742\u7684\u8bed\u8a00\u4efb\u52a1\uff0c\u5982\u5bf9\u8bdd\u751f\u6210\u3001\u5185\u5bb9\u521b\u4f5c\u548c\u903b\u8f91\u63a8\u7406\u3002<\/li>\n\n\n\n<li>\u89c6\u89c9\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\uff1a\u901a\u8fc7VLMs\u7406\u89e3\u56fe\u50cf\u4e2d\u7684\u7ec6\u8282\u5e76\u7ed3\u5408\u8bed\u8a00\u751f\u6210\u76f8\u5173\u56de\u7b54\u3002<\/li>\n\n\n\n<li>\u591a\u6a21\u6001\u534f\u4f5c\uff1a\u5c06\u6587\u5b57\u3001\u56fe\u50cf\u3001\u89c6\u9891\u7b49\u591a\u6a21\u6001\u4fe1\u606f\u7ed3\u5408\u8d77\u6765\u5b8c\u6210\u8de8\u9886\u57df\u4efb\u52a1\uff0c\u4f8b\u5982\uff1a\u4ece\u8bed\u8a00\u6307\u4ee4\u751f\u6210\u56fe\u50cf\u5185\u5bb9\uff1a\u4f8b\u5982\uff0c\u8f93\u5165\u201c\u8bbe\u8ba1\u4e00\u4e2a\u73b0\u4ee3\u98ce\u683c\u7684\u5ba2\u5385\u201d\uff0c\u667a\u80fd\u4f53\u751f\u6210\u76f8\u5173\u56fe\u7247\u3002\u4ece\u56fe\u50cf\u7406\u89e3\u751f\u6210\u6587\u672c\uff1a\u4f8b\u5982\uff0c\u901a\u8fc7\u5206\u6790\u4e00\u5f20\u8d2d\u7269\u6e05\u5355\u56fe\u7247\uff0c\u667a\u80fd\u4f53\u751f\u6210\u7269\u54c1\u6e05\u5355\u3002\u52a8\u6001\u8de8\u6a21\u6001\u4efb\u52a1\u6267\u884c\uff1a\u4f8b\u5982\uff0c\u5728\u89c6\u9891\u4e2d\u8ddf\u8e2a\u67d0\u4e2a\u5bf9\u8c61\u5e76\u56de\u7b54\u76f8\u5173\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5177\u5907\u591a\u6a21\u6001\u80fd\u529b\u7684\u667a\u80fd\u4f53\u5176\u5e94\u7528\u9886\u57df\u5c31\u975e\u5e38\u5e7f\u6cdb\u4e86\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<p>\u673a\u5668\u4eba\u4efb\u52a1\u89c4\u5212\uff1a\u5c06\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5206\u89e3\u4e3aPython\u4ee3\u7801\u5e76\u6267\u884c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-81 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"627\" data-id=\"3561\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-12.png\" alt=\"\" class=\"wp-image-3561\"\/><figcaption class=\"wp-element-caption\">CAMEL\u89d2\u8272\u626e\u6f14\u6846\u67b6\uff1a\u89d2\u8272\u626e\u6f14\u8bbe\u7f6e\u59cb\u4e8e\u4eba\u7c7b\u7528\u6237\u6709\u4e00\u4e2a\u4ed6\u4eec\u60f3\u8981\u5b9e\u73b0\u7684\u60f3\u6cd5\u4f8b\u5982\u5f00\u53d1\u4e00\u4e2a\u7528\u4e8e\u80a1\u7968\u5e02\u573a\u7684\u4ea4\u6613\u673a\u5668\u4eba\u3002\u8fd9\u4e2a\u4efb\u52a1\u6240\u6d89\u53ca\u7684\u89d2\u8272\u5c06\u662f\u4e00\u4e2aAI\u52a9\u7406\u4ee3\u7406\uff0c\u4ed6\u662f\u4e00\u4e2aPython\u7a0b\u5e8f\u5458\uff0c\u4ee5\u53ca\u4e00\u4e2aAI\u7528\u6237\u4ee3\u7406\uff0c\u4ed6\u662f\u4e00\u4e2a\u80a1\u7968\u4ea4\u6613\u5458\u3002\u4f7f\u7528\u4efb\u52a1\u6307\u5b9a\u4ee3\u7406\uff0c\u4f7f\u4efb\u52a1\u53d8\u5f97\u66f4\u52a0\u5177\u4f53\uff0c\u4e3a\u52a9\u7406\u89e3\u51b3\u4e00\u4e2a\u5b9a\u4e49\u826f\u597d\u7684\u4efb\u52a1\u3002AI\u7528\u6237\u548cAI\u52a9\u7406\u90fd\u83b7\u5f97\u4e86\u6307\u5b9a\u7684\u4efb\u52a1\uff0c\u7136\u540e\u4ed6\u4eec\u901a\u8fc7\u9075\u5faa\u6307\u4ee4\u7684\u65b9\u5f0f\u76f8\u4e92\u4ea4\u8c08\uff0c\u4ee5\u89e3\u51b3\u6307\u5b9a\u7684\u4efb\u52a1<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u591a\u6a21\u6001\u667a\u80fd\u4f53\uff1a\u6574\u5408\u6587\u672c\u3001\u56fe\u50cf\u4e0e\u89c6\u9891\u6570\u636e\uff0c\u521b\u5efa\u80fd\u591f\u81ea\u4e3b\u9002\u5e94\u73af\u5883\u7684\u901a\u7528\u667a\u80fd\u4f53\u3002\u533b\u7597\u8bca\u65ad\u52a9\u624b\uff0c\u652f\u6301<\/p>\n\n\n\n<ul>\n<li>\u533b\u5b66\u5f71\u50cf\u5206\u6790\uff1a\u652f\u6301X\u5149\u7247\u3001CT\u3001MRI\u7b49\u5f71\u50cf\u7684\u5f02\u5e38\u8bc6\u522b\uff08\u5982\u80bf\u7624\u3001\u9aa8\u6298\uff09\u3002<\/li>\n\n\n\n<li>\u8bca\u65ad\u62a5\u544a\u751f\u6210\uff1a\u6839\u636e\u5f71\u50cf\u5206\u6790\u751f\u6210\u81ea\u7136\u8bed\u8a00\u62a5\u544a\uff0c\u6e05\u6670\u5448\u73b0\u8bca\u65ad\u7ed3\u8bba\u3002<\/li>\n\n\n\n<li>\u5b9e\u65f6\u4e92\u52a8\u95ee\u7b54\uff1a\u56de\u7b54\u7528\u6237\u5173\u4e8e\u8bca\u65ad\u7ed3\u679c\u548c\u75be\u75c5\u76f8\u5173\u7684\u63d0\u95ee\u3002<\/li>\n\n\n\n<li>\u591a\u6a21\u6001\u8f93\u5165\u652f\u6301\uff1a\u7528\u6237\u53ef\u4ee5\u540c\u65f6\u4e0a\u4f20\u56fe\u50cf\u5e76\u8f93\u5165\u6587\u672c\u8bf4\u660e\uff08\u5982\u201c\u8fd9\u7247CT\u4e0a\u6709\u4ec0\u4e48\u5f02\u5e38\u5417\uff1f\u201d\uff09\u3002<\/li>\n\n\n\n<li>\u4fe1\u606f\u900f\u660e\u6027\uff1a\u6807\u6ce8\u751f\u6210\u5185\u5bb9\u7684\u4f9d\u636e\uff08\u5982\u5f71\u50cf\u4e2d\u53d1\u73b0\u5f02\u5e38\u7684\u4f4d\u7f6e\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 12<\/strong> \u2014\u2014 <strong>Agent AI \u5e94\u7528\u4efb\u52a1<\/strong><\/h2>\n\n\n\n<p><strong>\u00a012.1 \u6e38\u620f Agent\u00a0<\/strong><\/p>\n\n\n\n<p>\u6e38\u620f\u4e3a\u6d4b\u8bd5\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u7684 Agent \u884c\u4e3a\u63d0\u4f9b\u4e86\u72ec\u7279\u7684\u6c99\u76d2\u73af\u5883\uff0c\u62d3\u5c55\u4e86\u5b83\u4eec\u7684\u534f\u4f5c\u548c\u51b3\u7b56\u80fd\u529b\u3002\u4ee5\u4e0b\u4e09\u4e2a\u9886\u57df\u7a81\u663e\u4e86 Agent \u4e0e\u4eba\u7c7b\u73a9\u5bb6\u548c\u5176\u4ed6 Agent \u4e92\u52a8\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u5728\u73af\u5883\u4e2d\u91c7\u53d6\u6709\u6548\u884c\u52a8\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>12.1.1 NPC \u884c\u4e3a<\/strong><\/p>\n\n\n\n<p>\u5728\u73b0\u4ee3\u6e38\u620f\u4e2d\uff0cNPC \u901a\u5e38\u9075\u5faa\u5f00\u53d1\u8005\u9884\u8bbe\u7684\u811a\u672c\uff0c\u8fd9\u4e9b\u811a\u672c\u5b9a\u4e49\u4e86\u57fa\u4e8e\u7279\u5b9a\u89e6\u53d1\u6761\u4ef6\u6216\u73a9\u5bb6\u884c\u4e3a\u7684\u53cd\u5e94\u4e0e\u4e92\u52a8\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u9884\u8bbe\u673a\u5236\u5e38\u5e38\u5bfc\u81f4 NPC \u7684\u884c\u4e3a\u53d8\u5f97\u53ef\u9884\u6d4b\u4e14\u91cd\u590d\uff0c\u65e0\u6cd5\u6839\u636e\u73a9\u5bb6\u7684\u884c\u4e3a\u6216\u6e38\u620f\u73af\u5883\u7684\u52a8\u6001\u53d8\u5316\u8fdb\u884c\u5b9e\u65f6\u8c03\u6574\u3002\u8fd9\u4e00\u5c40\u9650\u6027\u663e\u8457\u5f71\u54cd\u4e86\u6e38\u620f\u7684\u6c89\u6d78\u611f\u3002\u56e0\u6b64\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u4eec\u5f00\u59cb\u5173\u6ce8\u5229\u7528 LLM \u6765\u63d0\u5347 NPC \u7684\u81ea\u4e3b\u6027\u548c\u9002\u5e94\u6027\uff0c\u4ece\u800c\u4f7f\u6e38\u620f\u4e92\u52a8\u66f4\u52a0\u81ea\u7136\u548c\u5f15\u4eba\u5165\u80dc\u3002<\/p>\n\n\n\n<p>LLM \u901a\u8fc7\u5904\u7406\u6d77\u91cf\u6587\u672c\u6570\u636e\uff0c\u80fd\u591f\u5b66\u4e60\u8bed\u8a00\u6a21\u5f0f\u5e76\u751f\u6210\u66f4\u52a0\u591a\u6837\u5316\u4e14\u7c7b\u4eba\u5316\u7684\u54cd\u5e94\uff0c\u8fd9\u663e\u8457\u63d0\u5347\u4e86 NPC \u884c\u4e3a\u7684\u81ea\u7136\u5ea6\u548c\u590d\u6742\u6027\u3002LLM \u53ef\u5e94\u7528\u4e8e\u5f00\u53d1\u52a8\u6001\u5bf9\u8bdd\u7cfb\u7edf\uff0c\u4ece\u800c\u589e\u5f3a\u4e0e NPC \u4e92\u52a8\u7684\u5438\u5f15\u529b\u548c\u4e0d\u53ef\u9884\u6d4b\u6027\u3002\u6b64\u5916\uff0cLLM \u8fd8\u80fd\u591f\u6839\u636e\u73a9\u5bb6\u7684\u53cd\u9988\u548c\u6e38\u620f\u5185\u6570\u636e\u4e0d\u65ad\u8c03\u6574 NPC \u7684\u884c\u4e3a\uff0c\u4f7f\u5176\u66f4\u7b26\u5408\u73a9\u5bb6\u7684\u671f\u671b\uff0c\u5e76\u9002\u5e94\u6e38\u620f\u73af\u5883\u7684\u52a8\u6001\u53d8\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-83 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"702\" height=\"406\" data-id=\"3560\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640.jpg\" alt=\"\" class=\"wp-image-3560\"\/><figcaption class=\"wp-element-caption\">\u56fe 8\uff1a\u5177\u8eab Agent \u7528\u4e8e\u7528\u6237\u4e92\u52a8\u5f0f\u6e38\u620f\u52a8\u4f5c\u9884\u6d4b\u548c\u4e92\u52a8\u7f16\u8f91\uff0c\u901a\u8fc7 GPT-4V \u5b9e\u73b0 Minecraft Dungeons \u6e38\u620f\u573a\u666f\u7684\u6a21\u62df\u4e0e\u751f\u6210\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>12.1.2 \u4eba\u7c7b\u4e0e NPC \u4e92\u52a8<\/strong><\/p>\n\n\n\n<p>\u4eba\u7c7b\u73a9\u5bb6\u4e0e NPC \u7684\u4e92\u52a8\u662f\u6e38\u620f\u4f53\u9a8c\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u4e00\u73af\u3002<strong>\u4f20\u7edf\u7684\u4e92\u52a8\u6a21\u5f0f\u4e3b\u8981\u662f\u5355\u5411\u7684\uff0c<\/strong>NPC \u4ec5\u4ee5\u9884\u8bbe\u7684\u65b9\u5f0f\u54cd\u5e94\u73a9\u5bb6\u7684\u8f93\u5165\uff0c\u8fd9\u9650\u5236\u4e86\u4e92\u52a8\u7684\u81ea\u7136\u6027\u548c\u4e30\u5bcc\u6027\uff0c\u96be\u4ee5\u5728\u865a\u62df\u4e16\u754c\u4e2d\u6709\u6548\u6a21\u62df\u771f\u5b9e\u4e16\u754c\u4e2d\u7684\u4eba\u9645\u4e92\u52a8\u3002\u7136\u800c\uff0c\u968f\u7740 LLM \u548c VLM \u6280\u672f\u7684\u51fa\u73b0\uff0c\u8fd9\u4e00\u73b0\u72b6\u6709\u671b\u5f97\u5230\u6539\u5584\u3002<strong>\u901a\u8fc7\u8fd9\u4e9b\u6280\u672f\uff0c\u6e38\u620f\u7cfb\u7edf\u80fd\u591f\u5206\u6790\u5e76\u5b66\u4e60\u4eba\u7c7b\u884c\u4e3a\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u63a5\u8fd1\u4eba\u7c7b\u4e92\u52a8\u7684\u4f53\u9a8c\u3002<\/strong>\u8fd9\u4e0d\u4ec5\u589e\u5f3a\u4e86\u6e38\u620f\u7684\u771f\u5b9e\u611f\u548c\u73a9\u5bb6\u7684\u53c2\u4e0e\u5ea6\uff0c\u8fd8\u4e3a\u5728\u590d\u6742\u4e14\u53ef\u63a7\u7684\u73af\u5883\u4e2d\u63a2\u7d22\u548c\u7406\u89e3\u4eba\u673a\u4e92\u52a8\u63d0\u4f9b\u4e86\u65b0\u7684\u5e73\u53f0\u3002<\/p>\n\n\n\n<p><strong>12.1.3 \u57fa\u4e8e Agent \u7684\u6e38\u620f\u5206\u6790<\/strong><\/p>\n\n\n\n<p>\u6e38\u620f\u5df2\u6210\u4e3a\u6211\u4eec\u65e5\u5e38\u751f\u6d3b\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u5168\u7403\u7ea6\u4e00\u534a\u7684\u4eba\u53e3\u53c2\u4e0e\u5176\u4e2d\uff0c\u5e76\u4e14\u5bf9\u5fc3\u7406\u5065\u5eb7\u4ea7\u751f\u4e86\u79ef\u6781\u5f71\u54cd\u3002\u7136\u800c\uff0c\u5f53\u524d\u7684\u6e38\u620f\u7cfb\u7edf\u5728\u4e0e\u73a9\u5bb6\u4e92\u52a8\u65b9\u9762\u5b58\u5728\u5c40\u9650\u6027\uff0cNPC \u7684\u884c\u4e3a\u4e3b\u8981\u4f9d\u8d56\u4e8e\u6e38\u620f\u5f00\u53d1\u8005\u9884\u8bbe\u7684\u811a\u672c\uff0c\u8fd9\u4e9b\u811a\u672c\u5316\u7684\u884c\u4e3a\u5f80\u5f80\u96be\u4ee5\u9002\u5e94\u73a9\u5bb6\u7684\u591a\u6837\u5316\u9700\u6c42\u3002\u56e0\u6b64\uff0c\u6e38\u620f\u9886\u57df\u4e9f\u9700\u5f15\u5165\u65b0\u7684 AI\u7cfb\u7edf\uff0c\u4ee5\u5206\u6790\u73a9\u5bb6\u884c\u4e3a\u5e76\u5728\u5fc5\u8981\u65f6\u63d0\u4f9b\u9002\u5f53\u7684\u652f\u6301\u3002\u667a\u80fd\u4ea4\u4e92\u7cfb\u7edf\u6709\u6f5c\u529b\u5f7b\u5e95\u6539\u53d8\u73a9\u5bb6\u4e0e\u6e38\u620f\u7cfb\u7edf\u7684\u4e92\u52a8\u65b9\u5f0f\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u6e38\u620f\u4f53\u9a8c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-85 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"619\" height=\"795\" data-id=\"3512\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-32.png\" alt=\"\" class=\"wp-image-3512\"\/><figcaption class=\"wp-element-caption\">\u56fe 9\uff1aGPT-4V \u80fd\u591f\u5229\u7528\u201c\u52a8\u4f5c\u5386\u53f2\u201d\u548c\u201c\u6e38\u620f\u76ee\u6807\u201d\u6765\u9884\u6d4b\u73a9\u5bb6\u7684\u4e0b\u4e00\u6b65\u884c\u52a8\u3002\u5b83\u53ef\u4ee5\u8bc6\u522b\u73a9\u5bb6\u624b\u4e2d\u7684\u7269\u54c1\uff0c\u4f8b\u5982\u6728\u6750\uff0c\u5e76\u57fa\u4e8e\u6b64\u89c4\u5212\u63a5\u4e0b\u6765\u7684\u52a8\u4f5c\u3002\u5c3d\u7ba1 GPT-4V \u5728\u9884\u6d4b\u4e00\u4e9b\u7b80\u5355\u64cd\u4f5c\uff08\u5982\u6309\u201cE\u201d\u952e\u6253\u5f00\u80cc\u5305\uff09\u65b9\u9762\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5728\u9884\u6d4b\u66f4\u7ec6\u81f4\u7684\u52a8\u4f5c\uff08\u5982\u9f20\u6807\u79fb\u52a8\uff09\u65f6\uff0c\u5219\u8868\u73b0\u76f8\u5bf9\u6b20\u4f73\u3002\u8fd9\u53ef\u80fd\u9700\u8981\u989d\u5916\u7684\u6a21\u5757\u6765\u66f4\u7cbe\u786e\u5730\u63a7\u5236\u8fd9\u4e9b\u7ec6\u8282\u52a8\u4f5c\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>LLM \u53ef\u4ee5\u4f5c\u4e3a\u5206\u6790\u6e38\u620f\u5185\u6587\u672c\u6570\u636e\uff08\u5305\u62ec\u804a\u5929\u8bb0\u5f55\u3001\u73a9\u5bb6\u53cd\u9988\u548c\u53d9\u8ff0\u5185\u5bb9\uff09\u7684\u5f3a\u5927\u5de5\u5177\u3002\u5b83\u4eec\u80fd\u591f\u8bc6\u522b\u73a9\u5bb6\u7684\u884c\u4e3a\u3001\u504f\u597d\u548c\u4e92\u52a8\u6a21\u5f0f\uff0c\u8fd9\u5bf9\u6e38\u620f\u5f00\u53d1\u4eba\u5458\u6539\u8fdb\u6e38\u620f\u673a\u5236\u548c\u53d9\u4e8b\u5185\u5bb9\u5177\u6709\u91cd\u8981\u4ef7\u503c\u3002\u6b64\u5916\uff0cVLM \u80fd\u591f\u89e3\u6790\u6e38\u620f\u4f1a\u8bdd\u4e2d\u7684\u5927\u91cf\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\uff0c\u5e2e\u52a9\u5206\u6790\u7528\u6237\u5728\u6e38\u620f\u4e16\u754c\u4e2d\u7684\u610f\u56fe\u548c\u884c\u4e3a\u3002\u540c\u65f6\uff0cLLM \u548c VLM \u8fd8\u4fc3\u8fdb\u4e86 AI Agent \u7684\u5f00\u53d1\uff0c\u8fd9\u4e9b Agent \u80fd\u591f\u4ee5\u590d\u6742\u4e14\u7c7b\u4eba\u7684\u65b9\u5f0f\u4e0e\u73a9\u5bb6\u53ca\u5176\u4ed6 Agent \u8fdb\u884c\u4ea4\u6d41\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u6e38\u620f\u4f53\u9a8c\u3002\u9664\u4e86 LLM \u548c VLM\uff0c\u7528\u6237\u7684\u8f93\u5165\u6570\u636e\u4e5f\u4e3a\u521b\u5efa\u6e38\u620f Agent \u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u53ef\u80fd\u6027\uff0c\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u73a9\u5bb6\u6765\u6a21\u62df\u611f\u77e5\u3001\u6e38\u620f\u884c\u4e3a\u548c\u6e38\u620f\u7406\u89e3\u3002\u901a\u8fc7\u7ed3\u5408\u73a9\u5bb6\u4e92\u52a8\u4e0e\u53cd\u9988\u3001\u50cf\u7d20\u8f93\u5165\u4ee5\u53ca\u81ea\u7136\u8bed\u8a00\u7684\u89c4\u5212\u4e0e\u7406\u89e3\uff0cAgent \u6a21\u578b\u53ef\u4ee5\u4e0d\u65ad\u6539\u8fdb\u6e38\u620f\u52a8\u6001\uff0c\u63a8\u52a8\u6e38\u620f\u73af\u5883\u5411\u66f4\u52a0\u4ee5\u73a9\u5bb6\u4e3a\u4e2d\u5fc3\u7684\u65b9\u5411\u53d1\u5c55\u3002<\/p>\n\n\n\n<p><strong>12.1.4 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\u9a71\u52a8\uff0c\u90fd\u80fd\u591f\u663e\u8457\u51cf\u5c11\u624b\u5de5\u52b3\u52a8\uff0c\u5feb\u901f\u751f\u6210\u590d\u6742\u4e14\u903c\u771f\u7684\u666f\u89c2\u3002LLM \u548c VLM \u80fd\u591f\u5229\u7528\u6d77\u91cf\u7684\u7f51\u7edc\u6570\u636e\u5236\u5b9a\u89c4\u5219\uff0c\u8bbe\u8ba1\u51fa\u65e2\u7f8e\u89c2\u53c8\u4e0d\u91cd\u590d\u7684\u666f\u89c2\u3002\u8fd9\u4e9b\u6a21\u578b\u8fd8\u786e\u4fdd\u751f\u6210\u7d20\u6750\u5728\u8bed\u4e49\u4e0a\u7684\u4e00\u81f4\u6027\u548c\u591a\u6837\u6027\u3002\u5728\u573a\u666f\u4e2d\u5408\u7406\u5e03\u7f6e\u5efa\u7b51\u7269\u3001\u690d\u88ab\u7b49\u5143\u7d20\uff0c\u5bf9\u4e8e\u63d0\u5347\u6c89\u6d78\u611f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>VLM \u548c LLM \u53ef\u4ee5\u901a\u8fc7\u9075\u5faa\u9884\u5b9a\u4e49\u6216\u5b66\u4e60\u7684\u89c4\u5219\u4e0e\u7f8e\u5b66\u539f\u5219\uff0c\u8f85\u52a9\u5bf9\u8c61\u653e\u7f6e\uff0c\u4ece\u800c\u52a0\u901f\u5173\u5361\u8bbe\u8ba1\u8fc7\u7a0b\u3002\u5b83\u4eec\u8fd8\u53ef\u4ee5\u8fdb\u4e00\u6b65\u8bad\u7ec3\uff0c\u4ee5\u7406\u89e3\u8bbe\u8ba1\u548c\u7f8e\u5b66\u7684\u57fa\u672c\u539f\u7406\uff0c\u5e2e\u52a9\u8fdb\u884c\u7a0b\u5e8f\u5316\u5185\u5bb9\u751f\u6210\u3002\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u5e2e\u52a9\u5236\u5b9a\u7a0b\u5e8f\u7b97\u6cd5\u9075\u5faa\u7684\u89c4\u5219\u6216\u6307\u5bfc\u65b9\u9488\uff0c\u4ee5\u751f\u6210\u65e2\u5177\u89c6\u89c9\u5438\u5f15\u529b\u53c8\u7b26\u5408\u60c5\u5883\u9002\u7528\u6027\u7684\u5bf9\u8c61\u548c\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u903c\u771f\u7684\u5149\u7167\u548c\u6c14\u6c1b\u6548\u679c\u5bf9\u4e8e\u521b\u5efa\u53ef\u4fe1\u4e14\u5438\u5f15\u4eba\u7684\u6e38\u620f\u73af\u5883\u81f3\u5173\u91cd\u8981\u3002\u9ad8\u7ea7\u7b97\u6cd5\u80fd\u591f\u6a21\u62df\u81ea\u7136\u5149\u7167\u6761\u4ef6\u548c\u52a8\u6001\u5929\u6c14\u6548\u679c\uff0c\u589e\u5f3a\u573a\u666f\u7684\u771f\u5b9e\u611f\u548c\u6c1b\u56f4\u3002LLM \u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u7cfb\u7edf\uff0c\u4ece\u591a\u4e2a\u521b\u65b0\u89d2\u5ea6\u5b9e\u73b0\u66f4\u903c\u771f\u7684\u5149\u7167\u548c\u6c14\u6c1b\u6548\u679c\u3002VLM \u5219\u80fd\u591f\u5206\u6790\u5927\u91cf\u771f\u5b9e\u4e16\u754c\u7684\u5149\u7167\u548c\u5927\u6c14\u6761\u4ef6\u6570\u636e\u96c6\uff0c\u4ee5\u5e2e\u52a9\u5f00\u53d1\u66f4\u4e3a\u771f\u5b9e\u7684\u7b97\u6cd5\uff0c\u4ece\u800c\u5728\u6e38\u620f\u4e2d\u6709\u6548\u6a21\u62df\u8fd9\u4e9b\u6548\u679c\u3002\u901a\u8fc7\u7406\u89e3\u81ea\u7136\u5149\u7167\u548c\u5929\u6c14\u7684\u6a21\u5f0f\u4e0e\u7ec6\u5fae\u4e4b\u5904\uff0c\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u63a8\u52a8\u6a21\u62df\u903c\u771f\u6548\u679c\u7b97\u6cd5\u7684\u5f00\u53d1\u3002\u6b64\u5916\uff0cLLM \u548c VLM 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\u751f\u6210\u548c\u7f16\u8f91\u52a8\u4f5c\u63cf\u8ff0\u7684\u5b9e\u4f8b\u3002\u589e\u5f3a\u6587\u672c\u751f\u6210\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u5229\u7528\u6e38\u620f\u52a8\u4f5c\u6570\u636e\u6765\u521b\u5efa3D\u573a\u666f\uff0c\u4f7f\u5f97\u573a\u666f\u770b\u8d77\u6765\u66f4\u52a0\u771f\u5b9e\u81ea\u7136\u3002\u56e0\u6b64\uff0cGPT-4V \u80fd\u591f\u4e3a\u6e38\u620f\u89c6\u9891\u751f\u6210\u4e0e\u5185\u5bb9\u9ad8\u5ea6\u76f8\u5173\u7684\u9ad8\u7ea7\u63cf\u8ff0\uff0c\u786e\u4fdd\u63cf\u8ff0\u7684\u51c6\u786e\u6027\u548c\u9002\u5f53\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-87 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"350\" height=\"394\" data-id=\"3559\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-11.png\" alt=\"\" class=\"wp-image-3559\"\/><figcaption class=\"wp-element-caption\">\u56fe 10\uff1a\u5728\u672a\u89c1\u8fc7\u7684 Minecraft \u89c6\u9891\u4e0a\u8fdb\u884c\u7684\u63a9\u7801\u89c6\u9891\u9884\u6d4b\u3002\u4ece\u5de6\u5230\u53f3\u4f9d\u6b21\u4e3a\uff1a\u539f\u59cb\u5e27\u3001\u63a9\u7801\u5e27\u3001\u91cd\u6784\u5e27\u548c\u5e26\u6709\u8865\u4e01\u7684\u91cd\u6784\u5e27\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u5c0f\u578b Agent \u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/strong>\u6211\u4eec\u901a\u8fc7\u5728 Minecraft \u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5c55\u793a\u4e86\u6211\u4eec\u7684\u89c6\u89c9-\u8bed\u8a00\u67b6\u6784\u5728\u6e38\u620f Agent \u4e2d\u7684\u5e94\u7528\u3002\u5982\u56fe 7 \u6240\u793a\uff0c\u8f93\u5165\u5305\u62ec\u52a8\u4f5c Agent 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\u5c55\u793a\u4e86\u6a21\u578b\u7684\u8f93\u51fa\u7ed3\u679c\u3002\u56fe 10 \u663e\u793a\uff0c\u5373\u4f7f\u5728\u8bad\u7ec3\u4e2d\u672a\u89c1\u8fc7\u7684 Minecraft \u573a\u666f\uff0c\u6211\u4eec\u7684\u6a21\u578b\u4e5f\u80fd\u751f\u6210\u5408\u7406\u7684\u8f93\u51fa\u3002\u56fe 11 \u5219\u5bf9\u6bd4\u4e86\u6a21\u578b\u7684\u9884\u6d4b\u4e0e\u4eba\u7c7b\u73a9\u5bb6\u7684\u771f\u5b9e\u64cd\u4f5c\uff0c\u663e\u793a\u51fa\u8be5\u5c0f\u578b Agent \u6a21\u578b\u7406\u89e3\u6e38\u620f\u64cd\u4f5c\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-89 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"948\" height=\"942\" data-id=\"3558\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-10.png\" alt=\"\" class=\"wp-image-3558\"\/><figcaption class=\"wp-element-caption\">\u56fe 11\uff1a\u4f7f\u7528\u5c0f\u578b Agent \u9884\u8bad\u7ec3\u6a21\u578b\u5728 Minecraft \u6e38\u620f\u573a\u666f\u4e2d\u8fdb\u884c\u4f4e\u5c42\u6b21\u7684\u4e0b\u4e00\u6b65\u52a8\u4f5c\u9884\u6d4b\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u591a Agent \u57fa\u7840\u8bbe\u65bd\u3002<\/strong>\u5982\u56fe 5 \u6240\u793a\uff0c\u6211\u4eec\u4e3a\u540d\u4e3a\u201cCuisineWorld\u201d\uff08Gong et al., 2023a\uff09\u7684\u65b0\u6e38\u620f\u573a\u666f\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65b0\u578b\u591a Agent \u57fa\u7840\u8bbe\u65bd\u3002\u5177\u4f53\u65b9\u6cd5\u89c1\u56fe 12\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-91 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"914\" height=\"501\" data-id=\"3557\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-9.png\" alt=\"\" class=\"wp-image-3557\"\/><figcaption class=\"wp-element-caption\">\u56fe 12\uff1aMindAgent \u7684\u6e38\u620f\u73af\u5883\u4e2d\u4e0a\u4e0b\u6587\u5b66\u4e60\u57fa\u7840\u8bbe\u65bd\u3002\u89c4\u5212\u6280\u80fd\u4e0e\u5de5\u5177\u4f7f\u7528\uff1a\u6e38\u620f\u73af\u5883\u9700\u8981\u591a\u6837\u5316\u7684\u89c4\u5212\u6280\u80fd\u548c\u5de5\u5177\u4f7f\u7528\u6765\u5b8c\u6210\u4efb\u52a1\u3002\u7cfb\u7edf\u4f1a\u751f\u6210\u6e38\u620f\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u8f6c\u6362\u6210\u9002\u5408 LLM \u5904\u7406\u7684\u7ed3\u6784\u5316\u6587\u672c\u3002LLM\uff1a\u5728\u8fd9\u4e2a\u7cfb\u7edf\u4e2d\u626e\u6f14\u51b3\u7b56\u8005\u548c\u591a Agent 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\u5728\u7b26\u53f7\u4efb\u52a1\u89c4\u5212\u65b9\u9762\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u80fd\u591f\u5e2e\u52a9\u673a\u5668\u4eba\u7406\u89e3\u201c\u8981\u505a\u4ec0\u4e48\u201d\u3002\u7136\u800c\uff0c\u8981\u5b9e\u73b0\u4e0e\u73af\u5883\u7684\u6709\u6548\u4e92\u52a8\uff0c\u8fd8\u9700\u8981\u5177\u4f53\u7684\u4f4e\u7ea7\u63a7\u5236\u7b56\u7565\u6765\u6307\u5bfc\u201c\u5982\u4f55\u505a\u201d\u3002\u9664\u4e86\u6570\u636e\u9a71\u52a8\u7684\u5f3a\u5316\u5b66\u4e60\u548c\u6a21\u4eff\u5b66\u4e60\u65b9\u6cd5\uff0c\u76f4\u63a5\u4ece\u4eba\u7c7b\u6f14\u793a\u4e2d\u5b66\u4e60\u7b56\u7565\u7684\u201c\u89c2\u5bdf\u5b66\u4e60\u201d\u4e5f\u662f\u4e00\u79cd\u6709\u524d\u666f\u7684\u65b9\u6cd5\uff08Wake \u7b49\uff0c2021a\uff1bIkeuchi 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\u9a71\u52a8\u7684\u4efb\u52a1\u89c4\u5212\u5668\u7684\u673a\u5668\u4eba\u6559\u5b66\u7cfb\u7edf\u6982\u89c8\u5982\u4e0b\uff1a\u4efb\u52a1\u89c4\u5212\uff1a1. \u7528\u6237\u4f7f\u7528\u4efb\u52a1\u89c4\u5212\u5668\u521b\u5efa\u52a8\u4f5c\u5e8f\u5217\uff0c\u5e76\u6839\u636e\u53cd\u9988\u8c03\u6574\u7ed3\u679c\u30022. \u6f14\u793a\uff1a\u7528\u6237\u901a\u8fc7\u89c6\u89c9\u6f14\u793a\u52a8\u4f5c\u5e8f\u5217\uff0c\u4e3a\u673a\u5668\u4eba\u64cd\u4f5c\u63d0\u4f9b\u6240\u9700\u4fe1\u606f\u3002\u89c6\u89c9\u7cfb\u7edf\u6536\u96c6\u7528\u4e8e\u673a\u5668\u4eba\u6267\u884c\u7684\u89c6\u89c9\u53c2\u6570\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u8be5\u6d41\u7a0b\u5305\u542b\u4e24\u4e2a\u4e3b\u8981\u6a21\u5757\uff1a\u4efb\u52a1\u89c4\u5212\u548c\u53c2\u6570\u5316\u3002\u5728\u4efb\u52a1\u89c4\u5212\u9636\u6bb5\uff0c\u7cfb\u7edf\u63a5\u6536\u8bed\u8a00\u6307\u4ee4\u548c\u5de5\u4f5c\u73af\u5883\u63cf\u8ff0\uff0c\u7ed3\u5408\u9884\u5b9a\u4e49\u7684\u673a\u5668\u4eba\u52a8\u4f5c\u548c\u8f93\u51fa\u89c4\u683c\uff0c\u5f62\u6210\u7efc\u5408\u63d0\u793a\u4f9b ChatGPT \u5904\u7406\u3002ChatGPT \u5c06\u751f\u6210\u4e00\u7cfb\u5217\u5206\u89e3\u7684\u4efb\u52a1\u53ca\u76f8\u5e94\u7684\u6587\u672c\u63cf\u8ff0\uff08\u89c1\u56fe 13 \u5de6\u4fa7\u9762\u677f\uff09\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u5c11\u6837\u672c\u65b9\u6cd5\uff0c\u8fd9\u610f\u5473\u7740 ChatGPT \u65e0\u9700\u4e13\u95e8\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u800c\u907f\u514d\u4e86\u5bf9\u786c\u4ef6\u4f9d\u8d56\u7684\u6570\u636e\u91c7\u96c6\u548c\u6a21\u578b\u8bad\u7ec3\u3002\u6b64\u5916\uff0c\u8f93\u51fa\u7684\u6587\u672c\u63cf\u8ff0\u8fd8\u5141\u8bb8\u7528\u6237\u68c0\u67e5\u5e76\u8c03\u6574\u7ed3\u679c\uff0c\u8fd9\u5bf9\u4e8e\u786e\u4fdd\u64cd\u4f5c\u7684\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u81f3\u5173\u91cd\u8981\u3002\u56fe 14 \u5c55\u793a\u4e86\u5728 VirtualHome\uff08Puig \u7b49\uff0c2018\uff09\u5e73\u53f0\u4e0a\u8fdb\u884c\u7684 Agent \u6a21\u62df\u5b9e\u9a8c\u7684\u5b9a\u6027\u7ed3\u679c\u3002\u8fd9\u4e9b\u7ed3\u679c\u663e\u793a\u4e86\u4efb\u52a1\u8ba1\u5212\u7684\u5408\u7406\u6027\u548c\u8f93\u51fa\u8c03\u6574\u7684\u7075\u6d3b\u6027\uff0c\u8bc1\u660e\u4e86\u8be5\u65b9\u6cd5\u7684\u5e7f\u6cdb\u9002\u7528\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-95 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"677\" height=\"321\" data-id=\"3518\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-37.png\" alt=\"\" class=\"wp-image-3518\"\/><figcaption class=\"wp-element-caption\">\u56fe 14\uff1a\u901a\u8fc7\u81ea\u52a8\u751f\u6210\u7684\u53cd\u9988\u8c03\u6574\u8f93\u51fa\u5e8f\u5217\u7684\u793a\u4f8b\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e86 VirtualHome \u8fd9\u4e00\u5f00\u6e90\u6a21\u62df\u5668\u6765\u6d4b\u8bd5\u4efb\u52a1\u89c4\u5212\u5668\u3002\u5f53\u7ed9\u51fa\u6307\u4ee4\u201c\u62ff\u8d77\u684c\u4e0a\u7684\u6d3e\u5e76\u7528\u7089\u5b50\u52a0\u70ed\u5b83\u201d\u65f6\uff0c\u4efb\u52a1\u89c4\u5212\u5668\u80fd\u591f\u6839\u636e VirtualHome \u4e2d\u7684\u529f\u80fd\u89c4\u5212\u51fa\u4e00\u7cfb\u5217\u52a8\u4f5c\u3002\u5982\u679c\u5728\u6267\u884c\u4efb\u52a1\u7684\u8fc7\u7a0b\u4e2d\u53d1\u73b0\u9519\u8bef\uff0c\u89c4\u5212\u5668\u4f1a\u53c2\u8003\u81ea\u52a8\u751f\u6210\u7684\u9519\u8bef\u4fe1\u606f\u6765\u8c03\u6574\u5176\u8f93\u51fa\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u5c3d\u7ba1\u4efb\u52a1\u89c4\u5212\u786e\u4fdd\u4e86\u4efb\u52a1\u5e8f\u5217\u7684\u8fde\u8d2f\u6027\uff0c\u4f46\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\u4ecd\u9700\u8be6\u7ec6\u7684\u53c2\u6570\u3002\u4f8b\u5982\uff0c\u6293\u53d6\u7c7b\u578b\u5bf9\u4e8e\u4fdd\u6301\u5bb9\u5668\u5185\u5bb9\u4e0d\u6d12\u51fa\u81f3\u5173\u91cd\u8981\uff0c\u800c\u8fd9\u7c7b\u53c2\u6570\u5728\u6a21\u62df\u5668\u4e2d\u901a\u5e38\u88ab\u5ffd\u7565\uff08\u89c1\u56fe 14 \u4e2d\u7684\u6d3e\u6293\u53d6\u793a\u4f8b\uff09\u3002\u56e0\u6b64\uff0c\u5728\u6211\u4eec\u7684\u673a\u5668\u4eba\u7cfb\u7edf\u4e2d\uff0c\u7528\u6237\u9700\u8981\u5bf9\u6bcf\u4e2a\u52a8\u4f5c\u8fdb\u884c\u89c6\u89c9\u6f14\u793a\uff08\u89c1\u56fe 13 \u53f3\u4fa7\u9762\u677f\uff09\u3002\u4efb\u52a1\u4e2d\u9884\u5b9a\u4e49\u4e86\u6267\u884c\u6240\u9700\u7684\u53c2\u6570\uff0c\u89c6\u89c9\u7cfb\u7edf\u5219\u4ece\u89c6\u9891\u4e2d\u63d0\u53d6\u8fd9\u4e9b\u53c2\u6570\uff08Wake \u7b49\uff0c2021b\uff09\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6211\u4eec\u7684\u673a\u5668\u4eba\u7cfb\u7edf\u5e76\u975e\u65e8\u5728\u7cbe\u786e\u590d\u5236\u4eba\u7c7b\u7684\u52a8\u4f5c\uff08\u5373\u8fdc\u7a0b\u64cd\u4f5c\uff09\uff0c\u800c\u662f\u4e3a\u4e86\u5e94\u5bf9\u73b0\u5b9e\u4e16\u754c\u4e2d\u5bf9\u8c61\u4f4d\u7f6e\u53d8\u5316\u7b49\u5404\u79cd\u60c5\u51b5\u3002\u56e0\u6b64\uff0c\u4ece\u4eba\u7c7b\u6f14\u793a\u4e2d\u63d0\u53d6\u7684\u53c2\u6570\u4e0d\u4ec5\u5305\u62ec\u7cbe\u786e\u7684\u8fd0\u52a8\u8def\u5f84\uff0c\u8fd8\u5305\u62ec\u6307\u5bfc\u6709\u6548\u73af\u5883\u4ea4\u4e92\u7684\u53ef\u4f9b\u6027\u4fe1\u606f\uff0c\u4f8b\u5982\u78b0\u649e\u89c4\u907f\u7684\u8def\u5f84\u70b9\uff08Wake \u7b49\uff0c2023a\uff09\u3001\u6293\u53d6\u7c7b\u578b\uff08Wake \u7b49\uff0c2023e\uff09\u4ee5\u53ca\u4e0a\u80a2\u59ff\u6001\uff08Sasabuchi \u7b49\uff0c2021\uff1bWake \u7b49\uff0c2021a\uff09\u3002\u4e0a\u80a2\u59ff\u6001\u5bf9\u4e8e\u9ad8\u81ea\u7531\u5ea6\u7684\u673a\u5668\u4eba\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u4e3a\u5468\u56f4\u7684\u4eba\u63d0\u4f9b\u4e86\u53ef\u9884\u6d4b\u7684\u59ff\u6001\u3002\u5e26\u6709\u53ef\u4f9b\u6027\u7684\u4efb\u52a1\u5e8f\u5217\u8f6c\u5316\u4e3a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u83b7\u5f97\u7684\u53ef\u590d\u7528\u673a\u5668\u4eba\u6280\u80fd\uff0c\u5e76\u7531\u673a\u5668\u4eba\u6267\u884c\uff08Takamatsu \u7b49\uff0c2022\uff09\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7 VLM\uff0c\u57fa\u4e8e LLM \u7684\u4efb\u52a1\u89c4\u5212\u53ef\u4ee5\u6269\u5c55\u5230\u66f4\u5e7f\u6cdb\u7684\u673a\u5668\u4eba\u7cfb\u7edf\u5e94\u7528\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff0c\u4f7f\u7528 GPT-4V\uff08\u89c6\u89c9\u7248\uff09\u6765\u589e\u5f3a\u4efb\u52a1\u89c4\u5212\u5668\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u591a\u6a21\u6001\u8f93\u5165\uff08\u89c1\u56fe 15\uff09\u3002\u4eba\u7c7b\u7684\u52a8\u4f5c\u6f14\u793a\u65e8\u5728\u88ab\u673a\u5668\u4eba\u590d\u5236\u6267\u884c\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u7cfb\u7edf\u63a5\u6536\u6f14\u793a\u89c6\u9891\u548c\u6587\u672c\u6307\u4ee4\uff0c\u5e76\u8f93\u51fa\u4e00\u7cfb\u5217\u673a\u5668\u4eba\u52a8\u4f5c\u3002\u89c6\u89c9\u5206\u6790\u5668\u8d1f\u8d23\u7406\u89e3\u89c6\u9891\u4e2d\u4eba\u7c7b\u6267\u884c\u7684\u52a8\u4f5c\uff0c\u800c GPT-4V \u5219\u6839\u636e\u63d0\u4f9b\u7684\u63d0\u793a\u751f\u6210\u7c7b\u4f3c\u4eba\u7c7b\u6c9f\u901a\u98ce\u683c\u7684\u6587\u672c\u6307\u4ee4\u3002\u56fe 16 \u5c55\u793a\u4e86\u7528\u6237\u5982\u4f55\u901a\u8fc7\u6587\u672c\u8f93\u5165\u5bf9 GPT-4V \u7684\u8bc6\u522b\u7ed3\u679c\u8fdb\u884c\u53cd\u9988\uff0c\u4ee5\u4fee\u6b63\u8bc6\u522b\u7ed3\u679c\u7684\u51c6\u786e\u6027\uff0c\u4ece\u800c\u589e\u5f3a\u64cd\u4f5c\u7684\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-97 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"670\" height=\"201\" data-id=\"3519\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-38.png\" alt=\"\" class=\"wp-image-3519\"\/><figcaption class=\"wp-element-caption\">\u56fe 15\uff1a\u591a\u6a21\u6001\u4efb\u52a1\u89c4\u5212\u5668\u6574\u5408\u4e86 GPT-4V \u548c GPT-4 \u7684\u80fd\u529b\uff0c\u80fd\u591f\u5904\u7406\u89c6\u9891\u6f14\u793a\u548c\u6587\u672c\u6307\u4ee4\uff0c\u8fdb\u800c\u751f\u6210\u673a\u5668\u4eba\u53ef\u4ee5\u6267\u884c\u7684\u4efb\u52a1\u8ba1\u5212\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-99 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"601\" height=\"365\" data-id=\"3520\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-39.png\" alt=\"\" class=\"wp-image-3520\"\/><figcaption class=\"wp-element-caption\">\u56fe 16\uff1a\u89c6\u9891\u5206\u6790\u5668\u8f93\u51fa\u793a\u4f8b\u3002\u4e94\u5e27\u56fe\u50cf\u6309\u56fa\u5b9a\u95f4\u9694\u63d0\u53d6\uff0c\u5e76\u8f93\u5165 GPT-4V\u3002\u6574\u4e2a\u6d41\u7a0b\u5728\u7b2c 6.2.2 \u8282\u4e2d\u8fdb\u884c\u4e86\u8be6\u7ec6\u63cf\u8ff0\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u573a\u666f\u5206\u6790\u5668\u6839\u636e\u6307\u4ee4\u548c\u89c6\u9891\u6570\u636e\u7684\u9996\u5e27\uff08\u6216\u73af\u5883\u56fe\u50cf\uff09\u5c06\u9884\u671f\u7684\u5de5\u4f5c\u73af\u5883\u7f16\u8bd1\u6210\u6587\u672c\u4fe1\u606f\u3002\u6b64\u73af\u5883\u4fe1\u606f\u5305\u62ec GPT-4V \u8bc6\u522b\u7684\u5bf9\u8c61\u540d\u79f0\u5217\u8868\u3001\u5bf9\u8c61\u7684\u53ef\u6293\u53d6\u7279\u6027\u4ee5\u53ca\u5bf9\u8c61\u4e4b\u95f4\u7684\u7a7a\u95f4\u5173\u7cfb\u3002\u5c3d\u7ba1 GPT-4V \u7684\u8ba1\u7b97\u8fc7\u7a0b\u662f\u4e00\u4e2a\u9ed1\u7bb1\uff0c\u5176\u8f93\u51fa\u7684\u4fe1\u606f\u4ecd\u57fa\u4e8eGPT-4V\u7684\u77e5\u8bc6\u548c\u56fe\u50cf\/\u6587\u672c\u8f93\u5165\u3002\u56fe17 \u5c55\u793a\u4e86\u573a\u666f\u5206\u6790\u5668\u7684\u793a\u4f8b\u8f93\u51fa\u3002\u5982\u56fe\u6240\u793a\uff0c\u5f53\u4eba\u7c7b\u5c06\u7f50\u5934\u5bb9\u5668\u653e\u7f6e\u5728\u684c\u4e0a\u65f6\uff0cGPT-4V \u6210\u529f\u8bc6\u522b\u4e86\u4e0e\u64cd\u4f5c\u76f8\u5173\u7684\u5bf9\u8c61\uff08\u5982\u684c\u5b50\uff09\uff1b\u800c\u5728\u51b0\u7bb1\u5f00\u542f\u4efb\u52a1\u4e2d\u5219\u5ffd\u7565\u4e86\u684c\u5b50\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u573a\u666f\u5206\u6790\u5668\u6839\u636e\u4eba\u7c7b\u7684\u52a8\u4f5c\u5bf9\u573a\u666f\u4fe1\u606f\u8fdb\u884c\u7f16\u7801\uff08Wake et al., 2023c\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-101 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"601\" height=\"365\" data-id=\"3521\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-40.png\" alt=\"\" class=\"wp-image-3521\"\/><figcaption class=\"wp-element-caption\">\u56fe 17\uff1a\u573a\u666f\u5206\u6790\u5668\u7684\u8f93\u51fa\u793a\u4f8b\u4f7f\u7528\u4e86GPT-4V\u3002\u6211\u4eec\u5728\u7b2c 6.2.2 \u8282\u4e2d\u8be6\u7ec6\u63cf\u8ff0\u4e86\u6574\u4e2a\u6d41\u7a0b\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u9762\u5411\u673a\u5668\u4eba\u5bfc\u822a\u7684\u5177\u8eab Agent \u65e8\u5728\u8ba9\u5177\u8eab\u673a\u5668\u4eba\u6839\u636e\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5728\u771f\u5b9e\u7684 3D \u73af\u5883\u4e2d\u8fdb\u884c\u5bfc\u822a\u3002<\/strong>\u5728 3D \u73af\u5883\u4e2d\u8fdb\u884c\u5bfc\u822a\uff08Zhu \u7b49\uff0c2017a\uff1bMirowski \u7b49\uff0c2016\uff1bMousavian \u7b49\uff0c2018\uff1bHemachandra \u7b49\uff0c2015\uff09\u5bf9\u4e8e\u79fb\u52a8\u667a\u80fd\u7cfb\u7edf\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u4eec\u9700\u8981\u8fd9\u4e00\u6280\u80fd\u6765\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u5b8c\u6210\u4efb\u52a1\u3002\u5728\u8fc7\u53bb\u51e0\u5e74\u4e2d\uff0c\u8bb8\u591a\u76f8\u5173\u4efb\u52a1\u548c\u8bc4\u4f30\u65b9\u6cd5\u88ab\u63d0\u51fa\uff08Savva \u7b49\uff0c2017\uff1bKolve \u7b49\uff0c2017\uff1bSong \u7b49\uff0c2017\uff1bXia \u7b49\uff0c2018\uff1bAnderson \u7b49\uff0c2018a\uff09\uff0c\u5e76\u5f97\u5230\u4e86\u6c47\u603b\uff08Anderson \u7b49\uff0c2018b\uff09\u3002VLN \u7279\u522b\u5173\u6ce8\u5728\u771f\u5b9e\u4e09\u7ef4\u73af\u5883\u4e2d\u6307\u5bfc\u673a\u5668\u4eba\u6839\u636e\u8bed\u8a00\u6307\u4ee4\u8fdb\u884c\u5bfc\u822a\uff08Anderson \u7b49\uff0c2018a\uff09\u3002\u4e3a\u4e86\u89e3\u51b3 VLN \u4efb\u52a1\uff0cAnderson \u7b49\uff082018a\uff09\u5f00\u53d1\u4e86\u4e00\u4e2a\u57fa\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u7684\u5e8f\u5217\u5230\u5e8f\u5217\u57fa\u51c6\u6a21\u578b\u3002\u968f\u540e\uff0cWang \u7b49\uff082018\uff09\u63d0\u51fa\u4e86\u4e00\u79cd\u6df7\u5408\u65b9\u6cd5\uff0c\u878d\u5408\u4e86\u65e0\u6a21\u578b\u548c\u57fa\u4e8e\u6a21\u578b\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u6700\u540e\uff0cFried \u7b49\uff082018\uff09\u63a8\u51fa\u4e86\u201c\u8bf4\u8005-\u8ddf\u968f\u8005\u201d\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u901a\u8fc7\u6570\u636e\u589e\u5f3a\u3001\u5168\u666f\u52a8\u4f5c\u7a7a\u95f4\u548c\u6539\u8fdb\u7684\u675f\u641c\u7d22\u5b9e\u73b0VLN\uff0c\u5e76\u5728Room-to-Room\u6570\u636e\u96c6\u4e0a\u8fbe\u5230\u4e86\u6700\u4f73\u6027\u80fd\u3002\u5728\u4e4b\u524d\u7684\u7814\u7a76\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u5728Wang \u7b49\uff082019\uff09\u4e2d\u63d0\u51fa\u4e86\u7528\u4e8eVLN\u7684\u5f3a\u5316\u8de8\u6a21\u6001\u5339\u914d\uff08RCM\uff09\u65b9\u6cd5\u3002\u5c3d\u7ba1RCM\u6a21\u578b\u57fa\u4e8eFried \u7b49\uff082018\uff09\u7684\u6a21\u578b\uff0c\u4f46\u5728\u51e0\u4e2a\u5173\u952e\u70b9\u4e0a\u6709\u660e\u663e\u533a\u522b\uff1a\uff081\uff09RCM\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u7684\u591a\u91cd\u5956\u52b1\u5f3a\u5316\u5b66\u4e60\u4e0e\u6a21\u4eff\u5b66\u4e60\u76f8\u7ed3\u5408\u7684\u65b9\u6cd5\uff0c\u800c\u201c\u8bf4\u8005-\u8ddf\u968f\u8005\u201d\u6a21\u578b\uff08Fried \u7b49\uff0c2018\uff09\u4ec5\u4f9d\u8d56\u4e8e\u76d1\u7763\u5b66\u4e60\uff08\u4e0eAnderson \u7b49\uff0c2018a\u76f8\u540c\uff09\uff1b\uff082\uff09RCM\u63a8\u7406\u5bfc\u822a\u5668\u6267\u884c\u8de8\u6a21\u6001\u7684\u573a\u666f\u7406\u89e3\uff0c\u800c\u4e0d\u4ec5\u4ec5\u5728\u5355\u4e00\u6a21\u6001\u8f93\u5165\u4e0a\u4f7f\u7528\u65f6\u95f4\u6ce8\u610f\u529b\u673a\u5236\uff1b\uff083\uff09RCM \u5339\u914d\u8bc4\u4f30\u5668\u5728\u67b6\u6784\u8bbe\u8ba1\u4e0a\u4e0e\u201c\u8bf4\u8005\u201d\u7c7b\u4f3c\uff0c\u4f46\u524d\u8005\u7528\u4e8e\u5728RL\u548c\u81ea\u76d1\u7763\u5b66\u4e60\uff08SIL\uff09\u8bad\u7ec3\u4e2d\u63d0\u4f9b\u5faa\u73af\u91cd\u5efa\u5185\u5728\u5956\u52b1\uff0c\u800c\u540e\u8005\u7528\u4e8e\u589e\u5f3a\u76d1\u7763\u5b66\u4e60\u7684\u8bad\u7ec3\u6570\u636e\u3002\u5728Wang \u7b49\uff082019\uff09\u7684\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u9488\u5bf9 VLN \u4efb\u52a1\u8fdb\u884c\u4e86\u4e09\u4e2a\u5173\u952e\u6311\u6218\uff1a\u8de8\u6a21\u6001\u7684\u573a\u666f\u7406\u89e3\u3001\u4e0d\u826f\u53cd\u9988\u4ee5\u53ca\u6cdb\u5316\u95ee\u9898\u3002\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65b0\u7684\u5f3a\u5316\u8de8\u6a21\u6001\u5339\u914d\uff08RCM\uff09\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u52a0\u5f3a\u5c40\u90e8\u548c\u5168\u5c40\u8303\u56f4\u5185\u7684\u8de8\u6a21\u6001\u5339\u914d\uff0c\u5982\u56fe 18 \u6240\u793a\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u7684 RCM \u65b9\u6cd5\u5305\u62ec\u4e24\u4e2a\u5173\u952e\u7ec4\u4ef6\uff1a\u5339\u914d\u8bc4\u4f30\u5668\uff0c\u5b83\u63d0\u4f9b\u5185\u5728\u5956\u52b1\uff0c\u9f13\u52b1\u6307\u4ee4\u548c\u8f68\u8ff9\u4e4b\u95f4\u7684\u5168\u5c40\u5339\u914d\uff0c\u5e2e\u52a9\u6a21\u578b\u6574\u4f53\u7406\u89e3\u4efb\u52a1\u6307\u4ee4\u548c\u5bfc\u822a\u8def\u5f84\u4e4b\u95f4\u7684\u5173\u7cfb\uff1b\u63a8\u7406\u5bfc\u822a\u5668\uff0c\u5b83\u5728\u5c40\u90e8\u89c6\u89c9\u573a\u666f\u4e2d\u6267\u884c\u8de8\u6a21\u6001\u7684\u573a\u666f\u7406\u89e3\uff0c\u5373\u5728\u5177\u4f53\u7684\u89c6\u89c9\u73af\u5883\u4e2d\u5b9e\u73b0\u5bf9\u6307\u4ee4\u7684\u7406\u89e3\u3002<strong>\u6211\u4eec\u7684 RCM \u6a21\u578b\u5728 VLN \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u6210\u529f\u8def\u5f84\u957f\u5ea6\uff08SPL\uff09\u6307\u6807\u6bd4\u4e4b\u524d\u7684\u65b9\u6cd5\u63d0\u9ad8\u4e86 10%\uff0c\u521b\u9020\u4e86\u65b0\u7684\u6700\u9ad8\u7eaa\u5f55\u3002<\/strong>\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u81ea\u76d1\u7763\u6a21\u4eff\u5b66\u4e60\uff08SIL\uff09\u6280\u672f\uff0c\u4f7f\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u8fc7\u53bb\u7684\u6210\u529f\u7ecf\u9a8c\u6765\u63a2\u7d22\u65b0\u73af\u5883\u3002\u7ed3\u679c\u663e\u793a\uff0cSIL \u80fd\u591f\u53d1\u73b0\u66f4\u4f18\u7b56\u7565\uff0c\u6709\u6548\u51cf\u5c11\u5728\u719f\u6089\u548c\u964c\u751f\u73af\u5883\u4e2d\u7684\u6027\u80fd\u5dee\u5f02\uff0c\u5c06\u6210\u529f\u7387\u5dee\u8ddd\u4ece 30.7% \u964d\u4f4e\u81f3 11.7%\u3002\u6b64\u5916\uff0c\u5728 Wang \u7b49\uff082019\uff09\u7684\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u91c7\u7528\u81ea\u76d1\u7763\u6a21\u4eff\u5b66\u4e60\u63a2\u7d22\u672a\u77e5\u73af\u5883\uff0c\u4ee5\u89e3\u51b3\u6cdb\u5316\u95ee\u9898\uff0c\u8fd9\u662f\u4e4b\u524d\u7814\u7a76\u4e2d\u672a\u5f97\u5230\u5145\u5206\u63a2\u8ba8\u7684\u9886\u57df\u3002\u540c\u65f6\uff0cThomason \u7b49\uff082018\uff09\u3001Ke \u7b49\uff082019\uff09\u548c Ma \u7b49\uff082019a, b\uff09\u4ece\u591a\u4e2a\u65b9\u9762\u7814\u7a76\u4e86VLN\u4efb\u52a1\u3002Nguyen \u7b49\uff082018\uff09\u63d0\u51fa\u4e86VLN\u7684\u4e00\u4e2a\u53d8\u4f53\uff0c\u5141\u8bb8\u5728\u5bfb\u627e\u5bf9\u8c61\u65f6\u8bf7\u6c42\u8bed\u8a00\u5e2e\u52a9\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c<strong>\u6211\u4eec\u662f\u9996\u4e2a\u5728 VLN \u4efb\u52a1\u4e2d\u63a2\u7d22\u672a\u77e5\u73af\u5883\u7684\u7814\u7a76\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-103 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"489\" height=\"344\" data-id=\"3522\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-41.png\" alt=\"\" class=\"wp-image-3522\"\/><figcaption class=\"wp-element-caption\">\u56fe 18\uff1a\u7528\u4e8e VLN \u4efb\u52a1\uff08Wang \u7b49, 2019\uff09\u7684\u5d4c\u5165\u5f0f Agent \u6f14\u793a\u3002\u5c55\u793a\u4e86\u6307\u4ee4\u3001\u5c40\u90e8\u89c6\u89c9\u573a\u666f\u548c\u4fef\u89c6\u89c6\u89d2\u4e2d\u7684\u5168\u5c40\u8def\u5f84\u3002Agent \u65e0\u6cd5\u8bbf\u95ee\u4fef\u89c6\u89c6\u89d2\u3002\u8def\u5f84 A \u662f\u6309\u7167\u6307\u4ee4\u7684\u6f14\u793a\u8def\u5f84\uff0c\u800c\u8def\u5f84 B \u548c C \u662f Agent \u6267\u884c\u7684\u4e24\u6761\u4e0d\u540c\u8def\u5f84\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>12.3 \u533b\u7597\u4fdd\u5065\u9886\u57df\u00a0<\/strong><\/p>\n\n\n\n<p><strong><\/strong>\u5728\u533b\u7597\u4fdd\u5065\u9886\u57df\uff0cLLM \u548c VLM \u80fd\u591f\u626e\u6f14\u8bca\u65ad\u52a9\u624b\u3001\u62a4\u7406\u8f85\u52a9\u751a\u81f3\u8f85\u52a9\u6cbb\u7597\u7684\u89d2\u8272\uff0c\u4f46\u5b83\u4eec\u4e5f\u5e26\u6765\u4e86\u7279\u6b8a\u7684\u6311\u6218\u548c\u8d23\u4efb\u3002AI Agent \u5728\u63d0\u5347\u60a3\u8005\u62a4\u7406\u548c\u633d\u6551\u751f\u547d\u65b9\u9762\u5177\u6709\u5de8\u5927\u6f5c\u529b\uff0c\u7136\u800c\uff0c\u5982\u679c\u4f7f\u7528\u4e0d\u5f53\u6216\u6025\u4e8e\u90e8\u7f72\uff0c\u4e5f\u53ef\u80fd\u5371\u53ca\u6210\u5343\u4e0a\u4e07\u4eba\u7684\u5b89\u5168\u3002\u6211\u4eec\u5c06\u63a2\u8ba8 AI Agent \u5728\u533b\u7597\u4fdd\u5065\u4e2d\u7684\u6f5c\u5728\u5e94\u7528\uff0c\u5e76\u8ba8\u8bba\u6240\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u3002<\/p>\n\n\n\n<p><strong>\u8bca\u65ad Agent\u3002<\/strong>\u8fd1\u5e74\u6765\uff0cLLM \u5728\u533b\u7597\u804a\u5929\u673a\u5668\u4eba\u9886\u57df\u7684\u5e94\u7528\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\uff0c\u7279\u522b\u662f\u5728\u60a3\u8005\u8bca\u65ad\u65b9\u9762\u3002\u8fd9\u4e9b\u6a21\u578b\u5177\u6709\u5e2e\u52a9\u8fdb\u884c\u5206\u8bca\u548c\u8bca\u65ad\u7684\u6f5c\u529b\uff0c\u5c24\u5176\u662f\u5728\u533b\u5b66\u4e13\u5bb6\u9700\u6c42\u9ad8\u7684\u60c5\u51b5\u4e0b\u3002\u5bf9\u8bdd Agent\uff0c\u7279\u522b\u662f\u90a3\u4e9b\u80fd\u591f\u6709\u6548\u4f20\u8fbe\u533b\u7597\u4fe1\u606f\u7ed9\u4e0d\u540c\u60a3\u8005\u7fa4\u4f53\u7684 Agent\uff0c\u80fd\u591f\u4e3a\u8fb9\u7f18\u5316\u7fa4\u4f53\u63d0\u4f9b\u66f4\u516c\u5e73\u7684\u533b\u7597\u670d\u52a1\u3002\u5168\u7403\u8303\u56f4\u5185\uff0c\u533b\u751f\u548c\u533b\u7597\u7cfb\u7edf\u666e\u904d\u9762\u4e34\u8d85\u8d1f\u8377\u548c\u8d44\u6e90\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u5bfc\u81f4\u6570\u4ebf\u4eba\u65e0\u6cd5\u83b7\u5f97\u8db3\u591f\u7684\u533b\u7597\u670d\u52a1\u3002\u8bca\u65ad Agent \u4e3a\u6539\u5584\u6570\u767e\u4e07\u4eba\u533b\u7597\u5065\u5eb7\u63d0\u4f9b\u4e86\u673a\u4f1a\uff0c\u56e0\u4e3a\u5b83\u4eec\u80fd\u591f\u7406\u89e3\u591a\u79cd\u8bed\u8a00\u3001\u6587\u5316\u548c\u5065\u5eb7\u72b6\u51b5\u3002\u521d\u6b65\u7814\u7a76\u8868\u660e\uff0c\u53ef\u4ee5\u5229\u7528\u5927\u89c4\u6a21\u7f51\u7edc\u6570\u636e\u8bad\u7ec3\u5177\u5907\u533b\u7597\u77e5\u8bc6\u7684LLMs\u3002\u7136\u800c\uff0c\u8bca\u65ad Agent \u7684\u5e94\u7528\u4e5f\u4f34\u968f\u7740\u98ce\u9669\uff0c\u7279\u522b\u662f\u5728\u533b\u7597\u73af\u5883\u4e2d\u53ef\u80fd\u51fa\u73b0\u201c\u5e7b\u89c9\u201d\u73b0\u8c61\uff0c\u5373\u9519\u8bef\u4fe1\u606f\u7684\u98ce\u9669\u3002\u6211\u4eec\u5c06\u5728\u4e0b\u6587\u91cd\u70b9\u8ba8\u8bba\u533b\u7597\u73af\u5883\u4e2d\u201c\u5e7b\u89c9\u201d\u73b0\u8c61\u7684\u98ce\u9669\u53ca\u5176\u6f5c\u5728\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p><strong>\u77e5\u8bc6\u68c0\u7d22 Agent\u3002<\/strong>\u5728\u533b\u7597\u9886\u57df\uff0c\u6a21\u578b\u7684\u201c\u5e7b\u89c9\u201d\u73b0\u8c61\u5c24\u5176\u5371\u9669\uff0c\u53ef\u80fd\u5bfc\u81f4\u60a3\u8005\u53d7\u4f24\u6216\u6b7b\u4ea1\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6a21\u578b\u9519\u8bef\u5730\u544a\u77e5\u60a3\u8005\u4ed6\u4eec\u6ca1\u6709\u67d0\u79cd\u75be\u75c5\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6cbb\u7597\u5ef6\u8bef\u6216\u4e0d\u5f53\uff0c\u751a\u81f3\u5b8c\u5168\u5ffd\u89c6\u5fc5\u8981\u7684\u533b\u7597\u63aa\u65bd\u3002\u8fd9\u7c7b\u9519\u8bef\u8bca\u65ad\u53ef\u80fd\u589e\u52a0\u533b\u7597\u8d39\u7528\u3001\u5ef6\u957f\u6cbb\u7597\u65f6\u95f4\u3001\u52a0\u91cd\u8eab\u4f53\u8d1f\u62c5\uff0c\u4e25\u91cd\u65f6\u751a\u81f3\u9020\u6210\u91cd\u4f24\u6216\u6b7b\u4ea1\u3002\u56e0\u6b64\uff0c<strong>\u4f7f\u7528\u80fd\u591f\u53ef\u9760\u68c0\u7d22\u77e5\u8bc6\u7684 Agent \uff08Peng \u7b49\uff0c2023\uff09\u6216\u57fa\u4e8e\u68c0\u7d22\u751f\u6210\u6587\u672c\u7684 Agent \uff08Guu \u7b49\uff0c2020\uff09\u88ab\u89c6\u4e3a\u4e00\u4e2a\u6709\u524d\u666f\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/strong>\u5c06\u8bca\u65ad Agent \u4e0e\u533b\u7597\u77e5\u8bc6\u68c0\u7d22 Agent \u7ed3\u5408\uff0c\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u9519\u8bef\u4fe1\u606f\uff0c\u540c\u65f6\u63d0\u5347\u8bca\u65ad\u5bf9\u8bdd Agent \u7684\u56de\u590d\u8d28\u91cf\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p><strong>\u8fdc\u7a0b\u533b\u7597\u548c\u8fdc\u7a0b\u76d1\u63a7\u3002<\/strong>\u57fa\u4e8e Agent \u7684AI\u5728\u8fdc\u7a0b\u533b\u7597\u548c\u8fdc\u7a0b\u76d1\u63a7\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u80fd\u591f\u6539\u5584\u533b\u7597\u670d\u52a1\u7684\u83b7\u53d6\uff0c\u63d0\u9ad8\u533b\u62a4\u4eba\u5458\u4e0e\u60a3\u8005\u4e4b\u95f4\u7684\u6c9f\u901a\u6548\u7387\uff0c\u5e76\u964d\u4f4e\u9891\u7e41\u533b\u60a3\u4e92\u52a8\u7684\u6210\u672c\u3002\u521d\u7ea7\u4fdd\u5065\u533b\u751f\u5e38\u5e38\u9700\u8981\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u7b5b\u9009\u60a3\u8005\u4fe1\u606f\u3001\u62a5\u544a\u548c\u90ae\u4ef6\uff0c\u800c Agent \u7684\u652f\u6301\u53ef\u4ee5\u5e2e\u52a9\u5206\u8bca\u8fd9\u4e9b\u4fe1\u606f\uff0c\u5e76\u7a81\u51fa\u663e\u793a\u5bf9\u6240\u6709\u76f8\u5173\u65b9\u90fd\u91cd\u8981\u7684\u5185\u5bb9\u3002\u901a\u8fc7\u667a\u80fdAI\u7cfb\u7edf\u534f\u8c03\u60a3\u8005\u3001\u533b\u751f\u548c\u5176\u4ed6 Agent\uff0c\u6211\u4eec\u6709\u671b\u5f7b\u5e95\u53d8\u9769\u8fdc\u7a0b\u533b\u7597\u548c\u6570\u5b57\u5065\u5eb7\u884c\u4e1a\u3002<\/p>\n\n\n\n<p><strong>12.3.1 \u5f53\u524d\u533b\u7597\u80fd\u529b<\/strong><\/p>\n\n\n\n<p><strong>\u56fe\u50cf\u7406\u89e3\u3002<\/strong>\u6211\u4eec\u5c55\u793a\u4e86\u50cf GPT-4V \u8fd9\u6837\u7684\u73b0\u4ee3\u591a\u6a21\u6001 Agent \u5728\u533b\u7597\u4fdd\u5065\u9886\u57df\u7684\u80fd\u529b\u4e0e\u5c40\u9650\uff08\u5982\u56fe 19 \u6240\u793a\uff09\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u8be5 Agent \u5bf9\u533b\u9662\u8bbe\u5907\u548c\u6d41\u7a0b\u6709\u6df1\u5165\u7684\u4e86\u89e3\uff0c\u4f46\u5728\u5bf9\u7528\u6237\u7279\u5b9a\u8bca\u65ad\u95ee\u9898\u63d0\u4f9b\u7cbe\u786e\u7b54\u6848\u65b9\u9762\u5e76\u4e0d\u603b\u662f\u6210\u529f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-105 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"716\" height=\"411\" data-id=\"3523\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-42.png\" alt=\"\" class=\"wp-image-3523\"\/><figcaption class=\"wp-element-caption\">\u56fe 19\uff1a\u5728\u533b\u7597\u56fe\u50cf\u7406\u89e3\u9886\u57df\u4e2d\u4f7f\u7528 GPT-4V \u7684\u793a\u4f8b\u63d0\u793a\u548c\u54cd\u5e94\u3002\u4ece\u5de6\u5230\u53f3\u4f9d\u6b21\u4e3a\uff1a(1) \u62a4\u58eb\u548c\u533b\u751f\u8fdb\u884cCT\u626b\u63cf\u7684\u56fe\u50cf\uff0c(2) \u4e0d\u89c4\u5219\u5fc3\u7535\u56fe\u7684\u5408\u6210\u56fe\u50cf\uff0c(3) \u6765\u81ea ISIC\uff08Codella \u7b49, 2018\uff09\u76ae\u80a4\u75c5\u53d8\u6570\u636e\u96c6\u7684\u56fe\u50cf\u3002\u53ef\u4ee5\u770b\u51fa\uff0cGPT-4V\u5177\u5907\u663e\u8457\u7684\u533b\u5b66\u77e5\u8bc6\uff0c\u80fd\u591f\u5bf9\u533b\u5b66\u56fe\u50cf\u8fdb\u884c\u63a8\u7406\u3002\u7136\u800c\uff0c\u7531\u4e8e\u5b89\u5168\u6027\u8bad\u7ec3\uff0cGPT-4V\u65e0\u6cd5\u5bf9\u67d0\u4e9b\u533b\u5b66\u56fe\u50cf\u505a\u51fa\u8bca\u65ad\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>\u89c6\u9891\u7406\u89e3\u3002<\/strong>\u6211\u4eec\u5206\u6790\u4e86 VLM Agent \u5728\u533b\u5b66\u89c6\u9891\u7406\u89e3\u4e2d\u7684\u4e24\u4e2a\u5e94\u7528\u573a\u666f\u3002\u9996\u5148\uff0c\u6211\u4eec\u8003\u5bdf\u4e86 VLM Agent \u8bc6\u522b\u4e34\u5e8a\u73af\u5883\u4e2d\u5173\u952e\u60a3\u8005\u62a4\u7406\u6d3b\u52a8\u7684\u80fd\u529b\u3002\u5176\u6b21\uff0c\u6211\u4eec\u7814\u7a76\u4e86VLM Agent \u5728\u5904\u7406\u6280\u672f\u6027\u66f4\u5f3a\u7684\u533b\u5b66\u89c6\u9891\uff08\u5982\u8d85\u58f0\u89c6\u9891\uff09\u65f6\u7684\u8868\u73b0\u3002\u6839\u636e\u56fe 20 \u7684\u5c55\u793a\uff0cGPT-4V \u5728\u533b\u9662\u62a4\u7406\u548c\u533b\u5b66\u89c6\u9891\u5206\u6790\u65b9\u9762\u5c55\u73b0\u51fa\u4e86\u4e00\u5b9a\u7684\u80fd\u529b\uff0c\u4f46\u4e5f\u5b58\u5728\u5c40\u9650\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-107 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"717\" height=\"412\" data-id=\"3524\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-43.png\" alt=\"\" class=\"wp-image-3524\"\/><figcaption class=\"wp-element-caption\">\u56fe 20\uff1a\u5728\u533b\u7597\u89c6\u9891\u7406\u89e3\u9886\u57df\u4e2d\u4f7f\u7528 GPT-4V \u7684\u793a\u4f8b\u63d0\u793a\u548c\u54cd\u5e94\u3002\u6211\u4eec\u5c06\u793a\u4f8b\u89c6\u9891\u8f93\u5165\u4e3a\u5e26\u6709\u987a\u5e8f\u6587\u672c\u7684 2&#215;2 \u7f51\u683c\u5e27\u3002\u5728\u524d\u4e24\u4e2a\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u63d0\u793a GPT-4V \u68c0\u67e5\u89c6\u9891\u5e27\uff0c\u4ee5\u68c0\u6d4b\u5bf9\u5fd7\u613f\u60a3\u8005\u8fdb\u884c\u7684\u4e34\u5e8a\u5e8a\u8fb9\u6d3b\u52a8\u3002\u5728\u6700\u540e\u4e00\u4e2a\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c1d\u8bd5\u63d0\u793aGPT-4V\u8bc4\u4f30\u5fc3\u810f\u8d85\u58f0\u6ce2\u89c6\u9891\uff0c\u4f46\u7531\u4e8e\u5176\u5b89\u5168\u6027\u8bad\u7ec3\uff0c\u672a\u80fd\u63d0\u4f9b\u8be6\u7ec6\u54cd\u5e94\u3002\u4e3a\u786e\u4fdd\u6e05\u6670\uff0c\u6211\u4eec\u5c06\u4e3b\u8981\u6d3b\u52a8\u7684\u6587\u672c\u52a0\u7c97\uff0c\u5e76\u7b80\u5316\u4e0d\u5fc5\u8981\u7684\u6a21\u578b\u54cd\u5e94\u3002\u540c\u65f6\uff0c\u6211\u4eec\u5bf9\u4e2a\u4f53\u7684\u9762\u90e8\u8fdb\u884c\u4e86\u7070\u5ea6\u5904\u7406\uff0c\u4ee5\u4fdd\u62a4\u9690\u79c1\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-109 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"648\" height=\"253\" data-id=\"3525\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/image-44.png\" alt=\"\" class=\"wp-image-3525\"\/><figcaption class=\"wp-element-caption\">\u56fe 21\uff1a\u4ea4\u4e92\u5f0f\u591a\u6a21\u6001 Agent \u5305\u542b\u56db\u4e2a\u4e3b\u8981\u652f\u67f1\uff1a\u4ea4\u4e92\u3001\u8bed\u97f3\u3001\u89c6\u89c9\u548c\u8bed\u8a00\u3002\u534f\u540c Agent 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\u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u77e5\u8bc6\u5bc6\u96c6\u578b\u6a21\u578b\uff1a<\/strong>\u5982 INK\uff08Park \u7b49\u4eba\uff0c2022\uff09\u548c KAT\uff08Gui \u7b49\u4eba\uff0c2022a\uff09\uff0c\u7ed3\u5408\u4e86\u4eba\u5de5\u6ce8\u91ca\u7684\u77e5\u8bc6\uff0c\u4ee5\u652f\u6301\u590d\u6742\u7684\u77e5\u8bc6\u68c0\u7d22\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u591a\u6a21\u6001 Agent \uff1a<\/strong>\u6bd4\u5982 Chameleon\uff08Lu \u7b49\u4eba\uff0c2023\uff09\u548c MM-React\uff08Yang \u7b49\u4eba\uff0c2023c\uff09\u6b63\u53d7\u5230\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u6ce8\u3002<\/li>\n\n\n\n<li><strong>\u89c6\u89c9\u6307\u4ee4\u5fae\u8c03\uff1a<\/strong>VCL\uff08Gui \u7b49\u4eba\uff0c2022b\uff09\u3001Mini-GPT4\uff08Zhu \u7b49\u4eba\uff0c2023\uff09\u3001MPLUG-OWL\uff08Ye \u7b49\u4eba\uff0c2023b\uff09\u3001LSKD\uff08Park \u7b49\u4eba\uff0c2023c\uff09\u751f\u6210\u56fe\u50cf\u7ea7\u522b\u7684\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u77e5\u8bc6\u5bc6\u96c6\u578b Agent\u3002<\/strong>\u5982\u56fe 22 \u548c\u56fe 23 \u6240\u793a\uff0c\u57fa\u4e8e\u77e5\u8bc6\u7684\u89c6\u89c9\u95ee\u7b54\u548c\u89c6\u89c9-\u8bed\u8a00\u68c0\u7d22\u4efb\u52a1\u662f\u591a\u6a21\u6001\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u4e00\u5927\u6311\u6218\uff0c\u8981\u6c42\u7cfb\u7edf\u8d85\u8d8a\u56fe\u50cf\u5185\u5bb9\uff0c\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u3002\u8fd1\u5e74\u6765\uff0c\u5173\u4e8e\u5927\u578b Transformer \u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u901a\u8fc7\u4f18\u5316\u6a21\u578b\u53c2\u6570\u63d0\u5347\u4fe1\u606f\u5b58\u50a8\u6548\u7387\uff0c\u800c\u53e6\u4e00\u7c7b\u7814\u7a76\u5219\u63a2\u8ba8\u4e86\u591a\u6a21\u6001 Transformer \u80fd\u5426\u5728\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u663e\u6027\u77e5\u8bc6\u3002\u57fa\u4e8e Transformer \u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u5728\u591a\u6a21\u6001\u77e5\u8bc6\u8868\u793a\u7684\u9690\u6027\u5b66\u4e60\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u6210\u529f\uff0c\u4f46\u4f20\u7edf\u65b9\u6cd5\u901a\u5e38\u662f\u5355\u6a21\u6001\u7684\uff0c\u4fa7\u91cd\u4e8e\u77e5\u8bc6\u68c0\u7d22\u548c\u7b54\u6848\u9884\u6d4b\u3002\u8fd9\u5e26\u6765\u4e86\u5173\u4e8e\u68c0\u7d22\u77e5\u8bc6\u8d28\u91cf\u548c\u76f8\u5173\u6027\u7684\u95ee\u9898\uff0c\u540c\u65f6\u5982\u4f55\u5c06\u9690\u6027\u4e0e\u663e\u6027\u77e5\u8bc6\u7ed3\u5408\u8fdb\u884c\u63a8\u7406\u4ecd\u662f\u4e00\u4e2a\u6311\u6218\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c<strong>\u6211\u4eec\u63d0\u51fa\u4e86\u77e5\u8bc6\u589e\u5f3a Transformer \uff08KAT\uff09\uff0c\u8be5\u6a21\u578b\u5728 2022 \u5e74 OK-VQA \u5f00\u653e\u9886\u57df\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u6bd4\u5176\u4ed6\u65b9\u6cd5\u63d0\u5347\u4e86 6% \u7684\u6027\u80fd\u3002KAT \u7ed3\u5408\u4e86\u6765\u81ea GPT-3 \u7684\u9690\u6027\u77e5\u8bc6\u548c\u6765\u81ea\u7f51\u7ad9\u7684\u663e\u6027\u77e5\u8bc6\uff0c\u91c7\u7528\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7ed3\u6784\uff0c\u652f\u6301\u5728\u7b54\u6848\u751f\u6210\u8fc7\u7a0b\u4e2d\u5e76\u884c\u4f7f\u7528\u8fd9\u4e24\u79cd\u77e5\u8bc6\u7c7b\u578b\u8fdb\u884c\u63a8\u7406\u3002<\/strong>\u6b64\u5916\uff0c\u6574\u5408\u663e\u6027\u77e5\u8bc6\u8fd8\u63d0\u5347\u4e86\u6a21\u578b\u9884\u6d4b\u7684\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n<p><strong>\u89c6\u89c9-\u8bed\u8a00 Transformer Agent\u3002<\/strong>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u4e00\u79cd\u540d\u4e3a\u201c\u4ece\u6807\u9898\u4e2d\u8bad\u7ec3\u89c6\u89c9-\u8bed\u8a00 Transformer\u201d\uff08VLC\uff09\u7684\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u901a\u8fc7\u56fe\u50cf\u548c\u6807\u9898\u5bf9\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u5c3d\u7ba1 VLC \u4ec5\u4f7f\u7528\u7b80\u5355\u7684\u7ebf\u6027\u6295\u5f71\u5c42\u5904\u7406\u56fe\u50cf\uff0c\u4f46\u5728\u591a\u4e2a\u89c6\u89c9-\u8bed\u8a00\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u8d85\u8d8a\u4e86\u4f9d\u8d56\u5bf9\u8c61\u68c0\u6d4b\u5668\u6216\u76d1\u7763 CNN\/ViT \u7f51\u7edc\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-111 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"502\" height=\"508\" data-id=\"3548\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-5.png\" alt=\"\" class=\"wp-image-3548\"\/><figcaption class=\"wp-element-caption\">\u56fe 22 \u5c55\u793a\u4e86\u5bc6\u96c6\u795e\u7ecf\u77e5\u8bc6\uff08INK\uff09\u4efb\u52a1\u7684\u5b9e\u4f8b\uff0c\u8be5\u4efb\u52a1\u7684\u76ee\u6807\u662f\u4ece\u4e00\u7ec4\u6587\u672c\u9009\u9879\u4e2d\u8bc6\u522b\u51fa\u4e0e\u56fe\u50cf\u76f8\u5173\u7684\u6587\u672c\u3002\u672c\u4efb\u52a1\u65e8\u5728\u5229\u7528\u4ece\u7f51\u7edc\u548c\u4eba\u5de5\u6807\u6ce8\u4e2d\u68c0\u7d22\u5230\u7684\u89c6\u89c9\u548c\u6587\u672c\u4fe1\u606f\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-113 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"673\" height=\"327\" data-id=\"3549\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-1-1.png\" alt=\"\" class=\"wp-image-3549\"\/><figcaption class=\"wp-element-caption\">\u56fe 23 \u4ecb\u7ecd\u4e86 KAT \u6a21\u578b\uff0c\u8be5\u6a21\u578b\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u6a21\u5757\u4ece\u663e\u6027\u77e5\u8bc6\u5e93\u68c0\u7d22\u77e5\u8bc6\u6761\u76ee\uff0c\u5e76\u5229\u7528GPT-3 \u83b7\u53d6\u5e26\u6709\u652f\u6301\u8bc1\u636e\u7684\u9690\u6027\u77e5\u8bc6\u3002\u77e5\u8bc6\u6574\u5408\u7531\u7279\u5b9a\u7684\u7f16\u7801\u5668 Transformer \u5904\u7406\uff0c\u5e76\u901a\u8fc7\u7aef\u5230\u7aef\u8bad\u7ec3\uff0c\u4e0e\u63a8\u7406\u6a21\u5757\u548c\u89e3\u7801\u5668 Transformer \u534f\u540c\u5de5\u4f5c\u4ee5\u751f\u6210\u7b54\u6848\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-115 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"550\" height=\"326\" data-id=\"3550\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-2-1.png\" alt=\"\" class=\"wp-image-3550\"\/><figcaption class=\"wp-element-caption\">\u56fe 24 \u5c55\u793a\u4e86 VLC \u6a21\u578b\u7684\u6574\u4f53\u67b6\u6784\uff0c\u8be5\u6a21\u578b\u5305\u542b\u4e09\u4e2a\u4e3b\u8981\u6a21\u5757\uff1a\u9996\u5148\uff0c\u7279\u5b9a\u6a21\u6001\u6295\u5f71\u6a21\u5757\u901a\u8fc7\u7b80\u5355\u7684\u7ebf\u6027\u6295\u5f71\u5d4c\u5165\u56fe\u50cf\u5757\uff0c\u5e76\u4f7f\u7528\u8bcd\u5d4c\u5165\u5c42\u5d4c\u5165\u5206\u8bcd\u540e\u7684\u6587\u672c\u3002\u5176\u6b21\uff0c\u591a\u6a21\u6001\u7f16\u7801\u5668\u6a21\u5757\u91c7\u7528 12 \u5c42\u7684 ViT \u6a21\u578b\uff0c\u8be5\u6a21\u578b\u57fa\u4e8e\u65e0\u6807\u7b7e\u7684 ImageNet-1K\u6570\u636e\u96c6\uff08MAE\uff09\u8fdb\u884c\u521d\u59cb\u5316\uff0c\u4f5c\u4e3a\u4e3b\u5e72\u7f51\u7edc\u3002\u6700\u540e\uff0c\u7279\u5b9a\u4efb\u52a1\u89e3\u7801\u5668\u6a21\u5757\u901a\u8fc7\u906e\u63a9\u56fe\u50cf\/\u8bed\u8a00\u5efa\u6a21\u548c\u56fe\u50cf-\u6587\u672c\u5339\u914d\u4efb\u52a1\u5b66\u4e60\u591a\u6a21\u6001\u8868\u793a\uff0c\u8fd9\u4e9b\u4efb\u52a1\u4ec5\u7528\u4e8e\u9884\u8bad\u7ec3\u3002\u5728\u5fae\u8c03\u591a\u6a21\u6001\u7f16\u7801\u5668\u4ee5\u9002\u5e94\u4e0b\u6e38\u4efb\u52a1\u65f6\uff0c\u4f7f\u7528 2 \u5c42 MLP\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u906e\u63a9\u56fe\u50cf\u5efa\u6a21\u76ee\u6807\u5728\u7b2c\u4e8c\u9636\u6bb5\u9884\u8bad\u7ec3\u4e2d\u6781\u4e3a\u91cd\u8981\uff0c\u4e0d\u4ec5\u6709\u52a9\u4e8e\u89c6\u89c9 Transformer \u7684\u521d\u59cb\u5316\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u6211\u4eec\u6df1\u5165\u5206\u6790\u4e86 VLC \u4f5c\u4e3a\u89c6\u89c9-\u8bed\u8a00 Transformer \u7684\u6f5c\u529b\uff0c\u53d1\u73b0\u5176\u89c6\u89c9\u8868\u793a\u5728 ImageNet-1K \u5206\u7c7b\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5e76\u4e14\u80fd\u591f\u51c6\u786e\u5730\u5c06\u56fe\u50cf\u533a\u57df\u4e0e\u6587\u672c\u6807\u8bb0\u5339\u914d\u3002\u968f\u7740\u8bad\u7ec3\u6570\u636e\u7684\u589e\u52a0\uff0cVLC \u7684\u53ef\u6269\u5c55\u6027\u663e\u793a\u4e86\u5f00\u53d1\u5927\u89c4\u6a21\u3001\u5f31\u76d1\u7763\u3001\u5f00\u653e\u9886\u57df\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<p><strong>\u00a012.5 \u89c6\u9891-\u8bed\u8a00\u5b9e\u9a8c\u00a0<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u6d4b\u8bd5\u9884\u8bad\u7ec3\u7684 LLM \u5728\u89c6\u9891\u7406\u89e3\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\uff0c\u6211\u4eec\u5bf9 InstructBLIP \u8fdb\u884c\u4e86\u65f6\u95f4\u6269\u5c55\u548c\u5fae\u8c03\uff0c\u4ee5\u9002\u5e94\u89c6\u9891\u5b57\u5e55\u751f\u6210\u3002\u6211\u4eec\u91c7\u7528\u4e86\u4e0e\u201cFrozen in Time\u201d\u76f8\u540c\u7684\u7a7a\u95f4-\u65f6\u95f4\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5e76\u6269\u5c55\u4e86 InstructBLIP \u7684\u89c6\u89c9\u7f16\u7801\u5668\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4fdd\u6301\u4e86 Q-former \u548c LLM\uff08Flan-T5-XL\uff09\u4e0d\u53d8\uff0c\u540c\u65f6\u51bb\u7ed3\u4e86\u89c6\u89c9\u7f16\u7801\u5668\u7684\u7a7a\u95f4\u5c42\uff0c\u4f46\u4fdd\u7559\u4e86\u65f6\u95f4\u5c42\u7684\u53ef\u8bad\u7ec3\u72b6\u6001\uff0c\u4ee5\u4fbf\u6a21\u578b\u80fd\u591f\u5904\u7406\u56fe\u50cf\u548c\u89c6\u9891\u8f93\u5165\uff0c\u540c\u65f6\u4fdd\u6301\u5728\u56fe\u50cf\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002\u6211\u4eec\u4f7f\u7528 WebVid10M \u7684 500 \u4e07\u89c6\u9891-\u5b57\u5e55\u5bf9\u8fdb\u884c\u8bad\u7ec3\uff0c\u56fe 25 \u5c55\u793a\u4e86\u4e24\u4e2a\u793a\u4f8b\u8f93\u51fa\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u73b0\u6709\u6a21\u578b\u5728\u7cbe\u786e\u6355\u6349\u89c6\u9891\u5185\u5bb9\u7684\u7ec6\u8282\u548c\u89c6\u89c9\u4fe1\u606f\u65b9\u9762\u4ecd\u5b58\u5728\u5c40\u9650\u3002\u89c6\u89c9\u6307\u4ee4\u5fae\u8c03\u65b9\u6cd5\u4e5f\u9762\u4e34\u7c7b\u4f3c\u7684\u6311\u6218\uff0c\u7f3a\u4e4f\u63a5\u8fd1\u4eba\u7c7b\u6c34\u5e73\u7684\u901a\u7528\u611f\u77e5\u80fd\u529b\uff0c\u8fd9\u9700\u8981\u901a\u8fc7\u591a\u6a21\u6001\u6a21\u578b\u548c\u667a\u80fd Agent \u8fdb\u4e00\u6b65\u7814\u7a76\u548c\u89e3\u51b3\u3002<\/p>\n\n\n\n<p>\u6307\u4ee4\u5fae\u8c03\u6a21\u578b\u5728\u603b\u7ed3\u89c6\u9891\u4e2d\u7684\u52a8\u4f5c\u548c\u8bc6\u522b\u57fa\u672c\u6d3b\u52a8\uff08\u5982\u201c\u4eba\u5750\u5728\u957f\u51f3\u4e0a\u201d\uff09\u65b9\u9762\u5c55\u73b0\u4e86\u6f5c\u529b\uff0c\u4f46\u6709\u65f6\u4e5f\u4f1a\u6dfb\u52a0\u9519\u8bef\u7ec6\u8282\uff0c\u4f8b\u5982\u201c\u4eba\u5bf9\u7740\u955c\u5934\u5fae\u7b11\u201d\uff0c\u8fd9\u8868\u660e\u6a21\u578b\u5728\u6355\u6349\u89c6\u9891\u7684\u5bf9\u8bdd\u4e3b\u9898\u6216\u6c1b\u56f4\u65b9\u9762\u5b58\u5728\u4e0d\u8db3\u3002\u5bf9\u4e8e\u4eba\u7c7b\u89c2\u5bdf\u8005\u6765\u8bf4\uff0c\u8fd9\u4e9b\u9519\u8bef\u901a\u5e38\u662f\u663e\u800c\u6613\u89c1\u7684\u3002\u8fd9\u4e00\u7f3a\u9677\u63ed\u793a\u4e86\u6a21\u578b\u7684\u4e00\u4e2a\u5173\u952e\u9650\u5236\uff1a\u7f3a\u5c11\u97f3\u9891\u548c\u8bed\u97f3\u4fe1\u606f\uff0c\u800c\u8fd9\u4e9b\u4fe1\u606f\u80fd\u591f\u63d0\u4f9b\u66f4\u591a\u4e0a\u4e0b\u6587\uff0c\u5e2e\u52a9\u66f4\u51c6\u786e\u5730\u7406\u89e3\u89c6\u9891\u5185\u5bb9\uff0c\u907f\u514d\u8bef\u89e3\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5fc5\u987b\u6574\u5408\u6240\u6709\u53ef\u7528\u6a21\u6001\uff0c\u4f7f\u591a\u6a21\u6001\u667a\u80fd Agent \u80fd\u591f\u5b9e\u73b0\u63a5\u8fd1\u4eba\u7c7b\u611f\u77e5\u7684\u7406\u89e3\u6c34\u5e73\uff0c\u4ece\u800c\u786e\u4fdd\u89c6\u9891\u89e3\u8bfb\u7684\u5168\u9762\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-117 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"689\" height=\"326\" data-id=\"3551\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-3-1.png\" alt=\"\" class=\"wp-image-3551\"\/><figcaption class=\"wp-element-caption\">\u56fe 25 \u5c55\u793a\u4e86\u4f7f\u7528\u89c6\u9891\u5fae\u8c03\u7248\u672c\u7684 InstructBLIP \u7684\u793a\u4f8b\u63d0\u793a\u548c\u54cd\u5e94\u3002\u8be5\u6a21\u578b\u80fd\u591f\u751f\u6210\u8be6\u7ec6\u63cf\u8ff0\u573a\u666f\u7684\u957f\u6587\u672c\uff0c\u5e76\u80fd\u591f\u56de\u7b54\u6d89\u53ca\u89c6\u9891\u4e2d\u4e8b\u4ef6\u65f6\u95f4\u987a\u5e8f\u7684\u95ee\u9898\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-119 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"731\" height=\"414\" data-id=\"3552\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-4-2.png\" alt=\"\" class=\"wp-image-3552\"\/><figcaption class=\"wp-element-caption\">\u56fe 26 \u4ecb\u7ecd\u4e86\u7b2c 6.5 \u8282\u4e2d\u63d0\u5230\u7684\u97f3\u9891\u591a\u6a21\u6001 Agent\uff0c\u5176\u4e2d\u865a\u6784\u5185\u5bb9\u7528\u7ea2\u8272\u6807\u51fa\u3002\u6211\u4eec\u5229\u7528GPT-4V\u751f\u6210\u4ee5\u4e0b\u5185\u5bb9\uff1a1\uff09\u5305\u542b\u89c6\u9891\u5e27\u7684\u804a\u5929\u6458\u8981\uff1b2\uff09\u5e26\u6709\u5e27\u5b57\u5e55\u7684\u89c6\u9891\u6458\u8981\uff1b3\uff09\u7ed3\u5408\u5e27\u5b57\u5e55\u548c\u97f3\u9891\u4fe1\u606f\u7684\u89c6\u9891\u6458\u8981\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-121 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"694\" height=\"632\" data-id=\"3553\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-5-1.png\" alt=\"\" class=\"wp-image-3553\"\/><figcaption class=\"wp-element-caption\">\u56fe 27 \u5c55\u793a\u4e86\u4e00\u79cd\u4ea4\u4e92\u5f0f\u591a\u6a21\u6001 Agent\uff0c\u8be5 Agent \u7ed3\u5408\u4e86\u89c6\u89c9\u3001\u97f3\u9891\u548c\u6587\u672c\u6a21\u6001\u6765\u7406\u89e3\u89c6\u9891\u5185\u5bb9\u3002\u8fd9\u4e2a\u6d41\u7a0b\u80fd\u591f\u6316\u6398\u51fa\u56f0\u96be\u7684\u8d1f\u9762\u865a\u6784\u5185\u5bb9\uff0c\u4ee5\u751f\u6210\u7528\u4e8e VideoAnalytica \u6311\u6218\u7684\u590d\u6742\u67e5\u8be2\u3002\u5173\u4e8e\u4ea4\u4e92\u5f0f\u97f3\u9891-\u89c6\u9891-\u8bed\u8a00 Agent \u6570\u636e\u96c6\u7684\u66f4\u591a\u7ec6\u8282\uff0c\u53ef\u4ee5\u5728\u7b2c9.2\u8282\u4e2d\u627e\u5230\u63cf\u8ff0\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u97f3\u89c6\u9891\u8bed\u8a00\u667a\u80fd Agent \u4e0eGPT-4V\u3002\u6211\u4eec\u5c06 GPT-4V \u4f5c\u4e3a\u591a\u6a21\u6001\u667a\u80fd Agent \u8fdb\u884c\u8bc4\u4f30\uff0c\u7ed3\u5408\u89c6\u89c9\u3001\u97f3\u9891\u548c\u8bed\u97f3\uff0c\u4ee5\u5b9e\u73b0\u5bf9\u89c6\u9891\u7684\u7ec6\u81f4\u548c\u51c6\u786e\u7406\u89e3\uff0c\u53c2\u8003\u4e86 Lin \u7b49\u4eba\uff082023\uff09\u7684\u65b9\u6cd5\u3002\u56fe 26 \u5c55\u793a\u4e86\u4e0d\u540c\u89c6\u9891\u667a\u80fd Agent \u5728\u89c6\u9891\u603b\u7ed3\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002\u7ecf\u8fc7\u89c6\u9891\u6307\u4ee4\u5fae\u8c03\u7684\u6a21\u578b\uff08Li \u7b49\u4eba\uff0c2023g\uff09\u5728\u5185\u5bb9\u51c6\u786e\u6027\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5728\u5168\u9762\u6027\u548c\u7ec6\u8282\u65b9\u9762\u4ecd\u5b58\u5728\u4e0d\u8db3\uff0c\u9057\u6f0f\u4e86\u4e00\u4e9b\u5177\u4f53\u52a8\u4f5c\uff0c\u4f8b\u5982\u7528\u626b\u5e1a\u6d4b\u91cf\u6811\u9ad8\u7684\u6b65\u9aa4\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u9ad8\u89c6\u9891\u63cf\u8ff0\u7684\u51c6\u786e\u6027\uff0c\u6211\u4eec\u91c7\u7528\u4e86 GPT-4V \u4e3a\u89c6\u9891\u7684\u6bcf\u4e00\u5e27\u751f\u6210\u6807\u9898\uff0c\u5e76\u5229\u7528 OpenAI \u7684 Whisper \u6a21\u578b\u83b7\u53d6\u97f3\u9891\u53ca\u5176\u8f6c\u5f55\u6587\u672c\u3002\u6211\u4eec\u9996\u5148\u4ec5\u4f7f\u7528\u5e27\u6807\u9898\u6765\u63d0\u793a GPT-4V \u751f\u6210\u89c6\u9891\u603b\u7ed3\uff0c\u7136\u540e\u518d\u7ed3\u5408\u5e27\u6807\u9898\u548c\u97f3\u9891\u8f6c\u5f55\u6765\u751f\u6210\u603b\u7ed3\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u5f53\u4ec5\u4f7f\u7528\u5e27\u6807\u9898\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u5f15\u5165\u865a\u6784\u7684\u60c5\u8282\uff0c\u4f8b\u5982\u9519\u8bef\u5730\u63cf\u8ff0\u201c\u54ac\u4f4f\u68cd\u5b50\u201d\u7684\u573a\u666f\u3002\u8fd9\u79cd\u9519\u8bef\u4f1a\u6301\u7eed\u5f71\u54cd\u89c6\u9891\u603b\u7ed3\u7684\u51c6\u786e\u6027\uff0c\u5bfc\u81f4\u63cf\u8ff0\u5728\u89c6\u89c9\u4e0a\u5177\u6709\u8bef\u5bfc\u6027\uff0c\u5c3d\u7ba1\u5728\u8bed\u4e49\u4e0a\u53ef\u80fd\u662f\u6b63\u786e\u7684\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5f53\u6211\u4eec\u5411\u6a21\u578b\u63d0\u4f9b\u97f3\u9891\u8f6c\u5f55\u540e\uff0c\u60c5\u51b5\u663e\u8457\u6539\u5584\u3002GPT-4V \u4e0d\u4ec5\u80fd\u591f\u51c6\u786e\u63cf\u7ed8\u89c6\u9891\u5185\u5bb9\uff0c\u751a\u81f3\u80fd\u591f\u6355\u6349\u5230\u8be6\u7ec6\u7684\u7269\u7406\u52a8\u4f5c\uff0c\u4f8b\u5982\u201c\u5c06\u626b\u5e1a\u5782\u76f4\u4e8e\u8eab\u4f53\u63e1\u4f4f\uff0c\u5e76\u5411\u4e0b\u65cb\u8f6c\u201d\u3002\u8fd9\u79cd\u7ec6\u8282\u7684\u6355\u6349\u6781\u5927\u5730\u589e\u5f3a\u4e86\u4fe1\u606f\u91cf\uff0c\u4f7f\u89c2\u4f17\u80fd\u591f\u66f4\u6e05\u6670\u5730\u7406\u89e3\u89c6\u9891\u7684\u610f\u56fe\u548c\u5173\u952e\u7ec6\u8282\u3002\u8fd9\u4e9b\u53d1\u73b0\u5f3a\u8c03\u4e86\u97f3\u9891\u3001\u89c6\u9891\u548c\u8bed\u8a00\u4ea4\u4e92\u5728\u5f00\u53d1\u9ad8\u8d28\u91cf\u591a\u6a21\u6001\u667a\u80fd Agent \u4e2d\u7684\u91cd\u8981\u6027\uff0c\u5e76\u8bc1\u660e\u4e86 GPT-4V \u4f5c\u4e3a\u5b9e\u73b0\u9ad8\u7ea7\u591a\u6a21\u6001\u7406\u89e3\u548c\u4ea4\u4e92\u7684\u6709\u524d\u666f\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p><strong>\u5177\u8eab\u591a\u6a21\u6001 Agent \u4e0e GPT-4V\u3002<\/strong>\u5982\u56fe 27 \u6240\u793a\uff0c\u6211\u4eec\u91c7\u7528\u7ed3\u5408\u5177\u8eab\u591a\u6a21\u6001\u667a\u80fd Agent \u548cGPT-4V\u7684\u6280\u672f\u6765\u5904\u7406\u89c6\u9891\u95ee\u7b54\u4efb\u52a1\u3002\u9996\u5148\uff0c\u6211\u4eec\u4ece StackOverflow \u83b7\u53d6\u95ee\u9898\uff0c\u5e76\u5229\u7528\u201cBing\u641c\u7d22\u201dAPI \u627e\u5230\u76f8\u5173\u89c6\u9891\u548c\u97f3\u9891\u3002\u63a5\u7740\uff0cGPT-4V \u63d0\u53d6\u6587\u672c\u4fe1\u606f\u5e76\u751f\u6210\u89c6\u9891\u7684\u9ad8\u5c42\u6b21\u63cf\u8ff0\uff0c\u540c\u65f6\u5c06\u5173\u952e\u5e27\u7684\u97f3\u9891\u901a\u8fc7 ASR \u6280\u672f\u8f6c\u5316\u4e3a\u6587\u672c\u7247\u6bb5\u3002\u6700\u7ec8\uff0c\u6211\u4eec\u5229\u7528 GPT-4V \u521b\u5efa\u89c6\u9891\u95ee\u7b54\u4e2d\u7684\u6709\u6548\u56de\u7b54\uff0c\u652f\u6301\u89c6\u9891\u5e27\u5185\u7684\u4ea4\u4e92\u95ee\u7b54\uff0c\u5e76\u63d0\u4f9b\u89c6\u9891\u5185\u5bb9\u7684\u603b\u7ed3\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u6574\u5408\u5916\u90e8\u77e5\u8bc6\uff0c\u901a\u8fc7\u7f51\u7edc\u641c\u7d22\u63d0\u9ad8\u56de\u7b54\u7684\u51c6\u786e\u6027\u548c\u6df1\u5ea6\u3002<\/p>\n\n\n\n<p>GPT-4V \u7684\u4e3b\u63d0\u793a\u4fe1\u606f\u63cf\u8ff0\u5f88\u957f\uff0c\u8d85\u8fc7\u4e86\u4e00\u9875\uff0c\u5e76\u4e14\u4e3a\u4e86\u9605\u8bfb\u65b9\u4fbf\uff0c\u5185\u5bb9\u5df2\u7ecf\u8fdb\u884c\u4e86\u7f29\u8fdb\u5904\u7406\u3002<\/p>\n\n\n\n<p>GPT-4V \u65e8\u5728\u4e3a\u65e0\u6cd5\u89c2\u770b\u89c6\u9891\u7684\u89c6\u969c\u4eba\u58eb\u63d0\u4f9b\u8be6\u5c3d\u7684\u89c6\u9891\u5185\u5bb9\u63cf\u8ff0\u3002\u5176\u4efb\u52a1\u662f\u5c06\u6ce8\u91ca\u7efc\u5408\u6210 JSON \u683c\u5f0f\u7684\u9ad8\u8d28\u91cf\u3001\u8be6\u7ec6\u7684\u63cf\u8ff0\u3002GPT-4V \u63a5\u6536\u539f\u59cb\u67e5\u8be2\u3001\u89c6\u9891\u6807\u9898\u3001\u63cf\u8ff0\u3001\u97f3\u9891\u8f6c\u5f55\u4ee5\u53ca\u7279\u5b9a\u65f6\u95f4\u70b9\u7684\u566a\u58f0\u63cf\u8ff0\u3002\u89c6\u9891\u7247\u6bb5\u4ee5\u201c[\u5f00\u59cb\u65f6\u95f4-\u7ed3\u675f\u65f6\u95f4] \u2018\u6587\u672c\u2019\u201d\u683c\u5f0f\u6807\u6ce8\u3002GPT-4V \u5c06\u8c03\u6574\u65f6\u95f4\u6233\uff0c\u4ee5\u751f\u6210\u6700\u4f73\u7684\u89c6\u9891\u5206\u6bb5\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p>\u5bf9 GPT-4V 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\u4e2a\u53e5\u5b50\u7ec4\u6210\uff0c\u4ee5\u4fbf\u6709\u6548\u5730\u4f20\u8fbe\u89c6\u89c9\u52a8\u4f5c\uff0c\u800c\u4e0d\u4f1a\u51fa\u73b0\u8fc7\u591a\u7684\u7ec6\u8282\u3002<\/p>\n\n\n\n<p>4.\u4e0a\u4e0b\u6587\u97f3\u9891-\u89c6\u89c9\u5408\u6210\uff1a\u65e0\u7f1d\u878d\u5408\u53e3\u8bed\u97f3\u9891\u5185\u5bb9\u4e0e\u63a8\u65ad\u7684\u89c6\u89c9\u5143\u7d20\uff0c\u5f62\u6210\u53cd\u6620\u6f5c\u5728\u5c4f\u5e55\u6d3b\u52a8\u7684\u53d9\u4e8b\u3002<\/p>\n\n\n\n<p>5.\u5bcc\u6709\u60f3\u8c61\u529b\u548c\u53ef\u4fe1\u7684\u63a8\u6d4b\uff1a\u4e3a\u60a8\u7684\u63cf\u8ff0\u6ce8\u5165\u5bcc\u6709\u521b\u610f\u4f46\u53ef\u4fe1\u7684\u89c6\u89c9\u7ec6\u8282\uff0c\u4e0e\u97f3\u9891\u76f8\u5bf9\u5e94\uff0c\u589e\u5f3a\u573a\u666f\u7406\u89e3\u3002<\/p>\n\n\n\n<p>6.\u51c6\u786e\u65f6\u95f4\u7801\u5bf9\u5e94\uff1a\u5c06\u60a8\u7684\u63cf\u8ff0\u6bb5\u843d\u4e0e\u76f8\u5e94\u7684\u65f6\u95f4\u7801\u5bf9\u9f50\uff0c\u786e\u4fdd\u63a8\u6d4b\u7684\u89c6\u89c9\u7ec6\u8282\u4e0e\u97f3\u9891\u53d9\u8ff0\u7684\u65f6\u95f4\u7ebf\u540c\u6b65\u3002<\/p>\n\n\n\n<p>7.\u81ea\u4fe1\u53d9\u8ff0\u4f20\u9012\uff1a\u4ee5\u81ea\u4fe1\u7684\u65b9\u5f0f\u5448\u73b0\u63cf\u8ff0\uff0c\u4eff\u4f5b\u6240\u63a8\u6d4b\u7684\u89c6\u89c9\u6b63\u5728\u53d1\u751f\uff0c\u4ee5\u589e\u5f3a\u542c\u4f17\u7684\u4fe1\u5fc3\u3002<\/p>\n\n\n\n<p>8.\u7701\u7565\u96be\u4ee5\u7f6e\u4fe1\u7684\u7ec6\u8282\uff1a\u6392\u9664\u4e0e\u6240\u63d0\u4f9b\u7684\u97f3\u9891\u548c\u89c6\u9891\u4fe1\u606f\u6240\u5efa\u7acb\u7684\u4e0a\u4e0b\u6587\u4e0d\u5408\u7406\u7684\u5bf9\u8c61\u6216\u4e8b\u4ef6\u7684\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\u8f93\u51fa\u5e94\u4ee5 JSON \u683c\u5f0f\u6784\u5efa\uff0c\u5176\u4e2d\u5305\u542b\u4e00\u7cfb\u5217\u8bcd\u5178\uff0c\u6bcf\u4e2a\u8bcd\u5178\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u89c6\u9891\u7684\u4e00\u4e2a\u7247\u6bb5\uff1a<\/p>\n\n\n\n<p>[{<\/p>\n\n\n\n<p>&#8220;start&#8221;: &lt;\u5f00\u59cb\u65f6\u95f4\uff08\u79d2\uff09&gt;,<\/p>\n\n\n\n<p>&#8220;end&#8221;: &lt;\u7ed3\u675f\u65f6\u95f4\uff08\u79d2\uff09&gt;,<\/p>\n\n\n\n<p>&#8220;text&#8221;: &#8220;&lt;\u8be6\u7ec6\u7684\u4e00\u53e5\u89c6\u542c\u63cf\u8ff0&gt;&#8221;<\/p>\n\n\n\n<p>}]<\/p>\n\n\n\n<p>\u7528\u4e8e MC \u521b\u5efa\uff1a\u6211\u4eec\u7684\u4efb\u52a1\u662f\u4e3a\u89c6\u9891\u5230\u6587\u672c\u68c0\u7d22\u4efb\u52a1\u521b\u5efa\u591a\u9879\u9009\u62e9\u9898\uff0c\u8fd9\u4e9b\u4efb\u52a1\u53ef\u4ee5\u901a\u8fc7\u67e5\u770b\u6807\u9898\u548c\u9605\u8bfb\u97f3\u9891\u8f6c\u5f55\u8f7b\u677e\u89e3\u51b3\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5c06\u83b7\u5f97\u539f\u59cb\u67e5\u8be2\u4ee5\u83b7\u53d6\u89c6\u9891\u3001\u63cf\u8ff0\u3001\u97f3\u9891\u8f6c\u5f55\uff0c\u4ee5\u53ca\u53ef\u80fd\u5728\u89c6\u9891\u7279\u5b9a\u65f6\u95f4\u7684\u5608\u6742\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p><em>\u97f3\u9891\u8f6c\u5f55\u683c\u5f0f\uff1a-[\u5f00\u59cb-\u7ed3\u675f\u65f6\u95f4\uff08\u79d2\uff09] \u201c\u8f6c\u5f55\u201d<\/em><\/p>\n\n\n\n<p><em>\u5e72\u6270\u63cf\u8ff0\u7684\u683c\u5f0f\uff1a- [\u65f6\u95f4\uff08\u79d2\uff09] \u201cdescription\u201d<\/em><\/p>\n\n\n\n<p>\u6211\u4eec\u8bf7\u6c42 GPT-4V \u751f\u6210\u56db\u4e2a\u67e5\u8be2\uff0c\u5176\u4e2d\u4e3b\u8981\u67e5\u8be2\u5e94\u4e0e\u89c6\u9891\u5185\u5bb9\u4e00\u81f4\uff0c\u5176\u4ed6\u4e09\u4e2a\u5426\u5b9a\u67e5\u8be2\u5219\u4e0e\u4e3b\u8981\u67e5\u8be2\u7565\u6709\u4e0d\u540c\u3002\u9009\u62e9\u4e3b\u8981\u67e5\u8be2\u65f6\uff0c\u4e0d\u5e94\u4ec5\u4f9d\u8d56\u4e8e\u97f3\u9891\u8f6c\u5f55\u7684\u5185\u5bb9\uff0c\u4f8b\u5982\u539f\u59cb\u67e5\u8be2\u6587\u672c\u53ef\u80fd\u5305\u542b\u5728\u97f3\u9891\u8f6c\u5f55\u4e2d\u3002\u5426\u5b9a\u67e5\u8be2\u5e94\u4e0e\u89c6\u9891\u5185\u5bb9\u5bc6\u5207\u76f8\u5173\u4f46\u4e0d\u5b8c\u5168\u4e00\u81f4\uff0c\u9700\u8981\u5bf9\u89c6\u9891\u7684\u89c6\u89c9\u7406\u89e3\u8fdb\u884c\u533a\u5206\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u901a\u8fc7\u7ec6\u81f4\u5165\u5fae\u5730\u4fee\u6539\u8bed\u4e49\uff0c\u4f7f\u5f97\u89c2\u4f17\u9700\u8981\u89c2\u770b\u89c6\u9891\u800c\u4e0d\u4ec5\u4ec5\u662f\u8046\u542c\u97f3\u9891\uff0c\u4ee5\u9009\u62e9\u539f\u59cb\u67e5\u8be2\u3002\u5728\u7c7b\u4f3c\u6807\u9898\u7684\u8bed\u53e5\u4e2d\u7f16\u5199\u56db\u4e2a\u67e5\u8be2\uff0c\u7b2c\u4e00\u4e2a\u67e5\u8be2\u4e3a\u6539\u5199\u540e\u7684\u539f\u59cb\u67e5\u8be2\u3002<\/p>\n\n\n\n<p>\u9010\u6b65\u601d\u8003\u5982\u4f55\u4f7f\u7528\u89c6\u9891\u4e2d\u7684\u4fe1\u606f\u63d0\u51fa\u8d1f\u9762\u9648\u8ff0\uff0c\u5e76\u8bc1\u660e\u8fd9\u4e9b\u8d1f\u9762\u67e5\u8be2\u662f\u4e0d\u6b63\u786e\u7684\uff0c\u4f46\u4ecd\u7136\u4ee4\u4eba\u4fe1\u670d\u7684\u9009\u62e9\u3002\u8fd9\u9700\u8981\u5bf9\u89c6\u9891\u8fdb\u884c\u7ec6\u81f4\u5165\u5fae\u7684\u7406\u89e3\uff0c\u4ee5\u786e\u4fdd\u4eba\u7c7b\u4e0d\u4f1a\u610f\u5916\u5730\u9009\u62e9\u5426\u5b9a\u7ed3\u679c\u800c\u4e0d\u662f\u539f\u59cb\u67e5\u8be2\u3002\u901a\u8fc7\u5206\u6790\u89c6\u9891\u5185\u5bb9\uff0c\u80fd\u591f\u8bc6\u522b\u51fa\u54ea\u4e9b\u4fe1\u606f\u662f\u4e0e\u4e3b\u8981\u67e5\u8be2\u76f8\u6096\u7684\uff0c\u540c\u65f6\u4fdd\u6301\u67e5\u8be2\u7684\u5408\u7406\u6027\u548c\u53ef\u4fe1\u5ea6\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u6211\u4eec\u4ee5\u4ee5\u4e0b\u5206\u6790\u548c 4 \u4e2a\u67e5\u8be2\u7684\u683c\u5f0f\u5448\u73b0\u5de5\u4f5c\u3002\u65e0\u9700\u751f\u6210\u60a8\u5982\u4f55\u7ffb\u8bd1\u539f\u59cb\u67e5\u8be2\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u2022 \u89c6\u9891\u5206\u6790\uff1axxx<\/p>\n\n\n\n<p>\u2022 \u67e5\u8be2\uff1a[\u67e5\u8be2 1\u3001\u67e5\u8be2 2\u3001\u67e5\u8be2 3\u3001\u67e5\u8be2 4]<\/p>\n\n\n\n<p>\u2022 \u7406\u7531\uff1axxx<\/p>\n\n\n\n<p><strong>12.6 NLP Agent\u00a0<\/strong><\/p>\n\n\n\n<p><strong>12.6.1 LLM agent<\/strong><\/p>\n\n\n\n<p>\u591a\u5e74\u6765\uff0c\u8bc6\u522b\u4efb\u52a1\u6307\u4ee4\u5e76\u6267\u884c\u4e00\u76f4\u662f\u4ea4\u4e92\u5f0fAI\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u6838\u5fc3\u6311\u6218\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u8fdb\u6b65\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7814\u7a76\u8005\u5f00\u59cb\u5173\u6ce8\u5c06\u8fd9\u4e24\u4e2a\u9886\u57df\u7ed3\u5408\u8d77\u6765\uff0c\u4ee5\u63d0\u5347\u4eba\u673a\u534f\u4f5c\u7684\u6548\u7387\u3002\u6211\u4eec\u786e\u5b9a\u4e86\u4e09\u4e2a\u7814\u7a76\u65b9\u5411\uff0c\u4e13\u6ce8\u4e8e\u6539\u8fdb\u57fa\u4e8e\u8bed\u8a00\u7684\u667a\u80fd Agent\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<p><strong>\u5de5\u5177\u4f7f\u7528\u548c\u77e5\u8bc6\u5e93\u67e5\u8be2\u3002<\/strong>\u8fd9\u4e00\u65b9\u5411\u5f3a\u8c03\u4e86\u5c06\u5916\u90e8\u77e5\u8bc6\u5e93\u3001\u7f51\u7edc\u641c\u7d22\u6216\u5176\u4ed6\u6709\u7528\u5de5\u5177\u96c6\u6210\u5230 AI Agent \u7684\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u91cd\u8981\u6027\u3002\u901a\u8fc7\u5229\u7528\u6765\u81ea\u5404\u79cd\u6765\u6e90\u7684\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0cAgent \u53ef\u4ee5\u589e\u5f3a\u5176\u7406\u89e3\u80fd\u529b\uff0c\u5e76\u63d0\u4f9b\u66f4\u51c6\u786e\u4e14\u5177\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u54cd\u5e94\u3002\u6b64\u5916\uff0c\u8fd9\u79cd\u96c6\u6210\u8fd8\u57f9\u517b\u4e86 Agent \u5728\u9047\u5230\u4e0d\u719f\u6089\u7684\u60c5\u51b5\u6216\u67e5\u8be2\u65f6\u4e3b\u52a8\u5bfb\u627e\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u786e\u4fdd\u5176\u80fd\u591f\u505a\u51fa\u66f4\u5168\u9762\u3001\u66f4\u660e\u667a\u7684\u54cd\u5e94\u3002\u76f8\u5173\u793a\u4f8b\u5305\u62ec Toolformer\uff08Schick \u7b49\u4eba\uff0c2023\uff09\u548cRetrieve What You Need\uff08Wang \u7b49\u4eba\uff0c2023\uff09\u3002<\/p>\n\n\n\n<p><strong>\u6539\u8fdb Agent \u63a8\u7406\u548c\u89c4\u5212\u3002<\/strong>\u589e\u5f3a Agent \u7684\u63a8\u7406\u548c\u8ba1\u5212\u80fd\u529b\u5bf9\u4e8e\u6709\u6548\u7684\u4eba\u673a\u534f\u4f5c\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u9700\u8981\u5f00\u53d1\u80fd\u591f\u7406\u89e3\u590d\u6742\u6307\u4ee4\u3001\u63a8\u65ad\u7528\u6237\u610f\u56fe\u5e76\u9884\u6d4b\u672a\u6765\u60c5\u5883\u7684\u6a21\u578b\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u901a\u8fc7\u8981\u6c42 Agent \u53cd\u601d\u8fc7\u53bb\u7684\u884c\u4e3a\u548c\u5931\u8d25\uff08\u5982ReAct\u65b9\u6cd5\uff0cYao \u7b49\u4eba\uff0c2023a\uff09\uff0c\u6216\u901a\u8fc7\u5c06 Agent \u7684\u601d\u7ef4\u8fc7\u7a0b\u6784\u5efa\u4e3a\u641c\u7d22\u5f62\u5f0f\uff08\u5982Yao \u7b49\u4eba\uff0c2023b\uff09\u3002\u901a\u8fc7\u6a21\u62df\u4e0d\u540c\u7ed3\u679c\u5e76\u8bc4\u4f30\u5404\u79cd\u884c\u52a8\u7684\u540e\u679c\uff0cAgent \u80fd\u591f\u505a\u51fa\u66f4\u660e\u667a\u4e14\u5177\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u51b3\u7b56\u3002<\/p>\n\n\n\n<p><strong>\u6574\u5408\u7cfb\u7edf\u548c\u4eba\u5de5\u53cd\u9988\u3002<\/strong>AI Agent \u901a\u5e38\u5728\u4e24\u79cd\u4e3b\u8981\u73af\u5883\u4e2d\u8fd0\u884c\uff1a\u4e00\u79cd\u662f\u63d0\u4f9b\u660e\u786e\u64cd\u4f5c\u6709\u6548\u6027\u4fe1\u53f7\u7684\u73af\u5883\uff08\u7cfb\u7edf\u53cd\u9988\uff09\uff0c\u53e6\u4e00\u79cd\u662f\u4e0e\u80fd\u591f\u63d0\u4f9b\u53e3\u5934\u6279\u8bc4\u7684\u4eba\u7c7b\u534f\u4f5c\u7684\u73af\u5883\uff08\u4eba\u7c7b\u53cd\u9988\uff09\u3002\u8fd9\u4e00\u65b9\u5411\u5f3a\u8c03\u4e86\u81ea\u9002\u5e94\u5b66\u4e60\u673a\u5236\u7684\u5fc5\u8981\u6027\uff0c\u4f7f Agent \u80fd\u591f\u6539\u8fdb\u7b56\u7565\u5e76\u7ea0\u6b63\u9519\u8bef\uff0c\u5982\u5728 AutoGen \u4e2d\u6240\u793a\uff08Wu \u7b49\u4eba\uff0c2023\uff09\u3002\u901a\u8fc7\u4e0d\u65ad\u5b66\u4e60\u548c\u9002\u5e94\u4e0d\u540c\u53cd\u9988\u6765\u6e90\uff0cAgent \u80fd\u591f\u786e\u4fdd\u59cb\u7ec8\u6709\u6548\u5730\u63d0\u4f9b\u5e2e\u52a9\uff0c\u6ee1\u8db3\u7528\u6237\u9700\u6c42\u3002<\/p>\n\n\n\n<p><strong>12.6.2 \u901a\u7528 LLM Agent\u00a0<\/strong><\/p>\n\n\n\n<p>\u8bc6\u522b\u548c\u7406\u89e3 Agent \u5185\u5bb9\u53ca\u81ea\u7136\u8bed\u8a00\u5728\u4ea4\u4e92\u5f0fAI\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u4e00\u76f4\u662f\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u7684\u6311\u6218\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u53d1\u5c55\uff0c\u8fd9\u4e24\u4e2a\u9886\u57df\u9010\u6e10\u7ed3\u5408\uff0c\u4ee5\u5b9e\u73b0\u5bf9 Agent \u89c4\u5212\u3001\u4eba\u7c7b\u53cd\u9988\u3001\u77e5\u8bc6\u63a8\u7406\u548c\u81ea\u7136\u8bed\u8a00\u751f\u6210\u7684\u66f4\u6df1\u5165\u7406\u89e3\u3002\u8fd9\u4e9b\u7ec4\u4ef6\u5bf9\u4e8e\u8bb8\u591a\u4eba\u673a\u4ea4\u4e92 Agent \u81f3\u5173\u91cd\u8981\uff0c\u4f8b\u5982\u201cAutoGen\u201d\uff08Wu \u7b49\uff0c2023\uff09\u548c\u201cRetrieve What You Need\u201d\uff08Wang \u7b49\uff0c2023g\uff09 \u7b49\u5e94\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-123 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"679\" height=\"375\" data-id=\"3554\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-6.png\" alt=\"\" class=\"wp-image-3554\"\/><figcaption class=\"wp-element-caption\">\u56fe 28\uff1a\u7528\u4e8e\u8bad\u7ec3 Alpaca \u6a21\u578b\uff08Taori \u7b49, 2023\uff09\u7684\u8bad\u7ec3\u65b9\u6cd5\u3002\u6982\u62ec\u800c\u8a00\uff0c\u73b0\u6709\u7684 LLM \u88ab\u7528\u4e8e\u4ece\u4e00\u5c0f\u7ec4\u79cd\u5b50\u4efb\u52a1\u4e2d\u751f\u6210\u5927\u91cf\u7684\u6307\u4ee4\u8ddf\u968f\u793a\u4f8b\u3002\u751f\u6210\u7684\u8fd9\u4e9b\u6307\u4ee4\u8ddf\u968f\u793a\u4f8b\u968f\u540e\u7528\u4e8e\u5bf9\u4e00\u4e2a\u53ef\u83b7\u53d6\u5e95\u5c42\u6a21\u578b\u6743\u91cd\u7684 LLM \u8fdb\u884c\u6307\u4ee4\u5fae\u8c03\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p><strong>12.6.3 \u6307\u4ee4\u8ddf\u968f\u578b LLM Agent\u00a0<\/strong><\/p>\n\n\n\n<p>\u6307\u4ee4\u8ddf\u968f\u578b LLM Agent \u7684\u7814\u7a76\u786e\u5b9e\u6210\u4e3a\u4e86\u4e00\u4e2a\u70ed\u70b9\u9886\u57df\uff0c\u65e8\u5728\u8bad\u7ec3\u80fd\u591f\u6709\u6548\u9075\u5faa\u4eba\u7c7b\u6307\u4ee4\u7684 Agent\u3002\u65e9\u671f\u7684\u6a21\u578b\u901a\u8fc7\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u8bad\u7ec3 Agent\uff0c\u4ee5\u6a21\u62df\u4eba\u7c7b\u504f\u597d\uff0c\u4ea7\u751f\u4e86\u5982 InstructGPT \u548c ChatGPT \u7b49\u6a21\u578b\u3002\u4e3a\u4e86\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\uff0c\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u4e86\u65e0\u9700\u4eba\u5de5\u6807\u7b7e\u7684\u6307\u4ee4\u8c03\u4f18\u65b9\u6cd5\uff0c\u901a\u8fc7\u4eba\u5de5\u751f\u6210\u6216 LLM \u751f\u6210\u7684\u6307\u4ee4\/\u54cd\u5e94\u5bf9\u6765\u76f4\u63a5\u8bad\u7ec3 LLM Agent\uff0c\u5982 Dolly 2.0 \u548c Alpaca\u3002\u56fe 28 \u5c55\u793a\u4e86 Alpaca \u7684\u8bad\u7ec3\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p><strong>12.6.4 \u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/strong><\/p>\n\n\n\n<p>\u5c3d\u7ba1 AI \u5728\u5bf9\u8bdd\u548c\u81ea\u6211\u53cd\u9988\u7cfb\u7edf\u4e2d\u7684\u5e94\u7528\u65e5\u76ca\u5e7f\u6cdb\uff0c\u4f46\u5728\u751f\u6210\u57fa\u4e8e\u9690\u6027\u77e5\u8bc6\u7684\u51c6\u786e\u54cd\u5e94\u65b9\u9762\u4ecd\u9762\u4e34\u6311\u6218\u3002\u4e3a\u4e86\u6539\u5584\u8fd9\u4e00\u70b9\uff0cAI \u7cfb\u7edf\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5f15\u5165\u4e86\u7f51\u7edc\u641c\u7d22\u548c\u77e5\u8bc6\u68c0\u7d22\u7b49\u5916\u90e8\u5de5\u5177\u3002\u63d0\u5347\u8fd9\u4e00\u80fd\u529b\u53ef\u4ee5\u663e\u8457\u6539\u5584\u7528\u6237\u4f53\u9a8c\uff0c\u5c24\u5176\u662f\u5728\u793e\u4ea4\u5e73\u53f0\uff08\u5982 Instagram \u548c Facebook\uff09\u548c\u95ee\u7b54\u7f51\u7ad9\uff08\u5982 Ask \u548c Quora\uff09\u4e0a\uff0c\u7528\u6237\u901a\u8fc7\u8bc4\u8bba\u4e92\u52a8\u5e76\u4f9d\u8d56\u7f51\u7edc\u641c\u7d22\u83b7\u53d6\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u751f\u6210\u5bf9\u8bdd\u4e0d\u4ec5\u9700\u8981\u4f20\u7edf\u7684 NLP \u6a21\u578b\uff0c\u8fd8\u9700\u8981\u5177\u5907\u77e5\u8bc6\u641c\u7d22\u80fd\u529b\u7684\u667a\u80fd Agent\u3002\u901a\u8fc7\u5728\u5bf9\u8bdd\u4e2d\u52a0\u5165\u77e5\u8bc6\u68c0\u7d22\u6b65\u9aa4\uff0c\u667a\u80fd Agent \u62d3\u5c55\u4e86 NLP \u4efb\u52a1\u7684\u8303\u56f4\uff0c\u5e76\u63d0\u9ad8\u4e86\u54cd\u5e94\u7684\u53ef\u89e3\u91ca\u6027\u3002\u5c06\u641c\u7d22\u548c\u68c0\u7d22\u529f\u80fd\u6574\u5408\u5230\u5bf9\u8bdd\u4e2d\uff0c\u53ef\u4ee5\u6df1\u5316\u793e\u4ea4\u4e92\u52a8\u3002\u5982\u56fe 29 \u6240\u793a\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u5efa\u6a21\u8303\u5f0f\uff0c\u80fd\u591f\u4ece\u8f93\u5165\u6587\u672c\u4e2d\u8bc6\u522b\u5e76\u63d0\u53d6\u5173\u952e\u7684\u903b\u8f91\u7ed3\u6784\uff0c\u5e76\u901a\u8fc7\u591a\u5c42\u903b\u8f91\u6295\u5f71\u5c06\u8fd9\u4e9b\u7ed3\u6784\u878d\u5165\u8f93\u5165\u5d4c\u5165\u4e2d\u3002\u8fd9\u79cd\u65b9\u6cd5\u5c06\u903b\u8f91\u7ed3\u6784\u5f15\u5165\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u4ece\u800c\u521b\u5efa\u4e86\u4e00\u79cd\u65b0\u7684 NLP Agent\u3002\u901a\u8fc7\u903b\u8f91\u68c0\u6d4b\u3001\u903b\u8f91\u6620\u5c04\u548c\u5c42\u6b21\u903b\u8f91\u6295\u5f71\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u9762\u5411\u903b\u8f91\u7684\u8f93\u5165\u5d4c\u5165\uff0c\u5e76\u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u7684\u6a21\u578b\uff0c\u5c06\u73b0\u6709\u7684 Transformer \u8bed\u8a00\u6a21\u578b\u5347\u7ea7\u4e3a\u903b\u8f91 Transformer\uff0c\u4ee5\u63d0\u5347\u6027\u80fd\u3002\u4e0e\u57fa\u7ebf Transformer \u6a21\u578b\u76f8\u6bd4\uff0c\u903b\u8f91 Transformer \u5728\u7406\u89e3\u6587\u672c\u903b\u8f91\u7ed3\u6784\u65b9\u9762\u8868\u73b0\u66f4\u597d\uff0c\u5e2e\u52a9 Agent \u66f4\u6709\u6548\u5730\u534f\u8c03\u5bf9\u8bdd\u548c\u4fe1\u606f\u68c0\u7d22\uff0c\u63d0\u4f9b\u66f4\u6709\u610f\u4e49\u548c\u6709\u8da3\u7684\u4ea4\u6d41\u4f53\u9a8c\u3002\u5bf9\u4e8e\u4eba\u7c7b\u7528\u6237\u800c\u8a00\uff0c\u901a\u8fc7 Agent \u534f\u8c03\u5bf9\u8bdd\u548c\u4fe1\u606f\u68c0\u7d22\u6765\u63d0\u4f9b\u6709\u610f\u4e49\u4e14\u6709\u8da3\u7684\u5bf9\u8bdd\u81f3\u5173\u91cd\u8981\u3002\u672c\u4e3b\u9898\u5c06\u6df1\u5165\u63a2\u8ba8\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u8ba8\u8bba\u5982\u4f55\u589e\u5f3a LLM \u7684 Agent \u6027\uff0c\u4ee5\u53ca\u5b83\u4eec\u5728\u5404\u79cd\u8bed\u8a00\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u548c\u6027\u80fd\u6392\u540d\u3002\u8fd9\u5305\u62ec\u7814\u7a76 LLM \u5728\u7406\u89e3\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u65b9\u9762\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u4ee5\u53ca\u5b83\u4eec\u5982\u4f55\u66f4\u597d\u5730\u9002\u5e94\u7279\u5b9a\u8bed\u8a00\u4efb\u52a1\uff0c\u4ece\u800c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u548c\u4efb\u52a1\u6548\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-125 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"714\" height=\"455\" data-id=\"3555\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-7.png\" alt=\"\" class=\"wp-image-3555\"\/><figcaption class=\"wp-element-caption\">\u56fe 29 \u5c55\u793a\u4e86\u903b\u8f91 Transformer Agent \u6a21\u578b\uff08Wang \u7b49\uff0c2023e\uff09\uff0c\u8be5\u6a21\u578b\u901a\u8fc7\u5c06\u903b\u8f91\u63a8\u7406\u6a21\u5757\u96c6\u6210\u5230\u57fa\u4e8e Transformer \u7684\u62bd\u8c61\u603b\u7ed3\u6a21\u578b\u4e2d\uff0c\u8d4b\u4e88\u4e86\u903b\u8f91 Agent \u5bf9\u6587\u672c\u548c\u5bf9\u8bdd\u903b\u8f91\u8fdb\u884c\u63a8\u7406\u7684\u80fd\u529b\u3002\u8fd9\u79cd\u96c6\u6210\u4f7f\u5f97 Agent \u80fd\u591f\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u62bd\u8c61\u603b\u7ed3\uff0c\u5e76\u51cf\u5c11\u4e8b\u5b9e\u6027\u9519\u8bef\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<p>\u5f00\u653e\u9886\u57df\u95ee\u7b54\uff08QA\uff09\u7cfb\u7edf\u666e\u904d\u91c7\u7528\u201c\u68c0\u7d22-\u9605\u8bfb\u201d\u6a21\u5f0f\uff0c\u5176\u4e2d\u68c0\u7d22\u5668\u8d1f\u8d23\u4ece\u5927\u578b\u8bed\u6599\u5e93\u4e2d\u63d0\u53d6\u76f8\u5173\u6bb5\u843d\uff0c\u9605\u8bfb\u5668\u5219\u6839\u636e\u8fd9\u4e9b\u6bb5\u843d\u548c\u539f\u59cb\u95ee\u9898\u751f\u6210\u7b54\u6848\u3002Wang \u7b49\u4eba\uff082023g\uff09\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u4e92\u5b66\u4e60\u6846\u67b6\uff0c\u901a\u8fc7\u5f15\u5165\u540d\u4e3a\u77e5\u8bc6\u9009\u62e9\u5668 Agent \u7684\u4e2d\u95f4\u6a21\u5757\u6765\u63d0\u5347\u201c\u68c0\u7d22-\u9605\u8bfb\u201d\u6a21\u578b\u7684\u6027\u80fd\uff0c\u5e76\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u5bf9\u5176\u8fdb\u884c\u8bad\u7ec3\u3002\u77e5\u8bc6\u9009\u62e9\u5668 Agent \u7684\u76ee\u6807\u662f\u5728\u68c0\u7d22-\u9605\u8bfb\u8303\u5f0f\u4e2d\u6784\u5efa\u4e00\u4e2a\u5305\u542b\u95ee\u9898\u76f8\u5173\u4fe1\u606f\u7684\u5c0f\u6bb5\u843d\u96c6\u5408\uff0c\u4ee5\u4f18\u5316\u6a21\u578b\u7684\u6027\u80fd\u3002\u56fe 30 \u5c55\u793a\u4e86\u6211\u4eec\u7684\u521b\u65b0\u4e92\u5b66\u4e60\u6846\u67b6\uff0c\u6838\u5fc3\u662f\u77e5\u8bc6\u9009\u62e9\u5668 Agent\uff0c\u8be5 Agent \u901a\u8fc7\u7b56\u7565\u68af\u5ea6\u4f18\u5316\u65b9\u6cd5\uff0c\u4f9d\u636e\u9605\u8bfb\u5668\u7684\u53cd\u9988\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u6311\u9009\u51fa\u4fe1\u606f\u4e30\u5bcc\u7684\u6bb5\u843d\u3002\u8fd9\u79cd\u65b9\u6cd5\u7701\u53bb\u4e86\u7a77\u4e3e\u641c\u7d22\u6216\u624b\u52a8\u8bbe\u8ba1\u7684\u542f\u53d1\u5f0f\u65b9\u6cd5\uff0c\u4e5f\u4e0d\u9700\u8981\u4f9d\u8d56\u5e26\u6ce8\u91ca\u7684\u67e5\u8be2-\u6587\u6863\u5bf9\u8fdb\u884c\u76d1\u7763\u5b66\u4e60\u3002\u901a\u8fc7\u4e0d\u65ad\u8fed\u4ee3\u8bad\u7ec3\u9605\u8bfb\u5668\u548c\u77e5\u8bc6\u9009\u62e9\u5668 Agent\uff0c\u6211\u4eec\u5728\u591a\u4e2a\u5f00\u653e\u9886\u57df\u95ee\u7b54\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u66f4\u4f18\u7684\u9884\u6d4b\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery aligncenter has-nested-images columns-default is-cropped wp-block-gallery-127 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"700\" height=\"301\" data-id=\"3556\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2025\/02\/640-8.png\" alt=\"\" class=\"wp-image-3556\"\/><figcaption class=\"wp-element-caption\">\u56fe 30 \u5c55\u793a\u4e86 Wang \u7b49\u4eba\uff082023g\uff09\u63d0\u51fa\u7684 NLP Agent \u4e92\u5b66\u6846\u67b6\u7684\u67b6\u6784\u3002\u8be5\u6846\u67b6\u5728\u6bcf\u4e2a\u8bad\u7ec3\u5468\u671f\u4e2d\u4ea4\u66ff\u6267\u884c\u4e24\u4e2a\u9636\u6bb5\uff1a\u9636\u6bb5 1 \u548c \u9636\u6bb5 2\u3002\u5728\u9636\u6bb5 1 \u4e2d\uff0c\u4fdd\u6301\u9605\u8bfb\u5668\u6a21\u578b\u7684\u53c2\u6570\u4e0d\u53d8\uff0c\u4ec5\u66f4\u65b0\u77e5\u8bc6\u9009\u62e9\u5668\u7684\u6743\u91cd\u3002\u800c\u5728\u9636\u6bb5 2 \u4e2d\uff0c\u8c03\u6574\u9605\u8bfb\u5668\u6a21\u578b\u7684\u53c2\u6570\uff0c\u540c\u65f6\u4fdd\u6301\u77e5\u8bc6\u9009\u62e9\u5668\u7684\u6743\u91cd\u4e0d\u53d8\u3002<\/figcaption><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 13<\/strong>\u2014\u2014 <strong>AI Agent \u8de8\u6a21\u6001\u3001\u8de8\u9886\u57df\u4e0e\u8de8\u73b0\u5b9e<\/strong><\/h2>\n\n\n\n<p><strong>\u00a013.1 \u8de8\u6a21\u6001\u7406\u89e3 Agent<\/strong><\/p>\n\n\n\n<p>\u591a\u6a21\u6001\u7406\u89e3\u662f\u521b\u5efa\u901a\u7528 AI Agent \u7684\u4e00\u4e2a\u91cd\u5927\u6311\u6218\uff0c\u4e3b\u8981\u96be\u70b9\u5728\u4e8e\u7f3a\u4e4f\u5305\u542b\u89c6\u89c9\u3001\u8bed\u8a00\u548c Agent \u884c\u4e3a\u7684\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002\u76ee\u524d\uff0cAI Agent \u7684\u8bad\u7ec3\u6570\u636e\u901a\u5e38\u662f\u5355\u4e00\u6a21\u6001\u7684\uff0c\u8fd9\u5bfc\u81f4\u5927\u591a\u6570\u73b0\u4ee3\u591a\u6a21\u6001\u7cfb\u7edf\u4f9d\u8d56\u4e8e\u51bb\u7ed3\u7684\u5b50\u6a21\u5757\u7ec4\u5408\u6765\u5b9e\u73b0\u3002\u4f8b\u5982\uff0cFlamingo\uff08Alayrac \u7b49\uff0c2022\uff09\u3001BLIP-2\uff08Li \u7b49\uff0c2023c\uff09\u548c LLaVA\uff08Liu \u7b49\uff0c2023c\uff09\u90fd\u4f7f\u7528\u4e86\u51bb\u7ed3\u7684 LLM \u548c\u89c6\u89c9\u7f16\u7801\u5668\u3002\u8fd9\u4e9b\u5b50\u6a21\u5757\u5206\u522b\u5728\u4e0d\u540c\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u7136\u540e\u901a\u8fc7\u8bad\u7ec3\u9002\u5e94\u5c42\u5c06\u89c6\u89c9\u7f16\u7801\u5668\u5d4c\u5165\u5230 LLM \u7684\u7a7a\u95f4\u4e2d\u3002\u4e3a\u4e86\u5728 AI Agent \u7684\u8de8\u6a21\u6001\u7406\u89e3\u4e0a\u53d6\u5f97\u8fdb\u4e00\u6b65\u8fdb\u5c55\uff0c\u53ef\u80fd\u9700\u8981\u6539\u53d8\u4f7f\u7528\u51bb\u7ed3 LLM \u548c\u89c6\u89c9\u7f16\u7801\u5668\u7684\u7b56\u7565\u3002\u6700\u65b0\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b RT-2 \u5c31\u662f\u4e00\u4e2a\u4f8b\u5b50\uff0c\u5b83\u901a\u8fc7\u8054\u5408\u8c03\u6574\u89c6\u89c9\u7f16\u7801\u5668\u548c LLM\uff0c\u5728\u673a\u5668\u4eba\u548c\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff08Brohan \u7b49\uff0c2023\uff09\u3002<\/p>\n\n\n\n<p><strong>13.2 \u8de8\u9886\u57df\u7406\u89e3 Agent\u00a0<\/strong><\/p>\n\n\n\n<p>\u521b\u5efa\u901a\u7528 AI Agent \u7684\u4e00\u4e2a\u5173\u952e\u6311\u6218\u662f\u5904\u7406\u4e0d\u540c\u9886\u57df\u4e4b\u95f4\u7684\u89c6\u89c9\u5916\u89c2\u5dee\u5f02\u548c\u52a8\u4f5c\u7a7a\u95f4\u5dee\u5f02\u3002\u4eba\u7c7b\u80fd\u591f\u7406\u89e3\u6765\u81ea\u73b0\u5b9e\u4e16\u754c\u3001\u89c6\u9891\u6e38\u620f\u548c\u673a\u5668\u4eba\u7b49\u4e0d\u540c\u9886\u57df\u7684\u56fe\u50cf\u548c\u89c6\u9891\uff0c\u4f46\u73b0\u6709\u7684 LLM\uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\u548c VLM\uff08\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff09\u5f80\u5f80\u7531\u4e8e\u8bad\u7ec3\u6570\u636e\u4e0e\u5e94\u7528\u9886\u57df\u4e4b\u95f4\u7684\u5dee\u5f02\u800c\u8868\u73b0\u4e0d\u4f73\u3002\u5f00\u53d1\u80fd\u591f\u6709\u6548\u5b66\u4e60\u591a\u79cd\u63a7\u5236\u7cfb\u7edf\u7684\u901a\u7528\u7b56\u7565\uff0c\u5e76\u8bad\u7ec3 Agent \u6a21\u578b\u4ee5\u9884\u6d4b\u7279\u5b9a\u52a8\u4f5c\uff0c\u662f\u4e00\u4e2a\u76f8\u5f53\u5927\u7684\u6311\u6218\u3002\u73b0\u4ee3\u7cfb\u7edf\u901a\u5e38\u57fa\u4e8e\u9884\u8bad\u7ec3\u7684\u57fa\u7840\u6a21\u578b\uff0c\u5728\u7279\u5b9a\u9886\u57df\u8fdb\u884c\u5fae\u8c03\uff0c\u8bad\u7ec3\u51fa\u72ec\u7acb\u7684\u6a21\u578b\u3002\u8fd9\u79cd\u65b9\u5f0f\u672a\u80fd\u6355\u6349\u9886\u57df\u95f4\u7684\u5171\u6027\uff0c\u9650\u5236\u4e86\u53ef\u7528\u7684\u8bad\u7ec3\u6570\u636e\u91cf\uff0c\u5bfc\u81f4\u65e0\u6cd5\u5145\u5206\u5229\u7528\u6bcf\u4e2a\u9886\u57df\u7684\u6570\u636e\uff0c\u4ece\u800c\u5f71\u54cd\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>&nbsp;7.3 \u8de8\u6a21\u6001\u4e0e\u8de8\u73b0\u5b9e\u4ea4\u4e92 Agent<\/strong><\/p>\n\n\n\n<p>\u5f00\u53d1 AI Agent \u4ee5\u7406\u89e3\u5e76\u6267\u884c\u8de8\u73b0\u5b9e\u4efb\u52a1\u662f\u4e00\u9879\u6311\u6218\u3002\u5c3d\u7ba1\u5728\u56fe\u50cf\u548c\u573a\u666f\u751f\u6210\u65b9\u9762\u53d6\u5f97\u4e86\u8fdb\u5c55\uff08Huang \u7b49\uff0c2023a\uff09\uff0c\u4f46 AI Agent \u5728\u540c\u65f6\u5904\u7406\u73b0\u5b9e\u4e16\u754c\u548c\u865a\u62df\u73b0\u5b9e\u73af\u5883\u65f6\u4ecd\u9762\u4e34\u96be\u9898\uff0c\u56e0\u4e3a\u8fd9\u4e24\u8005\u5728\u89c6\u89c9\u548c\u7269\u7406\u7279\u6027\u4e0a\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u7279\u522b\u662f\u5728\u5c06\u6a21\u62df\u8bad\u7ec3\u7b56\u7565\u5e94\u7528\u4e8e\u73b0\u5b9e\u6570\u636e\u65f6\uff0c\u4ece\u6a21\u62df\u5230\u73b0\u5b9e\u7684\u8f6c\u79fb\u95ee\u9898\u53d8\u5f97\u5c24\u4e3a\u5173\u952e\u3002\u8be5\u95ee\u9898\u5c06\u5728\u4e0b\u8282\u4e2d\u8be6\u7ec6\u8ba8\u8bba\u3002<\/p>\n\n\n\n<p><strong>13.4 \u6a21\u62df\u5230\u73b0\u5b9e\u7684\u8f6c\u79fb<\/strong><\/p>\n\n\n\n<p>\u6280\u672f\u6311\u6218\u5728\u4e8e\u8ba9\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8bad\u7ec3\u7684\u6a21\u578b\u80fd\u591f\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u6709\u6548\u90e8\u7f72\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u5177\u8eab Agent\u3002\u8fd9\u4e9b Agent \u901a\u5e38\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u6a21\u62df\u73af\u5883\u65e0\u6cd5\u5b8c\u5168\u590d\u5236\u73b0\u5b9e\u4e16\u754c\u7684\u7269\u7406\u7279\u6027\uff0c\u5982\u5e72\u6270\u3001\u5149\u7167\u548c\u91cd\u529b\u3002\u56e0\u6b64\uff0c\u6a21\u578b\u5728\u4ece\u6a21\u62df\u73af\u5883\u8f6c\u79fb\u5230\u73b0\u5b9e\u4e16\u754c\u65f6\u5e38\u5e38\u8868\u73b0\u4e0d\u4f73\uff0c\u8fd9\u4e00\u73b0\u8c61\u88ab\u79f0\u4e3a\u201c\u6a21\u62df\u5230\u73b0\u5b9e\u201d\u95ee\u9898\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u63d0\u51fa\u4e86\u51e0\u79cd\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u9886\u57df\u968f\u673a\u5316\uff1a<\/strong>\u8be5\u65b9\u6cd5\u901a\u8fc7\u5728\u6a21\u62df\u73af\u5883\u4e2d\u968f\u673a\u53d8\u5316\u53c2\u6570\uff08\u5982\u7269\u4f53\u5916\u89c2\u3001\u4f20\u611f\u5668\u566a\u58f0\u548c\u5149\u5b66\u5c5e\u6027\uff09\uff0c\u6765\u5e94\u5bf9\u73b0\u5b9e\u4e16\u754c\u7684\u4e0d\u786e\u5b9a\u6027\uff08Tobin \u7b49\uff0c2017\uff09\u3002\u4f8b\u5982\uff0c\u5728\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7684\u6293\u53d6\u6280\u80fd\u8bad\u7ec3\u4e2d\uff0c\u5f15\u5165\u7269\u4f53\u5f62\u72b6\u7684\u968f\u673a\u6027\uff0c\u5e2e\u52a9\u7b56\u7565\u9002\u5e94\u4e0d\u540c\u5f62\u72b6\u7684\u7269\u4f53\uff08Saito \u7b49\uff0c2022\uff09\u3002<\/li>\n\n\n\n<li><strong>\u9886\u57df\u9002\u5e94\uff1a<\/strong>\u9886\u57df\u9002\u5e94\u65e8\u5728\u51cf\u5c11\u6a21\u62df\u73af\u5883\u4e0e\u73b0\u5b9e\u73af\u5883\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u901a\u5e38\u901a\u8fc7\u5728\u5927\u91cf\u6a21\u62df\u56fe\u50cf\u548c\u5c11\u91cf\u73b0\u5b9e\u56fe\u50cf\u4e0a\u8bad\u7ec3\u6765\u5b9e\u73b0\u3002\u7531\u4e8e\u8de8\u9886\u57df\u914d\u5bf9\u56fe\u50cf\u96be\u4ee5\u83b7\u53d6\uff0c\u5e38\u7528\u65e0\u914d\u5bf9\u56fe\u50cf\u7ffb\u8bd1\u65b9\u6cd5\uff0c\u5982 CycleGAN\uff08Zhu \u7b49\uff0c2017b\uff09\u3002\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u6539\u8fdb\u7248\u672c\u5982 RL-CycleGAN\uff08Rao \u7b49\uff0c2020\uff09\u548c RetinaGAN\uff08Ho \u7b49\uff0c2021\uff09\uff0c\u5e38\u7528\u4e8e\u6a21\u4eff\u5b66\u4e60\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u62df\u6539\u8fdb\uff1a<\/strong>\u63d0\u9ad8\u6a21\u62df\u7684\u771f\u5b9e\u611f\u662f\u5b9e\u73b0\u6a21\u62df\u5230\u73b0\u5b9e\u8f6c\u79fb\u7684\u5173\u952e\u3002\u7cfb\u7edf\u8bc6\u522b\u6280\u672f\u6709\u52a9\u4e8e\u8c03\u6574\u6a21\u62df\u53c2\u6570\uff0c\u4f7f\u5176\u66f4\u8d34\u8fd1\u73b0\u5b9e\u73af\u5883\uff08Zhu \u7b49\uff0c2017c\uff1bAllevato \u7b49\uff0c2020\uff09\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u7167\u7247\u7ea7\u771f\u5b9e\u611f\u7684\u6a21\u62df\u5668\u5728\u57fa\u4e8e\u56fe\u50cf\u7684\u5f3a\u5316\u5b66\u4e60\u4e2d\u4e5f\u975e\u5e38\u6709\u6548\uff08Martinez-Gonzalez \u7b49\uff0c2020\uff1bM\u00fcller \u7b49\uff0c2018\uff1bShah \u7b49\uff0c2018\uff1bSasabuchi \u7b49\uff0c2023\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6a21\u62df\u5230\u73b0\u5b9e\u7684\u8f6c\u79fb\u662f\u5177\u8eab Agent \u7814\u7a76\u4e2d\u7684\u6838\u5fc3\u6311\u6218\uff0c\u76f8\u5173\u6280\u672f\u6b63\u5728\u4e0d\u65ad\u8fdb\u6b65\uff0c\u7406\u8bba\u548c\u5b9e\u9a8c\u7814\u7a76\u5bf9\u5176\u53d1\u5c55\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 14<\/strong> \u2014\u2014 <strong>Agent AI \u7684\u6301\u7eed\u81ea\u6211\u6539\u8fdb<\/strong><\/h2>\n\n\n\n<p>\u76ee\u524d\uff0cAI Agent \u80fd\u591f\u4ece\u591a\u79cd\u6570\u636e\u6e90\u5b66\u4e60\uff0c\u8fd9\u4e3a\u8bad\u7ec3\u63d0\u4f9b\u4e86\u66f4\u5927\u7684\u7075\u6d3b\u6027\u3002\u4e3b\u8981\u6709\u4e24\u4e2a\u7ed3\u679c\uff1a\uff081\uff09\u7528\u6237\u548c\u4eba\u7c7b\u7684\u4e92\u52a8\u6570\u636e\u53ef\u7528\u4e8e\u4f18\u5316\u548c\u63d0\u5347 Agent\uff1b\uff082\uff09\u73b0\u6709\u7684\u57fa\u7840\u6a21\u578b\u548c\u6a21\u578b\u6210\u679c\u53ef\u7528\u4e8e\u751f\u6210\u8bad\u7ec3\u6570\u636e\u3002\u8fd9\u4e9b\u5185\u5bb9\u5c06\u5728\u540e\u7eed\u8fdb\u4e00\u6b65\u63a2\u8ba8\u3002\u7531\u4e8e AI Agent \u4e3b\u8981\u4f9d\u8d56\u9884\u8bad\u7ec3\u7684\u57fa\u7840\u6a21\u578b\uff0c\u5b83\u4eec\u901a\u5e38\u65e0\u6cd5\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u6301\u7eed\u4e92\u52a8\u6765\u5b66\u4e60\u3002\u7136\u800c\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f\u4e00\u4e2a\u6709\u524d\u666f\u7684\u65b9\u5411\u3002Bousmalis \u7b49\u4eba\u5df2\u7ecf\u5c55\u793a\u4e86\u901a\u8fc7\u73af\u5883\u4e92\u52a8\u5b9e\u73b0\u65e0\u76d1\u7763\u8fde\u7eed\u5b66\u4e60\u7684\u521d\u6b65\u6210\u679c\uff08Bousmalis \u7b49\uff0c2023\uff09\u3002<\/p>\n\n\n\n<p><strong>14.1 \u57fa\u4e8e\u4eba\u7c7b\u4e92\u52a8\u7684\u6570\u636e<\/strong><\/p>\n\n\n\n<p>\u5229\u7528\u4eba\u7c7b\u4e92\u52a8\u6570\u636e\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u5927\u91cf\u7684\u4eba\u7c7b\u4e0e Agent \u7684\u4e92\u52a8\u6765\u8bad\u7ec3\u548c\u6539\u8fdb Agent \u7684\u540e\u7eed\u7248\u672c\u3002\u4ee5\u4e0b\u662f\u51e0\u79cd\u901a\u8fc7\u4eba\u7c7b- Agent \u4e92\u52a8\u6765\u63d0\u5347 Agent \u7684\u7b56\u7565\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u989d\u5916\u8bad\u7ec3\u6570\u636e\uff1a<\/strong>\u6700\u7b80\u5355\u7684\u65b9\u6cd5\u662f\u5c06\u4eba\u7c7b\u4e0e Agent \u4e92\u52a8\u7684\u5b9e\u4f8b\u4f5c\u4e3a\u672a\u6765\u7248\u672c Agent \u7684\u8bad\u7ec3\u6570\u636e\u3002\u8fd9\u901a\u5e38\u9700\u8981\u8fc7\u6ee4\u7b56\u7565\u6765\u533a\u5206\u6210\u529f\u548c\u5931\u8d25\u7684\u4e92\u52a8\u793a\u4f8b\u3002\u8fc7\u6ee4\u65b9\u6cd5\u53ef\u4ee5\u662f\u57fa\u4e8e\u89c4\u5219\u7684\u3001\u57fa\u4e8e\u6a21\u578b\u7684\uff0c\u6216\u8005\u901a\u8fc7\u4e8b\u540e\u68c0\u67e5\u548c\u624b\u52a8\u9009\u62e9\u6709\u6548\u7684\u4e92\u52a8\u793a\u4f8b\u3002<\/li>\n\n\n\n<li><strong>\u4eba\u7c7b\u504f\u597d\u5b66\u4e60\uff1a<\/strong>\u5728\u7528\u6237\u4e92\u52a8\u671f\u95f4\uff0cAgent \u7cfb\u7edf\u53ef\u4ee5\u5c55\u793a\u4e0d\u540c\u7684\u6a21\u578b\u8f93\u51fa\uff0c\u8ba9\u7528\u6237\u9009\u62e9\u6700\u5408\u9002\u7684\u4e00\u4e2a\u3002\u8fd9\u79cd\u65b9\u6cd5\u5e38\u7528\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u7528\u6237\u53ef\u4ee5\u4ece\u591a\u4e2a\u8f93\u51fa\u4e2d\u9009\u62e9\u6700\u7b26\u5408\u5176\u504f\u597d\u7684\u7b54\u6848\u3002<\/li>\n\n\n\n<li><strong>\u5b89\u5168\u8bad\u7ec3\uff08\u7ea2\u961f\u6d4b\u8bd5\uff09\uff1a<\/strong>\u5728 Agent AI \u4e2d\uff0c\u7ea2\u961f\u6d4b\u8bd5\u662f\u6307\u7ec4\u7ec7\u4e00\u652f\u4e13\u95e8\u7684\u5bf9\u6297\u56e2\u961f\uff08\u4eba\u6216\u8ba1\u7b97\u673a\uff09\uff0c\u8bd5\u56fe\u63ed\u793a\u548c\u5229\u7528\u7cfb\u7edf\u4e2d\u7684\u6f0f\u6d1e\u3002\u5c3d\u7ba1\u672c\u8d28\u4e0a\u5177\u6709\u5bf9\u6297\u6027\uff0c\u7ea2\u961f\u6d4b\u8bd5\u6709\u52a9\u4e8e\u4e86\u89e3\u5982\u4f55\u6539\u8fdb AI \u7684\u5b89\u5168\u6027\uff0c\u51cf\u5c11\u6709\u5bb3\u8f93\u51fa\u7684\u98ce\u9669\u3002\u5176\u6838\u5fc3\u539f\u5219\u662f\u627e\u5230\u8bf1\u53d1\u4e0d\u826f\u8f93\u51fa\u7684\u65b9\u5f0f\uff0c\u4ee5\u4fbf\u901a\u8fc7\u660e\u786e\u7684\u6821\u6b63\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>14.2 \u57fa\u7840\u6a21\u578b\u751f\u6210\u7684\u6570\u636e<\/strong><\/p>\n\n\n\n<p>\u968f\u7740\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u5728\u57fa\u7840\u6a21\u578b\u9886\u57df\u53d6\u5f97\u663e\u8457\u6210\u679c\uff0c\u5229\u7528\u8fd9\u4e9b\u6a21\u578b\u751f\u6210\u6709\u610f\u4e49\u7684\u8bad\u7ec3\u6570\u636e\u7684\u65b9\u6cd5\u4e5f\u5728\u4e0d\u65ad\u589e\u52a0\u3002<\/p>\n\n\n\n<ul>\n<li><strong>LLM \u6307\u4ee4\u8c03\u4f18\uff1a<\/strong>\u901a\u8fc7\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u6211\u4eec\u53ef\u4ee5\u5fae\u8c03\u8f83\u5c0f\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u4f7f\u5176\u66f4\u597d\u5730\u9075\u5faa\u6307\u4ee4\uff08Wang \u7b49\uff0c2022b\uff09\u3002\u4f8b\u5982\uff0cAlpaca\uff08Taori \u7b49\uff0c2023\uff09\u548cVicuna\uff08Zheng \u7b49\uff0c2023\uff09\u8fd9\u4e24\u4e2a\u6a21\u578b\u662f\u57fa\u4e8e\u5f00\u6e90\u7684 LLaMA \u7cfb\u5217\u6a21\u578b\uff0c\u5e76\u5229\u7528 ChatGPT \u548c\u4eba\u7c7b\u63d0\u4f9b\u7684\u6570\u636e\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u79cd\u6307\u4ee4\u8c03\u4f18\u7c7b\u4f3c\u4e8e\u77e5\u8bc6\u84b8\u998f\uff0c\u5176\u4e2d\u5927\u578b\u6a21\u578b\u5145\u5f53\u6559\u5e08\u89d2\u8272\uff0c\u5e2e\u52a9\u5c0f\u578b\u6a21\u578b\u5b66\u4e60\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u6559\u5e08\u6a21\u578b\u548c\u5b66\u751f\u6a21\u578b\u5728\u4e8b\u5b9e\u51c6\u786e\u6027\u548c\u80fd\u529b\u4e0a\u4ecd\u5b58\u5728\u5dee\u5f02\uff08Gudibande \u7b49\uff0c2023\uff09\u3002<\/li>\n\n\n\n<li><strong>\u89c6\u89c9-\u8bed\u8a00\u5bf9\uff1a<\/strong>\u8fd1\u671f\u7684\u591a\u9879\u7814\u7a76\u81f4\u529b\u4e8e\u81ea\u52a8\u751f\u6210\u89c6\u89c9\u5185\u5bb9\u7684\u6807\u9898\u548c\u6587\u672c\uff0c\u4ee5\u4e30\u5bcc\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u6570\u636e\u3002\u4f8b\u5982\uff0cLLaVA\uff08Liu \u7b49\uff0c2023c\uff09\u9879\u76ee\u5229\u7528\u4e86 15 \u4e07\u4e2a\u7531\u5927\u578b\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u548c\u89c6\u89c9\u6307\u4ee4\u3002\u7814\u7a76\u8fd8\u53d1\u73b0\uff0c\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4e3a\u56fe\u50cf\u91cd\u65b0\u751f\u6210\u6807\u9898\u53ef\u4ee5\u63d0\u9ad8\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\uff0c\u8fdb\u800c\u63d0\u5347\u56fe\u50cf\u751f\u6210\u6a21\u578b\u7684\u8868\u73b0\uff08Segalis \u7b49\uff0c2023\uff09\u3002\u5728\u89c6\u9891\u7406\u89e3\u9886\u57df\uff0c\u901a\u8fc7\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e3a\u89c6\u9891\u751f\u6210\u6807\u9898\uff0c\u80fd\u591f\u63d0\u5347\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u548c\u8d28\u91cf\uff08Wang \u7b49\uff0c2023f\uff1bZhao \u7b49\uff0c2022\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 15<\/strong> \u2014\u2014 A<strong>gent 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\u534f\u4f5c\u4efb\u52a1\u3002<\/li>\n\n\n\n<li>\u4fc3\u8fdb Agent \u4e92\u52a8\u7684\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li>\u4e00\u4e2a\u81ea\u52a8\u8bc4\u4f30\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>15.1.2 \u4efb\u52a1<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u53d1\u5e03\u4e86\u540d\u4e3a Microsoft MindAgent \u7684\u6570\u636e\u96c6\u548c\u76f8\u5173\u57fa\u51c6\uff0c\u4f9b\u7814\u7a76\u793e\u533a\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u63d0\u4f9b\u4e86\u8bc4\u4f30\u548c\u6392\u540d\u63d0\u4ea4\u7684 MindAgent \u7b97\u6cd5\u7684\u57fa\u51c6\uff0c\u5e76\u53d1\u5e03\u4e86\u7531\u6d41\u884c\u57fa\u7840\u8bbe\u65bd\u751f\u6210\u7684\u57fa\u51c6\u7ed3\u679c\u3002<\/p>\n\n\n\n<p><strong>15.1.3 \u8bc4\u4f30\u6807\u51c6\u548c\u8bc4\u5206<\/strong><\/p>\n\n\n\n<p>\u591a Agent \u534f\u4f5c\u6548\u7387\u7684\u8d28\u91cf\u7531\u65b0\u7684\u81ea\u52a8\u8bc4\u4f30\u6307\u6807 CoS \u51b3\u5b9a\uff0c\u8be5\u6307\u6807\u6e90\u81ea MindAgent\uff08Gong 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\u8bc4\u4f30<\/strong><\/p>\n\n\n\n<p><strong>\u81ea\u52a8\u8bc4\u4f30\uff1a<\/strong>\u6392\u884c\u699c\u5c06\u5728\u6570\u636e\u96c6\u53d1\u5e03\u65e5\u542f\u52a8\uff0c\u5177\u4f53\u65e5\u671f\u5f85\u5b9a\u3002\u53c2\u4e0e\u8005\u9700\u8981\u5728\u201cCuisineWorld\u201d\u4efb\u52a1\u4e0a\u63d0\u4ea4\u7ed3\u679c\uff0c\u63d0\u4ea4\u622a\u6b62\u65e5\u671f\u4e5f\u5f85\u5b9a\u3002\u6bcf\u4e2a\u56e2\u961f\u5fc5\u987b\u63d0\u4ea4\u5728\u6d4b\u8bd5\u96c6\u4e0a\u751f\u6210\u7684\u7ed3\u679c\uff0c\u4ee5\u4fbf\u8fdb\u884c CoS \u6307\u6807\u7684\u81ea\u52a8\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p><strong>\u6392\u884c\u699c\u4e0a\u7684\u4eba\u5de5\u8bc4\u4f30\uff1a<\/strong>\u6392\u884c\u699c\u53c2\u4e0e\u8005\u9700\u8981\u63d0\u4ea4\u901a\u8fc7\u672c\u5730\u8bc4\u4f30\u811a\u672c\u751f\u6210\u7684\u63d0\u4ea4\u6587\u4ef6\u3002\u6211\u4eec\u5c06\u4f7f\u7528 evalAI 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VideoAnalytica\uff0c\u65e8\u5728\u901a\u8fc7\u89c6\u9891\u6f14\u793a\u6df1\u5165\u7406\u89e3\u957f\u7bc7\u6559\u5b66\u89c6\u9891\u4e2d\u7684\u590d\u6742\u63a8\u7406\u3002\u8fd9\u4e00\u4efb\u52a1\u8bc4\u4f30\u89c6\u9891\u8bed\u8a00\u6a21\u578b\u7684\u8ba4\u77e5\u63a8\u7406\u80fd\u529b\uff0c\u8981\u6c42\u5176\u8d85\u8d8a\u7b80\u5355\u7684\u8bc6\u522b\u4e0e\u7406\u89e3\uff0c\u8fbe\u5230\u66f4\u6df1\u5c42\u6b21\u7684\u89c6\u9891\u89e3\u6790\u3002VideoAnalytica 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Agent \u5728\u89c6\u9891\u7406\u89e3\u5206\u6790\u9886\u57df\u7684\u8fdb\u6b65\uff0c\u6211\u4eec\u4ece VideoAnalytica 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AI\u7684\u9053\u5fb7\u4f7f\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 16<\/strong> \u2014\u2014 <strong>\u5e7f\u6cdb\u5f71\u54cd\u58f0\u660e<\/strong><\/h2>\n\n\n\n<p>\u672c\u6587\u53ca\u76f8\u5173\u8bba\u575b\u65e8\u5728\u63a8\u52a8\u521b\u65b0\u7814\u7a76\uff0c\u4fc3\u8fdb\u5408\u4f5c\uff0c\u63a8\u52a8\u4e0b\u4e00\u6ce2AI\u5e94\u7528\u7684\u6d6a\u6f6e\u3002\u6211\u4eec\u805a\u7126\u4e8e\u591a\u6a21\u6001 Agent\uff0c\u63a2\u8ba8\u4eba\u673a\u4ea4\u4e92\u3001\u6392\u884c\u699c\u548c\u89e3\u51b3\u65b9\u6848\u7684\u672a\u6765\u53d1\u5c55\u65b9\u5411\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u4e3a\u66f4\u5e7f\u6cdb\u793e\u533a\u8d21\u732e\u7684\u4e09\u79cd\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u4eec\u65e8\u5728\u521b\u5efa\u4e00\u4e2a AI \u7814\u7a76\u8bba\u575b\uff0c\u4e13\u6ce8\u4e8e\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\uff0c\u5982\u6e38\u620f\u3001\u673a\u5668\u4eba\u3001\u533b\u7597\u4fdd\u5065\u548c\u957f\u89c6\u9891\u7406\u89e3\u3002\u4f8b\u5982\uff0c\u591a\u6a21\u6001 Agent \u53ef\u63d0\u5347\u6e38\u620f\u4f53\u9a8c\uff0c\u63a8\u52a8\u6e38\u620f\u884c\u4e1a\u7684\u521b\u65b0\u3002\u9002\u5e94\u6027\u673a\u5668\u4eba\u7cfb\u7edf\u6709\u671b\u6539\u53d8\u5236\u9020\u4e1a\u548c\u519c\u4e1a\uff0c\u7f13\u89e3\u52b3\u52a8\u529b\u77ed\u7f3a\u5e76\u63d0\u9ad8\u6548\u7387\u3002\u5728\u533b\u7597\u9886\u57df\uff0c\u7ed3\u5408\u5927\u578b\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u6a21\u578b\u53ef\u63d0\u9ad8\u8bca\u65ad\u51c6\u786e\u6027\u3001\u6539\u5584\u60a3\u8005\u62a4\u7406\uff0c\u5e76\u589e\u52a0\u533b\u7597\u670d\u52a1\u7684\u53ef\u53ca\u6027\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u957f\u89c6\u9891\u7406\u89e3\u65b9\u9762\u7684\u8fdb\u5c55\uff0c\u5c06\u5bf9\u5728\u7ebf\u5b66\u4e60\u548c\u6280\u672f\u652f\u6301\u7b49\u9886\u57df\u4ea7\u751f\u79ef\u6781\u5f71\u54cd\u3002\u6211\u4eec\u7684\u8bba\u575b\u5c06\u5bf9\u5168\u7403\u5404\u884c\u4e1a\u548c\u4eba\u7c7b\u751f\u6d3b\u4ea7\u751f\u6df1\u8fdc\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u6211\u4eec\u5e0c\u671b\u8bba\u575b\u80fd\u591f\u6210\u4e3a AI \u4ece\u4e1a\u8005\u548c\u7814\u7a76\u4eba\u5458\u7684\u91cd\u8981\u8d44\u6e90\uff0c\u63d0\u4f9b\u4e00\u4e2a\u5e73\u53f0\u6df1\u5165\u63a2\u8ba8\u6392\u884c\u699c\u7684\u591a\u6837\u6027\u548c\u590d\u6742\u6027\uff0c\u5e76\u7406\u89e3\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u90e8\u7f72 AI Agent \u7684\u6311\u6218\u3002\u4f8b\u5982\uff0c\u5728\u533b\u7597\u8bca\u65ad\u7b49\u4e13\u4e1a\u9886\u57df\u5f00\u53d1 AI \u7cfb\u7edf\u65f6\uff0c\u5fc5\u987b\u8bc6\u522b\u6f5c\u5728\u98ce\u9669\u548c\u9650\u5236\uff0c\u5982 AI \u884c\u4e3a\u4e2d\u7684\u5371\u9669\u6027\u5e7b\u89c9\u95ee\u9898\uff0c\u8fd9\u51f8\u663e\u4e86\u7cbe\u7ec6\u8bbe\u8ba1\u548c\u6d4b\u8bd5\u7684\u91cd\u8981\u6027\u3002\u7136\u800c\uff0c\u5728\u6e38\u620f\u884c\u4e1a\uff0c\u6392\u884c\u699c\u53ef\u80fd\u4e0d\u662f\u4e3b\u8981\u5173\u6ce8\u70b9\u3002\u5f00\u53d1\u4eba\u5458\u901a\u5e38\u66f4\u6ce8\u91cd AI \u7684\u5f00\u653e\u5f0f\u751f\u6210\u548c\u52a8\u6001\u9002\u5e94\u80fd\u529b\uff0c\u4ee5\u5e94\u5bf9\u4e0d\u53ef\u9884\u6d4b\u7684\u6e38\u620f\u573a\u666f\u548c\u73a9\u5bb6\u4e92\u52a8\u3002\u901a\u8fc7\u53c2\u4e0e\u8bba\u575b\uff0c\u53c2\u4e0e\u8005\u5c06\u4e86\u89e3\u4e0d\u540c\u73af\u5883\u5982\u4f55\u5f71\u54cd AI \u5f00\u53d1\u7684\u91cd\u70b9\uff0c\u5e76\u5b66\u4e60\u5982\u4f55\u5b9a\u5236 AI \u89e3\u51b3\u65b9\u6848\u4ee5\u6ee1\u8db3\u7279\u5b9a\u9700\u6c42\u5e76\u5e94\u5bf9\u6392\u884c\u699c\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e09\uff0c\u6211\u4eec\u7684\u6d3b\u52a8\u5c06\u5305\u62ec\u4e13\u5bb6\u6f14\u8bb2\u3001\u4fe1\u606f\u6d77\u62a5\u548c\u6392\u884c\u699c\u83b7\u80dc\u8005\u5c55\u793a\uff0c\u65e8\u5728\u63d0\u4f9b\u591a\u6a21\u6001 Agent \u9886\u57df\u6700\u65b0\u8d8b\u52bf\u3001\u7814\u7a76\u65b9\u5411\u548c\u521b\u65b0\u6982\u5ff5\u7684\u6e05\u6670\u6982\u89c8\u3002\u8fd9\u4e9b\u6f14\u8bb2\u5c06\u603b\u7ed3\u5173\u952e\u8fdb\u5c55\uff0c\u5c55\u793a\u65b0\u7cfb\u7edf\u3001\u7406\u5ff5\u548c\u6280\u672f\u3002\u65e0\u8bba\u662f\u73b0\u573a\u4e0e\u4f1a\u8005\u8fd8\u662f\u901a\u8fc7\u8bba\u575b\u7f51\u7ad9\u8bbf\u95ee\u7684\u7528\u6237\uff0c\u90fd\u80fd\u901a\u8fc7\u8fd9\u4e9b\u5185\u5bb9\u4e86\u89e3\u591a\u6a21\u6001 Agent AI \u7684\u672a\u6765\u53d1\u5c55\u548c\u521b\u65b0\u65b9\u5411\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u6210\u4e3a\u65b0\u624b\u548c\u8d44\u6df1\u4ece\u4e1a\u8005\u7684\u77e5\u8bc6\u5e93\uff0c\u5e2e\u52a9\u4ed6\u4eec\u7d27\u8ddf\u591a\u6a21\u6001 Agent AI \u7684\u53d8\u9769\u6027\u8fdb\u5c55\uff0c\u638c\u63e1\u8fd9\u4e00\u9886\u57df\u7684\u6700\u65b0\u52a8\u6001\u548c\u521b\u65b0\u8def\u5f84\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 17<\/strong> \u2014\u2014 <strong>\u4f26\u7406\u8003\u91cf<\/strong><\/h2>\n\n\n\n<p>\u591a\u6a21\u6001 Agent AI \u7cfb\u7edf\u7684\u5e94\u7528\u975e\u5e38\u5e7f\u6cdb\uff0c\u8fdc\u8d85\u4e92\u52a8\u5f0f AI\u3002\u8fd9\u4e9b\u57fa\u7840\u6a21\u578b\u80fd\u591f\u63a8\u52a8\u5185\u5bb9\u751f\u6210\u3001\u63d0\u9ad8\u751f\u4ea7\u529b\u3001\u8f85\u52a9\u56de\u653e\u3001\u91ca\u4e49\u3001\u52a8\u4f5c\u9884\u6d4b\uff0c\u4ee5\u53ca\u751f\u6210 3D \u6216 2D \u573a\u666f\u3002\u5b83\u4eec\u7684\u8fdb\u6b65\u5bf9\u4e8e\u7406\u89e3\u5982\u4f55\u5728\u6a21\u62df\u6216\u73b0\u5b9e\u4e16\u754c\u4e2d\u521b\u5efa\u5177\u8eab\u4e14\u5bcc\u6709\u540c\u7406\u5fc3\u7684 AI \u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u8fd9\u9879\u6280\u672f\u4e5f\u53ef\u80fd\u88ab\u6ee5\u7528\uff0cAI \u751f\u6210\u7684\u5185\u5bb9\u53ef\u80fd\u4f1a\u8bef\u5bfc\u6216\u6b3a\u9a97\u4eba\u3002\u56e0\u6b64\uff0c\u5f00\u53d1\u65f6\u5fc5\u987b\u9075\u5faa\u8d1f\u8d23\u4efb\u7684 AI \u539f\u5219\u3002\u4f8b\u5982\uff0c\u5e94\u8be5\u660e\u786e\u544a\u77e5\u7528\u6237\u5185\u5bb9\u662f AI \u751f\u6210\u7684\uff0c\u5e76\u8d4b\u4e88\u7528\u6237\u5bf9 AI \u7cfb\u7edf\u7684\u63a7\u5236\u6743\u3002\u6b64\u5916\uff0cAI \u8fd8\u53ef\u4ee5\u7528\u4e8e\u5f00\u53d1\u68c0\u6d4b\u865a\u5047\u4fe1\u606f\u7684\u65b0\u65b9\u6cd5\uff0c\u901a\u8fc7\u8bc6\u522b\u5927\u578b\u6a21\u578b\u4e2d\u7684\u5e7b\u89c9\uff0c\u5e2e\u52a9\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5728\u533b\u7597\u9886\u57df\uff0c\u4f7f\u7528 LLM \u548c VLM \u65f6\uff0c\u5fc5\u987b\u8003\u8651\u4f26\u7406\u95ee\u9898\u3002\u5982\u679c AI Agent \u8bad\u7ec3\u7684\u6570\u636e\u5b58\u5728\u504f\u89c1\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u67d0\u4e9b\u7fa4\u4f53\u7684\u8bca\u65ad\u4e0d\u51c6\u786e\uff0c\u4ece\u800c\u52a0\u5267\u5065\u5eb7\u4e0d\u5e73\u7b49\u3002\u540c\u65f6\uff0cAI Agent \u5728\u5904\u7406\u60a3\u8005\u6570\u636e\u65f6\uff0c\u4e5f\u9700\u6ce8\u610f\u9690\u79c1\u548c\u4fdd\u5bc6\u95ee\u9898\u3002\u5728\u6e38\u620f\u884c\u4e1a\uff0cAI Agent \u53ef\u80fd\u4f1a\u6539\u53d8\u6e38\u620f\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\uff0c\u4ece\u7f16\u5199\u4ee3\u7801\u8f6c\u5411\u4f18\u5316 AI \u5b66\u4e60\u3002\u5728\u5236\u9020\u4e1a\uff0c\u9002\u5e94\u6027\u673a\u5668\u4eba\u7cfb\u7edf\u53ef\u80fd\u4f1a\u6539\u53d8\u5de5\u4f5c\u6027\u8d28\uff0c\u63a8\u52a8\u5bf9\u65b0\u6280\u80fd\u7684\u9700\u6c42\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u53d6\u4ee3\u5de5\u4eba\u3002\u8d1f\u8d23\u4efb\u5730\u5e94\u5bf9\u8fd9\u4e9b\u53d8\u5316\uff0c\u53ef\u4ee5\u51cf\u5c11\u5bf9\u793e\u4f1a\u7ecf\u6d4e\u7684\u6f5c\u5728\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cAgent AI \u5728\u6a21\u62df\u73af\u5883\u4e2d\u5b66\u4e60\u5408\u4f5c\u7b56\u7565\u65f6\uff0c\u76f4\u63a5\u5e94\u7528\u4e8e\u73b0\u5b9e\u53ef\u80fd\u4f1a\u56e0\u4e3a\u73af\u5883\u5dee\u5f02\u800c\u5e26\u6765\u98ce\u9669\u3002\u56e0\u6b64\uff0c\u9700\u8981\u5efa\u7acb\u5f3a\u5927\u7684\u6d4b\u8bd5\u548c\u6301\u7eed\u7684\u5b89\u5168\u76d1\u63a7\u673a\u5236\uff0c\u4ee5\u51cf\u5c11\u4e0d\u53ef\u9884\u6d4b\u884c\u4e3a\u7684\u98ce\u9669\u3002\u6211\u4eec\u7684\u201cVideoAnalytica\u201d\u6570\u636e\u96c6\u6765\u81ea\u4e92\u8054\u7f51\uff0c\u5df2\u7ecf\u901a\u8fc7\u4e86\u5fae\u8f6f\u548c\u534e\u76db\u987f\u5927\u5b66\u7684\u4f26\u7406\u548c\u6cd5\u5f8b\u5ba1\u67e5\uff0c\u4f46\u4ecd\u53ef\u80fd\u5b58\u5728\u504f\u5dee\u3002\u6570\u636e\u5206\u5e03\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u8fdb\u884c\u63cf\u8ff0\u3002\u5728\u7814\u8ba8\u4f1a\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u8be5\u6570\u636e\u96c6\u4e0e\u5176\u4ed6\u6570\u636e\u96c6\u5728 Agent \u5206\u5e03\u4e0a\u7684\u5dee\u5f02\u3002\u7136\u800c\uff0c\u4ec5\u4f9d\u8d56\u4e00\u4e2a\u6570\u636e\u96c6\u6216\u7814\u8ba8\u4f1a\u662f\u4e0d\u591f\u7684\u3002\u6211\u4eec\u9700\u8981\u66f4\u591a\u4e0e\u5b9e\u9645\u4efb\u52a1\u6216\u8bdd\u9898\u76f8\u5173\u7684\u7814\u7a76\u65b9\u6cd5\u548c\u8ba8\u8bba\uff0c\u5e76\u63d0\u4f9b\u8fd9\u4e9b\u6570\u636e\u6216\u7cfb\u7edf\uff0c\u4ee5\u63a8\u52a8\u7814\u7a76\u7684\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u8ba1\u5212\u5728\u9879\u76ee\u4e2d\u4e13\u95e8\u8ba8\u8bba\u4f26\u7406\u95ee\u9898\uff0c\u5bfb\u627e\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u90e8\u7f72\u8d1f\u8d23\u4efb\u7684\u591a\u6a21\u6001 AI Agent\u3002\u6211\u4eec\u5e0c\u671b\u901a\u8fc7\u8fd9\u4e9b\u8ba8\u8bba\uff0c\u4fc3\u8fdb\u7814\u7a76\u4eba\u5458\u5171\u540c\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 18<\/strong> \u2014\u2014 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