{"id":25505,"date":"2025-04-21T09:29:12","date_gmt":"2025-04-21T01:29:12","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25505"},"modified":"2025-04-21T09:29:12","modified_gmt":"2025-04-21T01:29:12","slug":"264%e9%a1%b5%e6%99%ba%e8%83%bd%e4%bd%93%e7%bb%bc%e8%bf%b0%e6%9d%a5%e4%ba%86%ef%bc%81metagpt%e7%ad%8920%e5%ae%b6%e9%a1%b6%e5%b0%96%e6%9c%ba%e6%9e%84%e3%80%8147%e4%bd%8d%e5%ad%a6%e8%80%85%e5%8f%82","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/04\/21\/25505\/","title":{"rendered":"264\u9875\u667a\u80fd\u4f53\u7efc\u8ff0\u6765\u4e86\uff01MetaGPT\u7b4920\u5bb6\u9876\u5c16\u673a\u6784\u300147\u4f4d\u5b66\u8005\u53c2\u4e0e"},"content":{"rendered":"<div>\n<p><img data-dominant-color=\"bebbba\" data-has-transparency=\"false\" style=\"--dominant-color: #bebbba;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25507\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/b4026cd98dd81713186135f2292c540c444fb4-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/b4026cd98dd81713186135f2292c540c444fb4-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/b4026cd98dd81713186135f2292c540c444fb4-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<\/div>\n<div><\/div>\n<div class=\"article-desc\">\u901a\u8bfb\u6574\u7bc7\u8bba\u6587\uff0c\u8bfb\u8005\u53ef\u4ee5\u6e05\u6670\u5730\u611f\u53d7\u5230\u4f5c\u8005\u6784\u5efa\u4e0b\u4e00\u4ee3\u901a\u7528\u667a\u80fd\u4f53\u7684\u96c4\u5fc3\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u8fd1\u671f\uff0c\u5927\u6a21\u578b\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u76f8\u5173\u8bdd\u9898\u7206\u706b \u2014\u2014 \u4e0d\u8bba\u662f Anthropic \u62a2\u5148 MCP \u8303\u5f0f\u7684\u5feb\u901f\u666e\u53ca\uff0c\u8fd8\u662f OpenAI \u63a8\u51fa\u7684 Agents SDK \u4ee5\u53ca\u8c37\u6b4c\u6700\u65b0\u53d1\u5e03\u7684 A2A \u534f\u8bae\uff0c\u90fd\u9884\u793a\u4e86 AI Agent \u7684\u5de8\u5927\u6f5c\u529b\u3002\u7136\u800c\uff0c\u76ee\u524d\u7684\u5927\u90e8\u5206 Agent \u5e94\u7528\u4ecd\u662f LLM \u80fd\u529b\u7684\u7b80\u5355 \u201c\u5c01\u88c5\u201d \u6216\u5ef6\u4f38\uff0c\u8ddd\u79bb\u771f\u6b63\u901a\u7528\u7684\u667a\u80fd\u5b9e\u4f53\u5c1a\u6709\u8ddd\u79bb \u2014\u2014 \u5728\u9762\u5bf9\u590d\u6742\u7684\u771f\u5b9e\u4e16\u754c\u65f6\uff0cAgent \u5f80\u5f80\u4f1a\u66b4\u9732\u51fa\u63a8\u7406\u89c4\u5212\u3001\u957f\u671f\u8bb0\u5fc6\u3001\u4e16\u754c\u6a21\u578b\u3001\u81ea\u4e3b\u8fdb\u5316\u4ee5\u53ca\u5b89\u5168\u5bf9\u9f50\u7b49\u6838\u5fc3\u80fd\u529b\u4e0d\u8db3\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4e3a\u4e86\u7cfb\u7edf\u6027\u5730\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u4ee5\u6784\u5efa\u771f\u6b63\u5177\u5907\u901a\u7528\u80fd\u529b\u7684\u672a\u6765\u667a\u80fd\u4f53\uff0cMetaGPT &amp; Mila \u8054\u5408\u5168\u7403\u8303\u56f4\u5185 20 \u4e2a\u9876\u5c16\u7814\u7a76\u673a\u6784\u7684 47 \u4f4d\u5b66\u8005\uff0c\u5171\u540c\u64b0\u5199\u5e76\u53d1\u5e03\u4e86\u957f\u7bc7\u7efc\u8ff0\u300aAdvances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems\u300b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202504\/20\/d4ee5c283f2a645aa396461861e6af410dc095.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<ul data-id=\"ua73dd4b-tlHQ5bmf\">\n<li data-id=\"ld70c578-gtHtoyY2\">\u8bba\u6587\u94fe\u63a5\uff1a https:\/\/arxiv.org\/abs\/2504.01990<\/li>\n<li data-id=\"ld70c578-hLnzQr3u\">Huggingface \u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/papers\/2504.01990<\/li>\n<li data-id=\"ld70c578-Cfsu5Pxj\">Github \u94fe\u63a5\uff1ahttps:\/\/github.com\/FoundationAgents\/awesome-foundation-agents<\/li>\n<\/ul>\n<p>\u76ee\u524d\u8be5\u8bba\u6587\u5df2\u8749\u8054 Hugging Face \u7684 Daily Paper \u6708\u699c\u7b2c\u4e00\u540d\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202504\/20\/54a8bc6204c90fa1ef8412a43c12d710aa0ccf.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6b64\u7814\u7a76\u6c47\u805a\u4e86\u6765\u81ea MetaGPT\u3001Montr\u00e9al &amp; Mila \u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u3001\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u3001\u7f8e\u56fd\u963f\u8d21\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\u3001\u6089\u5c3c\u5927\u5b66\u3001\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5dde\u7acb\u5927\u5b66\u3001\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u3001\u4f0a\u5229\u8bfa\u4f0a\u5927\u5b66\u5384\u5df4\u7eb3 &#8211; \u9999\u69df\u5206\u6821\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u5357\u52a0\u5dde\u5927\u5b66\u3001\u8036\u9c81\u5927\u5b66\u3001\u65af\u5766\u798f\u5927\u5b66\u3001\u4f50\u6cbb\u4e9a\u5927\u5b66\u3001\u4fc4\u4ea5\u4fc4\u5dde\u7acb\u5927\u5b66\u3001\u963f\u535c\u675c\u62c9\u56fd\u738b\u79d1\u6280\u5927\u5b66\u3001\u675c\u514b\u5927\u5b66\u3001\u9999\u6e2f\u7406\u5de5\u5927\u5b66\u3001\u8c37\u6b4c DeepMind \u4ee5\u53ca \u52a0\u62ff\u5927\u9ad8\u7b49\u7814\u7a76\u9662\uff08CIFAR\uff09\u7b49\u4f17\u591a\u7814\u7a76\u8005\u7684\u96c6\u4f53\u667a\u6167\u4e0e\u524d\u77bb\u601d\u8003\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202504\/20\/65f008098a2ce842ee3206472c5d4cfc55f28f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5f53\u524d AI \u7814\u7a76\u4e0e\u4eba\u7c7b\u5927\u8111\u7684\u5dee\u5f02<\/p>\n<p>\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u4f5c\u8005\u4eec\u9996\u6b21\u5b9a\u4e49\u5e76\u63d0\u51fa\u4e86\u57fa\u7840\u667a\u80fd\u4f53 (Foundation Agent)\u00a0\u8fd9\u4e00\u65b0\u6982\u5ff5\u6846\u67b6\u3002Foundation Agent \u5e76\u975e\u5177\u4f53\u7684\u667a\u80fd\u4f53\u5b9e\u4f8b\uff0c\u800c\u662f\u4e00\u4e2a\u66f4\u5b8f\u5927\u4e14\u66f4\u6839\u672c\u6027\u7684\u6280\u672f\u84dd\u56fe\u53ca\u79d1\u5b66\u7406\u5ff5\u3002\u5b83\u65e8\u5728\u901a\u8fc7\u8ba4\u77e5\u79d1\u5b66\u548c\u795e\u7ecf\u79d1\u5b66\u7684\u6d1e\u89c1\uff0c\u6784\u5efa\u4e00\u4e2a\u7531\u590d\u6742\u8ba4\u77e5\u3001\u591a\u5c42\u8bb0\u5fc6\u3001\u4e16\u754c\u6a21\u578b\u3001\u5956\u52b1 &amp; \u4ef7\u503c\u3001\u60c5\u7eea &amp; \u52a8\u673a\u3001\u591a\u6a21\u611f\u77e5\u3001\u884c\u52a8\u7cfb\u7edf\u7b49\u6a21\u5757\u5316\u7ec4\u4ef6\u6784\u6210\u7684\u667a\u80fd\u7cfb\u7edf\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202504\/20\/6799cf0705a7c1f8e630231205793f234176b2.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u57fa\u7840\u667a\u80fd\u4f53\uff08Foundation Agent\uff09\u7684\u5b9a\u4e49<\/p>\n<h4>\u7b2c\u4e00\u90e8\u5206\uff1a\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u7ec4\u4ef6 &#8211; \u6784\u5efa\u8ba4\u77e5\u57fa\u77f3<\/h4>\n<p>\u8bba\u6587\u9996\u5148\u5f3a\u8c03\uff0c\u4e00\u4e2a\u5f3a\u5927\u7684 Foundation Agent \u5fc5\u7136\u662f\u4e00\u4e2a\u590d\u6742\u7684\u7cfb\u7edf\uff0c\u7531\u591a\u4e2a\u76f8\u4e92\u534f\u4f5c\u7684\u6838\u5fc3\u7ec4\u4ef6\u6784\u6210\u3002\u8fd9\u501f\u9274\u4e86\u8ba4\u77e5\u79d1\u5b66\u548c\u795e\u7ecf\u79d1\u5b66\u4e2d\u5bf9\u5927\u8111\u6a21\u5757\u5316\u529f\u80fd\u7684\u7406\u89e3\u3002\u4f5c\u8005\u8be6\u7ec6\u9610\u8ff0\u4e86\u4e03\u4e2a\u5173\u952e\u7ec4\u4ef6\uff0c\u5b83\u4eec\u5171\u540c\u6784\u6210\u4e86\u667a\u80fd\u4f53\u7684\u8ba4\u77e5\u67b6\u6784\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202504\/20\/a3b27a848f7489375de341f703b5f9d20db0f5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Agent \u6846\u67b6\uff08\u73af\u5883\uff0c\u5faa\u73af\u4e0e\u5185\u90e8\u7ed3\u6784\uff09<\/p>\n<p><strong>1. \u8ba4\u77e5\u6838\u5fc3 (Cognition Core)<\/strong><\/p>\n<p>\u8fd9\u662f\u667a\u80fd\u4f53\u7684 \u201c\u5927\u8111\u201d \u6216 \u201c\u4e2d\u592e\u5904\u7406\u5668\u201d\uff0c\u8d1f\u8d23\u6700\u9ad8\u5c42\u6b21\u7684\u51b3\u7b56\u3001\u63a8\u7406\u548c\u89c4\u5212\u3002\u4e0e\u5f53\u524d\u4e3b\u8981\u4f9d\u8d56 LLM \u8fdb\u884c \u201c\u601d\u8003\u201d \u7684\u667a\u80fd\u4f53\u4e0d\u540c\uff0cFoundation Agent \u7684\u8ba4\u77e5\u6838\u5fc3\u53ef\u80fd\u662f\u4e00\u4e2a\u66f4\u590d\u6742\u7684\u7cfb\u7edf\uff0c\u96c6\u6210\u4e86\u591a\u79cd\u63a8\u7406\u80fd\u529b\uff08\u5982\u903b\u8f91\u63a8\u7406\u3001\u56e0\u679c\u63a8\u7406\u3001\u5e38\u8bc6\u63a8\u7406\uff09\u548c\u89c4\u5212\u7b97\u6cd5\uff08\u5982\u4efb\u52a1\u5206\u89e3\u3001\u5c42\u7ea7\u89c4\u5212\u3001\u957f\u671f\u76ee\u6807\u7ba1\u7406\uff09\u3002\u5b83\u9700\u8981\u80fd\u591f\u5904\u7406\u4e0d\u786e\u5b9a\u6027\uff0c\u8fdb\u884c\u53cd\u601d\u548c\u5143\u8ba4\u77e5\uff08\u601d\u8003\u81ea\u5df1\u7684\u601d\u8003\u8fc7\u7a0b\uff09\uff0c\u5e76\u6839\u636e\u73af\u5883\u53cd\u9988\u548c\u5185\u90e8\u72b6\u6001\u52a8\u6001\u8c03\u6574\u7b56\u7565\u3002\u8fd9\u8981\u6c42\u8ba4\u77e5\u6838\u5fc3\u4e0d\u4ec5\u4ec5\u662f\u6a21\u5f0f\u5339\u914d\uff0c\u66f4\u8981\u5177\u5907\u6df1\u523b\u7684\u7406\u89e3\u548c\u7075\u6d3b\u7684\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202504\/20\/c348aaf02ed1f54870540931068f1cf76b2dfb.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u667a\u80fd\u4f53\u7684\u63a8\u7406\u6a21\u5f0f<\/p>\n<p><strong>2. \u8bb0\u5fc6\u7cfb\u7edf (Memory System)<\/strong><\/p>\n<p>\u8bb0\u5fc6\u662f\u667a\u80fd\u7684\u57fa\u7840\u3002\u5f53\u524d\u7684\u667a\u80fd\u4f53\u5f80\u5f80\u53ea\u6709\u6709\u9650\u7684\u77ed\u671f\u8bb0\u5fc6\uff08\u5982 Prompt \u4e2d\u7684\u4e0a\u4e0b\u6587\uff09\u6216\u7b80\u5355\u7684\u5916\u90e8\u5411\u91cf\u6570\u636e\u5e93\u3002Foundation Agent \u5219\u9700\u8981\u4e00\u4e2a\u66f4\u590d\u6742\u3001\u66f4\u63a5\u8fd1\u751f\u7269\u4f53\u7684\u591a\u5c42\u6b21\u8bb0\u5fc6\u7cfb\u7edf\u3002\u8bba\u6587\u63a2\u8ba8\u4e86\u77ed\u671f\u8bb0\u5fc6\u3001\u957f\u671f\u8bb0\u5fc6\u4e0e\u5de5\u4f5c\u8bb0\u5fc6\u7b49\u4e0d\u540c\u7c7b\u578b\uff0c\u5305\u542b\u60c5\u666f\u8bb0\u5fc6\u3001\u8bed\u4e49\u8bb0\u5fc6\u548c\u7a0b\u5e8f\u8bb0\u5fc6\u7b49\u7ec6\u5206\u9886\u57df\u3002\u9ad8\u6548\u7684\u8bb0\u5fc6\u68c0\u7d22\u3001\u5b58\u50a8\u3001\u9057\u5fd8\u548c\u6cdb\u5316\u673a\u5236\u5bf9\u4e8e Foundation Agent \u81f3\u5173\u91cd\u8981\u3002\u5982\u4f55\u8bbe\u8ba1\u80fd\u591f\u652f\u6301\u6301\u7eed\u5b66\u4e60\u3001\u907f\u514d\u707e\u96be\u6027\u9057\u5fd8\uff0c\u5e76\u80fd\u9ad8\u6548\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u7684\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u662f\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202504\/20\/c9fdd5747fa03eb9a441184fa6b9a13649d848.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8bb0\u5fc6\u7684\u751f\u547d\u5468\u671f<\/p>\n<p><strong>3. \u4e16\u754c\u6a21\u578b (World Model)<\/strong><\/p>\n<p>\u667a\u80fd\u4f53\u9700\u8981\u7406\u89e3\u5176\u6240\u5904\u7684\u73af\u5883\u4ee5\u53ca\u81ea\u8eab\u884c\u4e3a\u53ef\u80fd\u4ea7\u751f\u7684\u540e\u679c\u3002\u4e16\u754c\u6a21\u578b\u6b63\u662f\u5bf9\u73af\u5883\u52a8\u6001\u7684\u5185\u90e8\u8868\u5f81\u3002\u5b83\u53ef\u4ee5\u5e2e\u52a9\u667a\u80fd\u4f53\u8fdb\u884c\u9884\u6d4b\uff08\u5982\u679c\u6211\u91c7\u53d6\u884c\u52a8 A\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f\uff09\u3001\u89c4\u5212\uff08\u4e3a\u4e86\u8fbe\u5230\u76ee\u6807 B\uff0c\u6211\u5e94\u8be5\u91c7\u53d6\u4ec0\u4e48\u884c\u52a8\u5e8f\u5217\uff1f\uff09\u548c\u53cd\u4e8b\u5b9e\u63a8\u7406\uff08\u5982\u679c\u5f53\u521d\u91c7\u53d6\u4e86\u4e0d\u540c\u7684\u884c\u52a8\uff0c\u7ed3\u679c\u4f1a\u600e\u6837\uff1f\uff09\u3002\u4e00\u4e2a\u5f3a\u5927\u7684\u4e16\u754c\u6a21\u578b\u9700\u8981\u80fd\u591f\u5904\u7406\u7269\u7406\u89c4\u5f8b\u3001\u793e\u4f1a\u89c4\u8303\u3001\u5176\u4ed6\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u7b49\u591a\u65b9\u9762\u4fe1\u606f\uff0c\u5e76\u4e14\u80fd\u591f\u6839\u636e\u65b0\u7684\u89c2\u6d4b\u6570\u636e\u4e0d\u65ad\u66f4\u65b0\u548c\u5b8c\u5584\u3002\u6784\u5efa\u51c6\u786e\u3001\u9ad8\u6548\u4e14\u53ef\u6cdb\u5316\u7684\u4e16\u754c\u6a21\u578b\u662f\u5b9e\u73b0\u9ad8\u7ea7\u667a\u80fd\u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202504\/20\/781cd7e60c760b01fef2311db7670c39f74b55.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u4e16\u754c\u6a21\u578b\u7684\u56db\u79cd\u8303\u5f0f<\/p>\n<p><strong>4. \u5956\u52b1\u4e0e\u4ef7\u503c\u7cfb\u7edf (Reward and Value System)<\/strong><\/p>\n<p>\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u9700\u8981\u6709\u76ee\u6807\u5bfc\u5411\u3002\u5956\u52b1\u7cfb\u7edf\u8d1f\u8d23\u8bc4\u4f30\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u8868\u73b0\uff0c\u5e76\u63d0\u4f9b\u5b66\u4e60\u4fe1\u53f7\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u7684\u6807\u91cf\u5956\u52b1\uff0c\u53ef\u80fd\u6d89\u53ca\u5230\u591a\u76ee\u6807\u4f18\u5316\u3001\u5185\u5728\u52a8\u673a\uff08\u5982\u597d\u5947\u5fc3\u3001\u63a2\u7d22\u6b32\uff09\u4ee5\u53ca\u5bf9\u672a\u6765\u4ef7\u503c\u7684\u9884\u4f30\u3002\u4ef7\u503c\u7cfb\u7edf\u5219\u8d1f\u8d23\u8bc4\u4f30\u4e0d\u540c\u72b6\u6001\u6216\u884c\u52a8\u7684\u957f\u671f\u4ef7\u503c\uff0c\u6307\u5bfc\u667a\u80fd\u4f53\u7684\u51b3\u7b56\u3002\u5982\u4f55\u8bbe\u8ba1\u80fd\u591f\u5f15\u5bfc\u667a\u80fd\u4f53\u5b66\u4e60\u590d\u6742\u884c\u4e3a\u3001\u7b26\u5408\u4eba\u7c7b\u4ef7\u503c\u89c2\uff0c\u5e76\u4e14\u80fd\u591f\u9002\u5e94\u52a8\u6001\u73af\u5883\u7684\u5956\u52b1\u548c\u4ef7\u503c\u7cfb\u7edf\uff0c\u662f\u786e\u4fdd\u667a\u80fd\u4f53\u76ee\u6807\u4e00\u81f4\u6027\u7684\u6838\u5fc3\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202504\/20\/564209c66aab87ca103430230d12bcbe6352b7.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5956\u52b1\u8303\u5f0f<\/p>\n<p><strong>5. \u60c5\u7eea\u4e0e\u52a8\u673a\u5efa\u6a21 (Emotion and Motivation Modeling)<\/strong><\/p>\n<p>\u867d\u7136\u5728\u4f20\u7edf AI \u4e2d\u8f83\u5c11\u63d0\u53ca\uff0c\u4f46\u8bba\u6587\u8ba4\u4e3a\uff0c\u6a21\u62df\u7c7b\u4eba\u60c5\u7eea\u548c\u52a8\u673a\u5bf9\u4e8e\u6784\u5efa\u66f4\u9c81\u68d2\u3001\u66f4\u5177\u9002\u5e94\u6027\u7684\u667a\u80fd\u4f53\u53ef\u80fd\u662f\u6709\u76ca\u7684\u3002\u60c5\u7eea\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u79cd\u5feb\u901f\u8bc4\u4f30\u73af\u5883\u72b6\u6001\u548c\u8c03\u6574\u884c\u4e3a\u7b56\u7565\u7684\u542f\u53d1\u5f0f\u673a\u5236\uff0c\u4f8b\u5982\uff0c\u201c\u6050\u60e7\u201d \u53ef\u80fd\u89e6\u53d1\u89c4\u907f\u884c\u4e3a\uff0c\u201c\u597d\u5947\u201d \u53ef\u80fd\u9a71\u52a8\u63a2\u7d22\u3002\u52a8\u673a\u5219\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u6301\u7eed\u884c\u52a8\u7684\u5185\u5728\u9a71\u52a8\u529b\u3002\u5f53\u7136\uff0c\u5982\u4f55\u5728 AI \u4e2d\u6070\u5f53\u3001\u53ef\u63a7\u5730\u5b9e\u73b0\u8fd9\u4e9b\u673a\u5236\uff0c\u907f\u514d\u4ea7\u751f\u4e0d\u53ef\u9884\u6d4b\u7684\u526f\u4f5c\u7528\uff0c\u662f\u4e00\u4e2a\u9700\u8981\u5ba1\u614e\u63a2\u7d22\u7684\u65b9\u5411\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202504\/20\/289b5297036ffba1ace091da097cf1b8f345a7.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4eba\u7c7b\u7684\u60c5\u7eea\u79cd\u7c7b<\/p>\n<p><strong>6. \u611f\u77e5\u7cfb\u7edf (Perception System)<\/strong><\/p>\n<p>\u667a\u80fd\u4f53\u9700\u8981\u901a\u8fc7\u611f\u77e5\u7cfb\u7edf\u4ece\u73af\u5883\u4e2d\u83b7\u53d6\u4fe1\u606f\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u5904\u7406\u6587\u672c\uff0c\u66f4\u5305\u62ec\u89c6\u89c9\u3001\u542c\u89c9\u3001\u89e6\u89c9\u7b49\u591a\u6a21\u6001\u4fe1\u606f\u7684\u8f93\u5165\u548c\u7406\u89e3\u3002\u611f\u77e5\u7cfb\u7edf\u9700\u8981\u80fd\u591f\u4ece\u539f\u59cb\u611f\u5b98\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u610f\u4e49\u7684\u7279\u5f81\uff0c\u8bc6\u522b\u5bf9\u8c61\u3001\u7406\u89e3\u573a\u666f\uff0c\u5e76\u5c06\u8fd9\u4e9b\u4fe1\u606f\u4f20\u9012\u7ed9\u8ba4\u77e5\u6838\u5fc3\u548c\u8bb0\u5fc6\u7cfb\u7edf\u3002\u591a\u6a21\u6001\u878d\u5408\u3001\u5b9e\u65f6\u5904\u7406\u4ee5\u53ca\u5bf9\u566a\u58f0\u548c\u4e0d\u786e\u5b9a\u6027\u7684\u9c81\u68d2\u6027\u662f\u611f\u77e5\u7cfb\u7edf\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202504\/20\/f847a8717590f67e9301920a2bcfbfbc2e9a45.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4eba\u7c7b\u4e0e\u667a\u80fd\u4f53\u7684\u611f\u77e5<\/p>\n<p><strong>7. \u884c\u52a8\u7cfb\u7edf (Action System)<\/strong><\/p>\n<p>\u667a\u80fd\u4f53\u6700\u7ec8\u9700\u8981\u901a\u8fc7\u884c\u52a8\u7cfb\u7edf\u4e0e\u73af\u5883\u8fdb\u884c\u4ea4\u4e92\u3002\u8fd9\u5305\u62ec\u751f\u6210\u81ea\u7136\u8bed\u8a00\u3001\u6267\u884c\u4ee3\u7801\u3001\u63a7\u5236\u673a\u5668\u4eba\u80a2\u4f53\u3001\u5728\u865a\u62df\u4e16\u754c\u4e2d\u5bfc\u822a\u7b49\u3002\u884c\u52a8\u7cfb\u7edf\u9700\u8981\u5c06\u8ba4\u77e5\u6838\u5fc3\u7684\u51b3\u7b56\u8f6c\u5316\u4e3a\u5177\u4f53\u7684\u3001\u53ef\u5728\u73af\u5883\u4e2d\u6267\u884c\u7684\u64cd\u4f5c\u5e8f\u5217\u3002\u884c\u52a8\u7684\u9009\u62e9\u9700\u8981\u8003\u8651\u53ef\u884c\u6027\u3001\u6548\u7387\u548c\u6f5c\u5728\u98ce\u9669\u3002\u5b66\u4e60\u7cbe\u7ec6\u7684\u64cd\u4f5c\u6280\u80fd\u3001\u5904\u7406\u8fde\u7eed\u7684\u884c\u52a8\u7a7a\u95f4\u4ee5\u53ca\u786e\u4fdd\u884c\u52a8\u7684\u5b89\u5168\u53ef\u63a7\u662f\u884c\u52a8\u7cfb\u7edf\u7684\u5173\u952e\u8981\u6c42\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202504\/20\/f9d400683a7486aa5f612707ed0fe7a0d34d5f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u52a8\u4f5c\u7684\u76f8\u5173\u6982\u5ff5<\/p>\n<h4>\u7b2c\u4e8c\u90e8\u5206\uff1a\u667a\u80fd\u4f53\u7684\u81ea\u8fdb\u5316 \u2014\u2014 \u8fc8\u5411\u81ea\u4e3b\u667a\u80fd<\/h4>\n<p>\u62e5\u6709\u5b8c\u5584\u7684\u8ba4\u77e5\u67b6\u6784\u53ea\u662f\u7b2c\u4e00\u6b65\u3002Foundation Agent \u7684\u6838\u5fc3\u7279\u5f81\u4e4b\u4e00\u5728\u4e8e\u5176\u81ea\u8fdb\u5316 (Self-Evolution)\u00a0\u7684\u80fd\u529b\uff0c\u5373\u667a\u80fd\u4f53\u80fd\u591f\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u548c\u81ea\u6211\u53cd\u601d\uff0c\u4e0d\u65ad\u5b66\u4e60\u3001\u9002\u5e94\u548c\u63d0\u5347\u81ea\u8eab\u80fd\u529b\uff0c\u800c\u65e0\u9700\u6301\u7eed\u7684\u4eba\u5de5\u5e72\u9884\u3002\u8fd9\u90e8\u5206\u63a2\u8ba8\u4e86\u5b9e\u73b0\u81ea\u8fdb\u5316\u7684\u5173\u952e\u673a\u5236\uff1a<\/p>\n<p><strong>1. \u4f18\u5316\u7a7a\u95f4 (Optimization Space)<\/strong><\/p>\n<p>\u81ea\u8fdb\u5316\u7684\u524d\u63d0\u662f\u5b9a\u4e49\u6e05\u695a\u54ea\u4e9b\u65b9\u9762\u53ef\u4ee5\u88ab\u4f18\u5316\u3002\u8bba\u6587\u6307\u51fa\uff0c\u667a\u80fd\u4f53\u7684\u51e0\u4e4e\u6240\u6709\u7ec4\u4ef6\u90fd\u53ef\u4ee5\u6210\u4e3a\u4f18\u5316\u7684\u5bf9\u8c61\uff1a\u8ba4\u77e5\u7b56\u7565\u3001\u8bb0\u5fc6\u5185\u5bb9\u3001\u4e16\u754c\u6a21\u578b\u7684\u51c6\u786e\u6027\u3001\u611f\u77e5\u80fd\u529b\u3001\u884c\u52a8\u6280\u80fd\u7b49\u7b49\u3002\u5176\u4e2d\uff0c\u63d0\u793a\u8bcd\uff0c\u5de5\u4f5c\u6d41\uff0c\u667a\u80fd\u4f53\u7ec4\u4ef6\u662f\u53ef\u4ee5\u88ab\u76f4\u63a5\u4f18\u5316\u7684\u4e09\u4e2a\u5c42\u6b21\u3002\u5b9a\u4e49\u6e05\u6670\u7684\u4f18\u5316\u76ee\u6807\u548c\u8bc4\u4f30\u6307\u6807\u662f\u6307\u5bfc\u81ea\u8fdb\u5316\u8fc7\u7a0b\u7684\u57fa\u7840\u3002<\/p>\n<p><strong>2.LLM \u4f5c\u4e3a\u4f18\u5316\u5668 (LLM as Optimizer)<\/strong><\/p>\n<p>\u8bba\u6587\u63d0\u51fa\uff0c\u5f3a\u5927\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e0d\u4ec5\u53ef\u4ee5\u4f5c\u4e3a\u667a\u80fd\u4f53\u7684\u8ba4\u77e5\u6838\u5fc3\u7684\u4e00\u90e8\u5206\uff0c\u8fd8\u53ef\u4ee5\u626e\u6f14\u4f18\u5316\u5668\u7684\u89d2\u8272\u3002LLM \u53ef\u4ee5\u901a\u8fc7\u751f\u6210\u4ee3\u7801\u3001\u4fee\u6539\u53c2\u6570\u3001\u63d0\u51fa\u65b0\u7684\u7b56\u7565\u6216\u7ed3\u6784\uff0c\u6765\u4f18\u5316\u667a\u80fd\u4f53\u81ea\u8eab\u7684\u5176\u4ed6\u7ec4\u4ef6\u3002\u4f8b\u5982\uff0cLLM \u53ef\u4ee5\u5206\u6790\u667a\u80fd\u4f53\u8fc7\u53bb\u7684\u5931\u8d25\u7ecf\u9a8c\uff0c\u63d0\u51fa\u6539\u8fdb\u8bb0\u5fc6\u68c0\u7d22\u7b97\u6cd5\u7684\u5efa\u8bae\uff1b\u6216\u8005\u6839\u636e\u65b0\u7684\u6570\u636e\uff0c\u751f\u6210\u66f4\u65b0\u4e16\u754c\u6a21\u578b\u7684\u4ee3\u7801\u3002\u8fd9\u4e3a\u667a\u80fd\u4f53\u7684\u81ea\u6211\u6539\u8fdb\u63d0\u4f9b\u4e86\u4e00\u79cd\u5f3a\u5927\u7684\u3001\u57fa\u4e8e\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u7684\u5168\u65b0\u9014\u5f84\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202504\/20\/41c386d35926e83821e2354d839f0af922a4fa.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4f18\u5316\u65b9\u6cd5\u5206\u7c7b<\/p>\n<p><strong>3. \u5728\u7ebf\u4e0e\u79bb\u7ebf\u81ea\u6539\u8fdb (Online and Offline Self-Improvement)<\/strong><\/p>\n<p>\u81ea\u8fdb\u5316\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u65f6\u95f4\u548c\u5c3a\u5ea6\u4e0a\u53d1\u751f\uff1a\u667a\u80fd\u4f53\u65e2\u80fd\u5728\u4e0e\u73af\u5883\u5b9e\u65f6\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u5728\u7ebf\u6539\u8fdb\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u884c\u4e3a\u7b56\u7565\u6216\u6839\u636e\u611f\u77e5\u66f4\u65b0\u4e16\u754c\u6a21\u578b\uff1b\u4e5f\u80fd\u5728 &#8220;\u4f11\u606f&#8221; \u6216\u4e13\u95e8\u8bad\u7ec3\u9636\u6bb5\u5b9e\u73b0\u79bb\u7ebf\u6539\u8fdb\uff0c\u5229\u7528\u6536\u96c6\u7684\u6570\u636e\u8fdb\u884c\u6df1\u5c42\u5206\u6790\u548c\u6a21\u578b\u66f4\u65b0\uff0c\u53ef\u80fd\u6d89\u53ca\u8c03\u6574\u6574\u4e2a\u8ba4\u77e5\u67b6\u6784\u3001\u91cd\u6784\u8bb0\u5fc6\u5e93\uff0c\u6216\u5229\u7528 LLM \u4f5c\u4e3a\u4f18\u5316\u5668\u8fdb\u884c\u5927\u89c4\u6a21\u6a21\u578b\u8fed\u4ee3\u3002<\/p>\n<p><strong>4. \u81ea\u8fdb\u5316\u4e0e\u79d1\u5b66\u53d1\u73b0 (Self-Evolution in Scientific Discovery)<\/strong><\/p>\n<p>\u8bba\u6587\u7279\u522b\u63d0\u5230\u4e86\u81ea\u8fdb\u5316\u5728\u79d1\u5b66\u53d1\u73b0\u7b49\u590d\u6742\u95ee\u9898\u89e3\u51b3\u573a\u666f\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\u3002\u4e00\u4e2a\u5177\u5907\u81ea\u8fdb\u5316\u80fd\u529b\u7684 Foundation Agent \u53ef\u4ee5\u81ea\u4e3b\u5730\u63d0\u51fa\u5047\u8bbe\u3001\u8bbe\u8ba1\u5b9e\u9a8c\u3001\u5206\u6790\u6570\u636e\u3001\u5b66\u4e60\u65b0\u77e5\u8bc6\uff0c\u5e76\u4e0d\u65ad\u4f18\u5316\u5176\u7814\u7a76\u7b56\u7565\uff0c\u4ece\u800c\u52a0\u901f\u79d1\u5b66\u63a2\u7d22\u7684\u8fdb\u7a0b\u3002\u8fd9\u4e3a AI \u5728\u57fa\u7840\u79d1\u5b66\u9886\u57df\u7684\u5e94\u7528\u6253\u5f00\u4e86\u65b0\u7684\u60f3\u8c61\u7a7a\u95f4\u3002<\/p>\n<p>\u81ea\u8fdb\u5316\u662f Foundation Agent \u533a\u522b\u4e8e\u5f53\u524d\u5927\u591a\u6570\u667a\u80fd\u4f53\u7684\u5173\u952e\u7279\u5f81\u3002\u5b83\u5f3a\u8c03\u4e86\u667a\u80fd\u4f53\u81ea\u4e3b\u5b66\u4e60\u548c\u9002\u5e94\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u5e76\u63d0\u51fa\u4e86\u5229\u7528 LLM \u4f5c\u4e3a\u4f18\u5316\u5668\u7b49\u521b\u65b0\u601d\u8def\u3002\u5b9e\u73b0\u9ad8\u6548\u3001\u7a33\u5b9a\u4e14\u76ee\u6807\u53ef\u63a7\u7684\u81ea\u8fdb\u5316\u673a\u5236\uff0c\u662f\u901a\u5f80\u771f\u6b63\u81ea\u4e3b\u667a\u80fd\u7684\u5173\u952e\u6311\u6218\u3002<\/p>\n<h4>\u7b2c\u4e09\u90e8\u5206\uff1a\u534f\u4f5c\u4e0e\u8fdb\u5316\u578b\u667a\u80fd\u7cfb\u7edf &#8211; \u6784\u5efa\u7fa4\u4f53\u667a\u80fd<\/h4>\n<p>\u8bba\u6587\u8fdb\u4e00\u6b65\u5c06\u89c6\u91ce\u6269\u5c55\u5230\u7531\u591a\u4e2a Foundation Agent \u7ec4\u6210\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf (Multi-Agent System, MAS)\uff0c\u63a2\u8ba8 MAS \u7684\u57fa\u7840\u7ec4\u6210\u3001\u7ed3\u6784\u3001\u534f\u4f5c\u8303\u5f0f\u548c\u51b3\u7b56\u673a\u5236\uff1b\u4ee5\u53ca\u5728\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u81ea\u4e3b\u534f\u4f5c \/ \u7ade\u4e89\u4e2d\uff0c\u7fa4\u4f53\u667a\u80fd\u5f62\u6210\u7684\u73b0\u8c61 (Collective Intelligence)\u3002\u6700\u540e\uff0c\u8bba\u6587\u8fd8\u7cfb\u7edf\u6027\u68b3\u7406\u4e86\u73b0\u6709\u7684 MAS \u8bc4\u4f30\u65b9\u6cd5\u548c\u8bc4\u4f30\u4f53\u7cfb\uff0c\u4e3a\u672a\u6765 MAS \u7684\u8bc4\u4f30\u4e0e\u5e94\u7528\u5b9e\u8df5\u63d0\u4f9b\u4e86\u7406\u8bba\u57fa\u7840\u548c\u65b9\u6cd5\u8bba\u652f\u6491\u3002<\/p>\n<p><strong>1. \u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8bbe\u8ba1 (Multi-Agent System Design)<\/strong><\/p>\n<p>\u5728\u5927\u6a21\u578b\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08LLM-MAS\uff09\u4e2d\uff0c\u534f\u4f5c\u76ee\u6807\u4e0e\u534f\u4f5c\u89c4\u8303\u662f\u5851\u9020\u7cfb\u7edf\u8bbe\u8ba1\u7ea6\u675f\u3001\u5185\u90e8\u667a\u80fd\u4f53\u4ea4\u4e92\u6a21\u5f0f\u548c\u6574\u4f53\u534f\u4f5c\u673a\u5236\u7684\u57fa\u7840\u3002\u534f\u4f5c\u76ee\u6807\u5b9a\u4e49\u4e86\u667a\u80fd\u4f53\u8ffd\u6c42\u7684\u660e\u786e\u76ee\u6807\uff08\u4e2a\u4f53\u6027\u3001\u96c6\u4f53\u6027\u6216\u7ade\u4e89\u6027\uff09\uff0c\u534f\u4f5c\u89c4\u8303\u5219\u786e\u7acb\u4e86\u7cfb\u7edf\u5185\u667a\u80fd\u4f53\u4ea4\u4e92\u7684\u89c4\u5219\u3001\u7ea6\u675f\u548c\u60ef\u4f8b\u3002\u57fa\u4e8e\u534f\u4f5c\u76ee\u6807\u548c\u89c4\u8303\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u53ef\u5206\u4e3a\u7b56\u7565\u5b66\u4e60\u3001\u5efa\u6a21\u4e0e\u4eff\u771f\u3001\u4ee5\u53ca\u534f\u540c\u4efb\u52a1\u6c42\u89e3\u4e09\u7c7b\u3002\u8bba\u6587\u901a\u8fc7\u5206\u6790\u548c\u68b3\u7406\u4e09\u7c7b MAS \u7684\u5178\u578b\u5e94\u7528\uff0c\u63a2\u8ba8\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5982\u4f55\u8d4b\u80fd\u3001\u5f71\u54cd\u5e76\u6539\u8fdb\u540c\u8d28\u548c\u5f02\u8d28\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u3001\u4ea4\u4e92\u53ca\u51b3\u7b56\uff0c\u5e76\u7ed9\u51fa\u4e86 LLM-MAS \u7684\u4e0b\u4e00\u4ee3\u667a\u80fd\u4f53\u534f\u8bae\u3002<\/p>\n<p><strong>2. \u62d3\u6251\u7ed3\u6784\u4e0e\u89c4\u6a21\u5316\uff08Comunication Topology and Scalability\uff09<\/strong><\/p>\n<p>\u4ece\u7cfb\u7edf\u89d2\u5ea6\u51fa\u53d1\uff0c\u62d3\u6251\u7ed3\u6784\u5f80\u5f80\u51b3\u5b9a\u7740\u534f\u4f5c\u7684\u6548\u7387\u4e0e\u4e0a\u9650\u3002\u8bba\u6587\u4f5c\u8005\u5c06 MAS \u7684\u62d3\u6251\u5206\u4e3a\u4e86\u9759\u6001\u548c\u52a8\u6001\u4e24\u5927\u7c7b\uff1a\u524d\u8005\u662f\u9884\u5b9a\u4e49\u597d\u7684\u9759\u6001\u62d3\u6251\uff08\u5c42\u7ea7\u5316\u3001\u4e2d\u5fc3\u5316\u3001\u53bb\u4e2d\u5fc3\u5316\uff09\u7ed3\u6784\uff0c\u5e38\u7528\u4e8e\u7279\u5b9a\u4efb\u52a1\u7684\u89e3\u51b3\u5b9e\u73b0\uff1b\u540e\u8005\u662f\u6839\u636e\u73af\u5883\u53cd\u9988\u6301\u7eed\u66f4\u65b0\u7684\u52a8\u6001\u62d3\u6251\u7ed3\u6784\uff0c\u5176\u53ef\u901a\u8fc7\u641c\u7d22\u5f0f\u3001\u751f\u6210\u5f0f\u3001\u53c2\u6570\u5f0f\u7b49\u65b0\u5174\u7b97\u6cd5\u5b9e\u73b0\u3002\u800c\u968f\u7740\u667a\u80fd\u4f53\u6570\u91cf\u7684\u589e\u52a0\uff0c\u79d1\u5b66\u7684\u89c4\u6a21\u5316\u65b9\u5f0f\u4e5f\u5c06\u662f\u672a\u6765\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u91cd\u8981\u8bae\u9898\u3002<\/p>\n<p><strong>3. \u534f\u4f5c\u8303\u5f0f\u4e0e\u673a\u7406 (Collaboration Paradigms)<\/strong><\/p>\n<p>\u501f\u9274\u4eba\u7c7b\u793e\u4f1a\u4e2d\u7684\u591a\u6837\u5316\u4ea4\u4e92\u884c\u4e3a\uff0c\u5982\u5171\u8bc6\u8fbe\u6210\u3001\u6280\u80fd\u5b66\u4e60\u548c\u4efb\u52a1\u5206\u5de5\uff0c\u8bba\u6587\u4ece\u4ea4\u4e92\u76ee\u7684\u3001\u5f62\u5f0f\u548c\u5173\u7cfb\u4e09\u4e2a\u7ef4\u5ea6\u63a2\u8ba8\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u88ab\u5f52\u7eb3\u4e3a\u5171\u8bc6\u5bfc\u5411\u3001\u534f\u4f5c\u5b66\u4e60\u3001\u8fed\u4ee3\u6559\u5b66\u4e0e\u5f3a\u5316\uff0c\u4ee5\u53ca\u4efb\u52a1\u5bfc\u5411\u4ea4\u4e92\u3002<\/p>\n<p>\u5728\u4e0d\u540c\u4ea4\u4e92\u76ee\u6807\u548c\u5f62\u5f0f\u4e0b\uff0c\u667a\u80fd\u4f53\u4e4b\u95f4\u5f62\u6210\u8ba8\u8bba\u3001\u8fa9\u8bba\u3001\u6295\u7968\u3001\u534f\u5546\u7b49\u5355\u5411\u6216\u591a\u5411\u4ea4\u4e92\u3002\u968f\u7740\u4ea4\u4e92\u7684\u6301\u7eed\uff0c\u8fd9\u4e9b\u8fc7\u7a0b\u8fed\u4ee3\u51fa\u51b3\u7b56\u548c\u4ea4\u4e92\u7f51\u7edc\uff0c\u4e0d\u540c\u667a\u80fd\u4f53\u5728\u534f\u4f5c\u4e2d\u589e\u5f3a\u548c\u66f4\u65b0\u4e2a\u4f53\u8bb0\u5fc6\u4e0e\u5171\u4eab\u77e5\u8bc6\u3002<\/p>\n<p><strong>4. \u7fa4\u4f53\u667a\u80fd\u4e0e\u6d8c\u73b0 (Collective Intelligence and Emergence)<\/strong><\/p>\n<p>\u5728 MAS \u4e2d\uff0c\u7fa4\u4f53\u667a\u80fd\u7684\u4ea7\u751f\u662f\u4e00\u4e2a\u52a8\u6001\u4e14\u8fed\u4ee3\u7684\u8fc7\u7a0b\u3002\u901a\u8fc7\u6301\u7eed\u4ea4\u4e92\uff0c\u667a\u80fd\u4f53\u9010\u6b65\u5f62\u6210\u5171\u4eab\u7406\u89e3\u548c\u96c6\u4f53\u8bb0\u5fc6\u3002\u4e2a\u4f53\u667a\u80fd\u4f53\u7684\u5f02\u8d28\u6027\u3001\u73af\u5883\u53cd\u9988\u548c\u4fe1\u606f\u4ea4\u6362\u589e\u5f3a\u4e86\u4ea4\u4e92\u7684\u52a8\u6001\u6027\uff0c\u8fd9\u5bf9\u590d\u6742\u793e\u4f1a\u7f51\u7edc\u7684\u5f62\u6210\u548c\u51b3\u7b56\u7b56\u7565\u7684\u6539\u8fdb\u81f3\u5173\u91cd\u8981\u3002\u901a\u8fc7\u591a\u8f6e\u4ea4\u4e92\u548c\u5bf9\u5171\u4eab\u4e0a\u4e0b\u6587\u7684\u53cd\u601d\uff0c\u667a\u80fd\u4f53\u4e0d\u65ad\u63d0\u5347\u63a8\u7406\u548c\u51b3\u7b56\u80fd\u529b\uff0c\u4ea7\u751f\u5982\u4fe1\u4efb\u3001\u6218\u7565\u6b3a\u9a97\u3001\u81ea\u9002\u5e94\u4f2a\u88c5\u7b49\u6d8c\u73b0\u884c\u4e3a\u3002\u6309\u7167\u8fdb\u5316\u5f62\u6210\u673a\u5236\uff0c\u53ef\u5206\u4e3a\u57fa\u4e8e\u8bb0\u5fc6\u7684\u5b66\u4e60\u548c\u57fa\u4e8e\u53c2\u6570\u7684\u5b66\u4e60\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u968f\u7740 MAS \u7684\u6f14\u5316\uff0c\u667a\u80fd\u4f53\u4e4b\u95f4\u9010\u6e10\u5c06\u5f62\u6210\u548c\u6f14\u8fdb\u793e\u4f1a\u5951\u7ea6\u3001\u7ec4\u7ec7\u5c42\u7ea7\u548c\u52b3\u52a8\u5206\u5de5\uff0c\u4ece\u57fa\u7840\u7684\u5408\u4f5c\u884c\u4e3a\u8f6c\u5411\u590d\u6742\u793e\u4f1a\u7ed3\u6784\u3002\u89c2\u6d4b\u3001\u7406\u89e3\u548c\u7814\u7a76\u7fa4\u4f53\u667a\u80fd\u7684\u6d8c\u73b0\u73b0\u8c61\u662f\u540e\u7eed MAS \u7814\u7a76\u7684\u91cd\u8981\u65b9\u5411\u3002<\/p>\n<p><strong>5. \u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8bc4\u4f30 (Evaluation of Multi-Agent Systems)<\/strong><\/p>\n<p>\u968f\u7740\u591a\u667a\u80fd\u4f53\u7684\u4f18\u52bf\u6210\u4e3a\u5171\u8bc6\uff0c\u5176\u8bc4\u4f30\u8303\u5f0f\u4ea6\u9700\u6709\u6839\u672c\u6027\u7684\u53d8\u9769 \u2014\u2014MAS \u8bc4\u4f30\u5e94\u805a\u7126\u4e8e Agent \u4ea4\u4e92\u7684\u6574\u4f53\u6027\uff0c\u5305\u62ec\u534f\u540c\u89c4\u5212\u7684\u6548\u7387\u3001\u4fe1\u606f\u4f20\u9012\u7684\u8d28\u91cf\u4e0e\u7fa4\u4f53\u51b3\u7b56\u7684\u6027\u80fd\u7b49\u5173\u952e\u7ef4\u5ea6\u3002\u7531\u6b64\u884d\u751f\uff0c\u4f5c\u8005\u603b\u7ed3\u4e86 MAS \u5e38\u89c1\u7684\u4efb\u52a1\u6c42\u89e3\u578b benchmark\uff0c\u4ee5\u53ca\u6700\u65b0\u7684\u901a\u7528\u80fd\u529b\u8bc4\u4f30\u65b9\u5f0f\uff1a\u524d\u8005\u7684\u91cd\u70b9\u5728\u4e8e\uff0c\u8861\u91cf\u591a\u667a\u80fd\u4f53\u5728\u5404\u79cd\u73af\u5883\u4e2d\u7684\u51b3\u7b56\u534f\u540c\u7684\u63a8\u7406\u6df1\u5ea6\u4e0e\u6b63\u786e\u6027\uff1b\u540e\u8005\u8bc4\u4f30\u667a\u80fd\u4f53\u7fa4\u5728\u590d\u6742\u3001\u52a8\u6001\u573a\u666f\u4e0b\u7684\u4ea4\u4e92\u4e0e\u9002\u5e94\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202504\/20\/333785729d6170aa4490787977ff9c60c3e66c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u667a\u80fd\u4f53\u7684\u534f\u4f5c\u4e0e\u7ade\u4e89<\/p>\n<h4>\u7b2c\u56db\u90e8\u5206\uff1a\u6784\u5efa\u5b89\u5168\u548c\u6709\u76ca\u7684 AI \u667a\u80fd\u4f53 \u2014\u2014 \u5bf9\u9f50\u4e0e\u8d23\u4efb<\/h4>\n<p>\u968f\u7740 Foundation Agent \u80fd\u529b\u7684\u589e\u5f3a\uff0c\u5176\u6f5c\u5728\u7684\u98ce\u9669\u4e5f\u968f\u4e4b\u589e\u5927\u3002\u8bba\u6587\u7684\u6700\u540e\u4e00\u90e8\u5206\u805a\u7126\u4e8e\u5982\u4f55\u6784\u5efa\u5b89\u5168\u3001\u53ef\u63a7\u3001\u7b26\u5408\u4eba\u7c7b\u4ef7\u503c\u89c2\u7684\u667a\u80fd\u4f53\uff0c\u8fd9\u4e5f\u662f\u6574\u4e2a AI \u9886\u57df\u9762\u4e34\u7684\u6700\u6838\u5fc3\u7684\u6311\u6218\u4e4b\u4e00\u3002<\/p>\n<p><strong>1. \u5b89\u5168\u5a01\u80c1\u4e0e\u63aa\u65bd<\/strong><\/p>\n<p>\u9ad8\u7ea7\u667a\u80fd\u4f53\u9762\u4e34\u8bf8\u591a\u5b89\u5168\u5a01\u80c1\uff0c\u5305\u62ec\u5bf9\u6297\u6027\u653b\u51fb\u3001\u8d8a\u72f1\u4e0e\u6ee5\u7528\u3001\u76ee\u6807\u6f02\u79fb\u548c\u610f\u5916\u4ea4\u4e92\u7b49\u3002\u8fd9\u4e9b\u5a01\u80c1\u53ef\u80fd\u5bfc\u81f4\u667a\u80fd\u4f53\u505a\u51fa\u9519\u8bef\u884c\u4e3a\u3001\u7ed5\u8fc7\u5b89\u5168\u9650\u5236\u6267\u884c\u6076\u610f\u4efb\u52a1\u3001\u5728\u81ea\u8fdb\u5316\u8fc7\u7a0b\u4e2d\u504f\u79bb\u521d\u59cb\u76ee\u6807\uff0c\u6216\u5728\u590d\u6742 MAS \u4e2d\u5f15\u53d1\u7cfb\u7edf\u7ea7\u6545\u969c\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u9700\u8981\u7814\u7a76\u90e8\u7f72\u591a\u5c42\u6b21\u5b89\u5168\u63aa\u65bd\uff0c\u5982\u63d0\u9ad8\u62b5\u6297\u653b\u51fb\u80fd\u529b\u7684\u9c81\u68d2\u6027\u8bad\u7ec3\u3001\u68c0\u6d4b\u963b\u6b62\u6709\u5bb3\u5185\u5bb9\u7684\u8fc7\u6ee4\u4e0e\u76d1\u63a7\u673a\u5236\u3001\u8bc1\u660e\u884c\u4e3a\u7b26\u5408\u5b89\u5168\u89c4\u8303\u7684\u5f62\u5f0f\u5316\u9a8c\u8bc1\u3001\u5e2e\u52a9\u7406\u89e3\u51b3\u7b56\u539f\u56e0\u7684\u53ef\u89e3\u91ca\u6027\u4e0e\u900f\u660e\u5ea6\u8bbe\u8ba1\uff0c\u4ee5\u53ca\u9650\u5236\u6743\u9650\u4e0e\u5f71\u54cd\u7684\u6c99\u7bb1\u4e0e\u9694\u79bb\u6280\u672f\u3002<\/p>\n<p><strong>2. \u5bf9\u9f50\u95ee\u9898<\/strong><\/p>\n<p>\u8fd9\u662f\u6700\u6839\u672c\u7684\u6311\u6218\uff1a\u5982\u4f55\u786e\u4fdd\u667a\u80fd\u4f53\uff08\u5c24\u5176\u662f\u5177\u5907\u81ea\u8fdb\u5316\u80fd\u529b\u7684 Foundation Agent\uff09\u7684\u76ee\u6807\u548c\u884c\u4e3a\u59cb\u7ec8\u4e0e\u4eba\u7c7b\u7684\u4ef7\u503c\u89c2\u548c\u610f\u56fe\u4fdd\u6301\u4e00\u81f4\uff1f\u8fd9\u6d89\u53ca\u5230\u4ef7\u503c\u5b66\u4e60\u3001\u610f\u56fe\u7406\u89e3\u3001\u4f26\u7406\u63a8\u7406\u7b49\u591a\u4e2a\u96be\u9898\u3002\u8bba\u6587\u5f3a\u8c03\u4e86\u5bf9\u9f50\u7814\u7a76\u7684\u7d27\u8feb\u6027\u548c\u91cd\u8981\u6027\uff0c\u9700\u8981\u8de8\u5b66\u79d1\u7684\u52aa\u529b\u6765\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002<\/p>\n<p><strong>3. \u672a\u6765\u65b9\u5411<\/strong><\/p>\n<p>\u6784\u5efa\u5b89\u5168\u6709\u76ca\u7684 AI \u662f\u4e00\u4e2a\u6301\u7eed\u7684\u8fc7\u7a0b\u3002\u672a\u6765\u7684\u7814\u7a76\u9700\u8981\u5728\u6280\u672f\u3001\u4f26\u7406\u3001\u6cbb\u7406\u7b49\u591a\u4e2a\u5c42\u9762\u5171\u540c\u63a8\u8fdb\u3002\u5305\u62ec\u5f00\u53d1\u66f4\u53ef\u9760\u7684\u5bf9\u9f50\u6280\u672f\u3001\u5efa\u7acb\u5b8c\u5584\u7684 AI \u5b89\u5168\u8bc4\u4f30\u6807\u51c6\u3001\u5236\u5b9a\u76f8\u5e94\u7684\u6cd5\u5f8b\u6cd5\u89c4\u548c\u793e\u4f1a\u89c4\u8303\u7b49\u3002<\/p>\n<p>\u5b89\u5168\u548c\u5bf9\u9f50\u662f Foundation Agent \u53d1\u5c55\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u77f3\u3002\u5982\u679c\u4e0d\u80fd\u6709\u6548\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u518d\u5f3a\u5927\u7684\u667a\u80fd\u4e5f\u53ef\u80fd\u5e26\u6765\u5de8\u5927\u7684\u98ce\u9669\u3002\u8fd9\u90e8\u5206\u5185\u5bb9\u6572\u54cd\u4e86\u8b66\u949f\uff0c\u5f3a\u8c03\u4e86\u8d1f\u8d23\u4efb\u5730\u53d1\u5c55 AI \u7684\u91cd\u8981\u6027\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202504\/20\/d111767572beebc168a5254cf29ec3012d219d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u667a\u80fd\u4f53\u9762\u4e34\u7684\u5b89\u5168\u95ee\u9898<\/p>\n<h4>\u8ba8\u8bba\uff1aFoundation Agent \u7684\u610f\u4e49\u4e0e\u6311\u6218<\/h4>\n<p>\u901a\u8bfb\u6574\u7bc7\u8bba\u6587\uff0c\u8bfb\u8005\u53ef\u4ee5\u6e05\u6670\u5730\u611f\u53d7\u5230\u4f5c\u8005\u6784\u5efa\u4e0b\u4e00\u4ee3\u901a\u7528\u667a\u80fd\u4f53\u7684\u96c4\u5fc3\u3002Foundation Agent \u7684\u6982\u5ff5\uff0c\u662f\u5bf9\u5f53\u524d\u57fa\u4e8e LLM \u7684\u667a\u80fd\u4f53\u8303\u5f0f\u7684\u4e00\u6b21\u6df1\u523b\u53cd\u601d\u548c\u91cd\u5927\u8d85\u8d8a\u3002\u5b83\u4e0d\u518d\u5c06\u667a\u80fd\u4f53\u89c6\u4e3a LLM \u7684\u7b80\u5355\u5e94\u7528\uff0c\u800c\u662f\u5c06\u5176\u770b\u4f5c\u4e00\u4e2a\u7531\u8ba4\u77e5\u3001\u8bb0\u5fc6\u3001\u5b66\u4e60\u3001\u611f\u77e5\u3001\u884c\u52a8\u7b49\u591a\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u6784\u6210\u7684\u590d\u6742\u3001\u6709\u673a\u7684\u7cfb\u7edf\u3002\u5176\u6838\u5fc3\u610f\u4e49\u5728\u4e8e\u63d0\u4f9b\u4e86\u7cfb\u7edf\u6027\u6846\u67b6\uff0c\u5f3a\u8c03\u4e86\u81ea\u4e3b\u6027\uff0c\u5173\u6ce8\u534f\u4f5c\u4e0e\u751f\u6001\uff0c\u5e76\u7a81\u51fa\u4e86\u5b89\u5168\u4e0e\u5bf9\u9f50\u3002\u7136\u800c\uff0c\u5b9e\u73b0\u8fd9\u4e00\u613f\u666f\u4e5f\u9762\u4e34\u7740\u6280\u672f\u590d\u6742\u5ea6\u9ad8\u3001\u9700\u8981\u5e9e\u5927\u8ba1\u7b97\u8d44\u6e90\u3001\u8bc4\u4f30\u56f0\u96be\u3001\u81ea\u8fdb\u5316\u53ef\u63a7\u6027\u95ee\u9898\u4ee5\u53ca\u5b89\u5168\u4e0e\u5bf9\u9f50\u7684\u6839\u672c\u6027\u96be\u9898\u7b49\u5de8\u5927\u6311\u6218\u3002<\/p>\n<p>\u8fd9\u7bc7\u5173\u4e8e Foundation Agent \u7684\u8bba\u6587\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u4efd\u8be6\u5c3d\u7684\u6280\u672f\u6307\u5357\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4efd\u9ad8\u77bb\u8fdc\u77a9\u7684\u7814\u7a76\u8bae\u7a0b (Research Agenda)\u3002\u5b83\u6e05\u6670\u5730\u6307\u51fa\u4e86\u5f53\u524d\u667a\u80fd\u4f53\u7814\u7a76\u7684\u5c40\u9650\uff0c\u5e76\u4e3a\u8fc8\u5411\u66f4\u901a\u7528\u3001\u66f4\u81ea\u4e3b\u3001\u66f4\u5b89\u5168\u7684 AI \u6307\u660e\u4e86\u65b9\u5411\u3002Foundation Agent \u7684\u6982\u5ff5\u63d0\u9192\u6211\u4eec\uff0c\u901a\u5f80\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u9053\u8def\u9700\u8981\u5728\u667a\u80fd\u4f53\u7684\u8ba4\u77e5\u67b6\u6784\u3001\u5b66\u4e60\u673a\u5236\u3001\u534f\u4f5c\u6a21\u5f0f\u548c\u5b89\u5168\u4fdd\u969c\u4e0a\u53d6\u5f97\u6839\u672c\u6027\u7a81\u7834\uff0c\u8fd9\u9700\u8981\u8de8\u5b66\u79d1\u9886\u57df\u7684\u5171\u540c\u52aa\u529b\u3002\u867d\u7136\u524d\u8def\u6f2b\u6f2b\uff0c\u4f46\u8fd9\u7bc7\u8bba\u6587\u4e3a\u672a\u6765\u7684 AI Agent 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