{"id":783717,"date":"2026-05-21T08:16:02","date_gmt":"2026-05-21T00:16:02","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=783717"},"modified":"2026-05-21T08:16:02","modified_gmt":"2026-05-21T00:16:02","slug":"ai-%e5%8d%8f%e4%bd%9c%e9%87%8d%e7%a3%85%e7%aa%81%e7%a0%b4%ef%bc%81%e6%96%af%e5%9d%a6%e7%a6%8f%e8%8b%b1%e4%bc%9f%e8%be%be%e8%81%94%e6%89%8b%e6%b6%88%e9%99%a4ai%e6%b2%9f%e9%80%9a%e5%86%85%e8%80%97","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=783717","title":{"rendered":"AI \u534f\u4f5c\u91cd\u78c5\u7a81\u7834\uff01\u65af\u5766\u798f\u82f1\u4f1f\u8fbe\u8054\u624b\u6d88\u9664AI\u6c9f\u901a\u5185\u8017\uff0c\u63a8\u7406\u901f\u5ea6\u66b4\u6da8 2.4 \u500d"},"content":{"rendered":"

\"AI<\/p>\n

\u60f3\u8c61\u4e00\u4e2a\u573a\u666f\uff1a\u4f60\u8ba9\u4e09\u4e2aAI\u52a9\u624b\u534f\u4f5c\u5b8c\u6210\u4e00\u9053\u6570\u5b66\u9898\u3002<\/p>\n

\u4f20\u7edf\u505a\u6cd5\u662f——\u7b2c\u4e00\u4e2aAI\u628a\u89e3\u9898\u601d\u8def“\u5199”\u51fa\u6765\uff0c\u7b2c\u4e8c\u4e2aAI“\u8bfb”\u5b8c\u518d\u5199\u65b0\u7684\u601d\u8def\uff0c\u7b2c\u4e09\u4e2aAI\u518d“\u8bfb”\u518d“\u5199”\u3002<\/p>\n

\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u5c31\u50cf\u4e09\u4e2a\u4eba\u8f6e\u6d41\u7528\u5bf9\u8bb2\u673a\u4f20\u9012\u4fe1\u606f\uff0c\u6bcf\u6b21\u90fd\u8981\u5148\u628a\u8111\u5b50\u91cc\u7684\u60f3\u6cd5“\u7ffb\u8bd1”\u6210\u8bed\u8a00\uff0c\u5bf9\u65b9\u518d\u628a\u8bed\u8a00“\u7ffb\u8bd1”\u56de\u60f3\u6cd5\u3002\u6162\u4e0d\u6162\uff1f\u6162\u3002\u8d39\u4e0d\u8d39\uff1f\u8d39\u3002\u66f4\u8981\u547d\u7684\u662f\uff0c\u8fd9\u79cd“\u7ffb\u8bd1”\u8fc7\u7a0b\u4f1a\u4e22\u5931\u4fe1\u606f——\u4f60\u8111\u5b50\u91cc\u60f3\u7684\uff0c\u548c\u4f60\u8bf4\u51fa\u6765\u7684\uff0c\u5f80\u5f80\u4e0d\u662f\u4e00\u56de\u4e8b\u3002<\/p>\n

\u8fd9\u5c31\u662f\u5f53\u524d\u591a\u667a\u80fd\u4f53AI\u7cfb\u7edf\u9762\u4e34\u7684\u6838\u5fc3\u56f0\u5883\uff1a“\u8bed\u8a00\u7a0e”\u3002<\/strong><\/p>\n

\u800c\u6700\u8fd1\uff0cUIUC\u3001\u65af\u5766\u798f\u3001\u82f1\u4f1f\u8fbe<\/span>\u3001MIT\u8054\u5408\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u601d\u8def——RecursiveMAS\u3002\u5b83\u8ba9AI\u4eec\u8df3\u8fc7“\u8bf4\u8bdd”\u8fd9\u4e00\u6b65\uff0c\u76f4\u63a5\u7528“\u601d\u7ef4”\u6c9f\u901a\u3002\u5728\u5b9e\u6d4b\u4e2d\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u4e862.4\u500d\uff0cToken\u6d88\u8017\u524a\u51cf\u4e8675%\u3002<\/p>\n

\uff08\u7814\u7a76\u6307\u8def\uff1ahttps:\/\/arxiv.org\/abs\/2604.25917\uff09<\/em><\/p>\n

AI\u5f00\u4f1a\u7684\u56f0\u5883\uff1a\u6548\u7387\u90fd\u6d6a\u8d39\u5728\u4e86“\u8bf4\u8bdd”\u4e0a<\/strong><\/h2>\n

\u8fc7\u53bb\u4e24\u5e74\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5df2\u7ecf\u6210\u4e3aAI\u9886\u57df\u6700\u70ed\u95e8\u7684\u7814\u7a76\u65b9\u5411\u4e4b\u4e00\u3002\u4eceOpenAI<\/a>\u7684Swarm\u5230\u5fae\u8f6f<\/a><\/span>\u7684AutoGen\uff0c\u4eceLangGraph\u5230CrewAI\uff0c\u5404\u5bb6\u90fd\u5728\u63a2\u7d22\u5982\u4f55\u8ba9\u591a\u4e2aAI\u534f\u540c\u5de5\u4f5c\u4ee5\u89e3\u51b3\u5355\u4e2a\u6a21\u578b\u65e0\u6cd5\u72ec\u7acb\u5b8c\u6210\u7684\u590d\u6742\u4efb\u52a1\u3002\u7136\u800c\uff0c\u5728\u8fd9\u4e9b\u7cfb\u7edf\u4e2d\uff0c\u591a\u4e2a\u667a\u80fd\u4f53\u7684\u534f\u4f5c\u6548\u7387\u59cb\u7ec8\u88ab\u4e00\u4e2a\u57fa\u672c\u5047\u8bbe\u6240\u5236\u7ea6——\u667a\u80fd\u4f53\u4e4b\u95f4\u5fc5\u987b\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6587\u672c\u6765\u4ea4\u6d41\u3002<\/p>\n

\u5f53\u4f60\u8ba9\u4e00\u4e2a“\u6570\u5b66\u4e13\u5bb6”\u548c\u4e00\u4e2a“\u4ee3\u7801\u5ba1\u67e5\u5458”\u534f\u4f5c\u65f6\uff0c\u6574\u4e2a\u6d41\u7a0b\u770b\u8d77\u6765\u5f88“\u5408\u7406”\uff0c\u4f46\u62c6\u89e3\u5f00\u6765\u4f1a\u53d1\u73b0\u95ee\u9898\u5f88\u591a\uff1a<\/p>\n

\"AI<\/p>\n

\u6bcf\u4e00\u6b21\u4fe1\u606f\u4f20\u9012\uff0c\u90fd\u4f34\u968f\u7740\u53cc\u91cd\u8f6c\u6362\uff1a\u5185\u90e8\u601d\u7ef4→\u6587\u5b57→\u5185\u90e8\u601d\u7ef4\u3002<\/strong>\u8fd9\u4e2a\u8fc7\u7a0b\u6d88\u8017\u7684token\u4e0d\u4ec5\u662f\u91d1\u94b1\uff0c\u66f4\u662f\u5b9d\u8d35\u7684\u8ba1\u7b97\u8d44\u6e90<\/a>\u548c\u65f6\u95f4\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u8fd9\u79cd“\u5199\u51fa\u6765\u518d\u8bfb\u8fdb\u53bb”\u7684\u8fc7\u7a0b\u4f1a\u4e22\u5931\u4fe1\u606f——\u6a21\u578b\u5728\u6587\u672c\u89e3\u7801\u65f6\u88ab\u538b\u7f29\u8fdb\u6587\u5b57\u7684\u4e30\u5bcc\u8bed\u4e49\uff0c\u4e0b\u4e00\u4e2a\u6a21\u578b\u91cd\u65b0\u89e3\u7801\u65f6\u5df2\u7ecf\u65e0\u6cd5\u5b8c\u5168\u8fd8\u539f\u3002\u5728\u4e00\u4e2a\u5305\u542b\u4e94\u4e2aAgent\u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u6587\u672c\u7f16\u89e3\u7801\u7684\u65f6\u95f4\u5f00\u9500\u5f80\u5f80\u5360\u5230\u603b\u5ef6\u8fdf\u768460%\u4ee5\u4e0a\u3002<\/p>\n

\u66f4\u8ba9\u4eba\u5934\u75bc\u7684\u662f\uff0c\u8fd9\u79cd\u8303\u5f0f\u59cb\u7ec8\u7f3a\u4e4f\u4e00\u4e2a\u6e05\u6670\u7684“\u65cb\u94ae”\u6765\u505a\u7cfb\u7edf\u6027\u4f18\u5316——\u589e\u52a0\u66f4\u591a\u667a\u80fd\u4f53\uff1f\u8fb9\u9645\u6548\u76ca\u9012\u51cf\uff0c\u4e14\u901a\u4fe1\u5f00\u9500\u6307\u6570\u7ea7\u589e\u957f\u3002\u589e\u52a0\u4e0a\u4e0b\u6587\u7a97\u53e3\uff1fToken\u6210\u672c\u7206\u70b8\u3002\u589e\u52a0\u6a21\u578b\u53c2\u6570\uff1f\u5355\u4e2aAgent\u53d8\u5f3a\u4e86\uff0c\u4f46\u534f\u4f5c\u6548\u7387\u5e76\u6ca1\u6709\u672c\u8d28\u63d0\u5347——\u7c7b\u4f3c\u4e8e\u7ed9\u4e00\u7fa4\u4eba\u6bcf\u4eba\u914d\u4e86\u66f4\u597d\u7684\u5bf9\u8bb2\u673a\uff0c\u4f46\u4ed6\u4eec\u4f9d\u7136\u8981\u9010\u4e2a\u5ff5\u6587\u5b57\uff0c\u6c9f\u901a\u65b9\u5f0f\u6ca1\u53d8\uff0c\u5c31\u7b97\u6bcf\u4e2a\u4eba\u90fd\u66f4\u806a\u660e\u4e86\uff0c\u6574\u4f53\u6548\u7387\u4e5f\u65e0\u6cd5\u6709\u7a81\u7834\u3002\u884c\u4e1a\u5185\u7684\u5e94\u5bf9\u65b9\u6848\uff0c\u65e0\u8bba\u662f\u63d0\u793a\u8bcd\u5de5\u7a0b\u8fd8\u662fLoRA\u5fae\u8c03\uff0c\u90fd\u53ea\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7f13\u89e3\u75c7\u72b6\uff0c\u65e0\u6cd5\u6839\u6cbb\u8fd9\u4e2a\u6839\u672c\u6027\u7684\u67b6\u6784\u95ee\u9898\u3002<\/p>\n

RecursiveMAS\uff1a\u7528“\u5fc3\u7075\u611f\u5e94”\u66ff\u4ee3“\u5bf9\u8bb2\u673a”<\/strong><\/h2>\n

RecursiveMAS\u7684\u6838\u5fc3\u601d\u8def\u975e\u5e38\u5de7\u5999\uff1a\u65e2\u7136\u8bed\u8a00\u662f\u74f6\u9888\uff0c\u90a3\u5c31\u4e0d\u7528\u8bed\u8a00\u3002<\/strong><\/p>\n

\u5b83\u501f\u9274\u4e86\u9012\u5f52\u8bed\u8a00\u6a21\u578b\uff08Recursive Language Model\uff09\u7684\u601d\u60f3\u3002\u5728\u4f20\u7edf\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u6570\u636e\u4ece\u7b2c\u4e00\u5c42\u6d41\u5411\u6700\u540e\u4e00\u5c42\uff0c\u7ebf\u6027\u524d\u8fdb\uff0c\u5c42\u6570\u8d8a\u591a\uff0c\u53c2\u6570\u8d8a\u591a\uff1b\u800c\u9012\u5f52\u8bed\u8a00\u6a21\u578b\u53cd\u5176\u9053\u800c\u884c——\u4e0d\u589e\u52a0\u5c42\u6570\uff0c\u800c\u662f\u628a\u540c\u4e00\u7ec4\u5c42\u53cd\u590d\u5faa\u73af\u4f7f\u7528\uff0c\u8ba9\u6570\u636e\u5728\u5c42\u4e4b\u95f4\u6765\u56de“\u6253\u8f6c”\u3002\u6570\u636e\u6bcf\u7ecf\u8fc7\u4e00\u6b21\u8fd9\u7ec4\u5c42\uff0c\u5c31\u76f8\u5f53\u4e8e\u591a\u4e86\u4e00\u8f6e“\u601d\u8003”\uff0c\u63a8\u7406\u6df1\u5ea6\u5f97\u4ee5\u52a0\u6df1\uff0c\u4f46\u53c2\u6570\u91cf\u5374\u4e0d\u9700\u8981\u589e\u52a0\u3002<\/p>\n

RecursiveMAS\u628a\u8fd9\u4e2a\u601d\u8def\u4ece“\u5355\u6a21\u578b\u5185\u90e8”\u6269\u5c55\u5230\u4e86“\u591a\u667a\u80fd\u4f53\u7cfb\u7edf”\uff1a<\/p>\n

\u6bcf\u4e2a\u667a\u80fd\u4f53\u5c31\u50cf\u9012\u5f52\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u4e00\u5c42\uff0c\u5b83\u4eec\u4e0d\u518d\u751f\u6210\u6587\u5b57\uff0c\u800c\u662f\u4f20\u9012“\u601d\u60f3”——\u4e00\u79cd\u8fde\u7eed\u7684\u3001\u5b58\u5728\u4e8e\u6f5c\u7a7a\u95f4\uff08latent space\uff09<\/strong>\u4e2d\u7684\u5411\u91cf\u8868\u5f81\u3002<\/p>\n

\u7814\u7a76\u8005\u4eec\u7528\u4e86\u4e00\u4e2a\u8bd7\u610f\u7684\u6bd4\u55bb\uff1a“agents communicating telepathically as a unified whole”——\u667a\u80fd\u4f53\u4eec\u50cf\u5fc3\u7075\u611f\u5e94\u4e00\u6837\u4f5c\u4e3a\u4e00\u4e2a\u6574\u4f53\u534f\u4f5c\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0cAgent A1\u5904\u7406\u540e\u628a\u81ea\u5df1\u7684\u9690\u8868\u5f81\u4f20\u7ed9Agent A2\uff0cA2\u5904\u7406\u540e\u518d\u4f20\u7ed9A3……\u76f4\u5230\u6700\u540e\u4e00\u4e2aAgent\u5904\u7406\u5b8c\uff0c\u5176\u9690\u8f93\u51fa\u53c8\u88ab\u76f4\u63a5\u56de\u4f20\u7ed9A1\uff0c\u5f00\u542f\u65b0\u4e00\u8f6e\u7684\u9012\u5f52\u8fed\u4ee3\u3002\u6574\u4e2a\u8fc7\u7a0b\u5b8c\u5168\u5728\u9690\u7a7a\u95f4\u4e2d\u8fdb\u884c\uff0c\u53ea\u6709\u5230\u4e86\u6700\u540e\u4e00\u8f6e\u7684\u6700\u540e\u4e00\u4e2aAgent\uff0c\u624d\u5c06\u6700\u7ec8\u7684\u9690\u8868\u5f81\u89e3\u7801\u4e3a\u6587\u672c\u8f93\u51fa\u3002\u8fd9\u5c31\u597d\u6bd4\u4e00\u7fa4\u4e13\u5bb6\u56f4\u5750\u4e00\u684c\uff0c\u4e0d\u7528\u8bf4\u8bdd\uff0c\u4e0d\u7528\u5199\u7b14\u8bb0\uff0c\u6bcf\u4e2a\u4eba\u53ea\u9700\u9ed8\u9ed8\u601d\u8003\uff0c\u7136\u540e\u76f4\u63a5\u628a\u81ea\u5df1\u8111\u4e2d\u7684“\u601d\u7ef4\u6210\u679c”\u4f20\u7ed9\u4e0b\u4e00\u4e2a\u4eba——\u6574\u4e2a\u8fc7\u7a0b\u65e2\u5b89\u9759\u53c8\u9ad8\u6548\u3002<\/p>\n

\"AI<\/p>\n

\u56fe\uff1aRecursiveMAS \u67b6\u6784\u793a\u610f——\u591aAgent\u901a\u8fc7\u5d4c\u5165\u7a7a\u95f4\u5b9e\u73b0\u95ed\u73af\u9012\u5f52\u534f\u4f5c\uff08\u6765\u6e90\uff1aarXiv\uff09<\/p>\n

\u8fd9\u4e2a\u7cfb\u7edf\u7684\u5173\u952e\u7ec4\u4ef6\u53eb\u505aRecursiveLink<\/strong>\uff0c\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u4e24\u5c42\u6b8b\u5dee\u6a21\u5757\uff0c\u8d1f\u8d23\u628a\u4e00\u4e2a\u6a21\u578b\u7684\u9690\u5c42\u8868\u5f81\u4fdd\u7559\u5e76\u8f6c\u6362\uff0c\u7136\u540e\u4f20\u9012\u5230\u4e0b\u4e00\u4e2a\u6a21\u578b\u7684\u5d4c\u5165\u7a7a\u95f4\u3002\u8bed\u8a00\u6a21\u578b\u6700\u540e\u4e00\u5c42\u7684\u9690\u72b6\u6001\uff0c\u5b9e\u9645\u4e0a\u5df2\u7ecf\u7f16\u7801\u4e86\u4e30\u5bcc\u7684\u8bed\u4e49\u63a8\u7406\u4fe1\u606f\uff0cRecursiveLink\u8981\u505a\u7684\uff0c\u5c31\u662f\u628a\u8fd9\u4e9b\u9ad8\u7ef4\u4fe1\u606f\u5b8c\u6574\u5730“\u642c”\u8fc7\u53bb\uff0c\u800c\u4e0d\u662f\u5148\u7ffb\u8bd1\u6210\u6587\u5b57\u518d\u89e3\u8bfb\u3002\u5b83\u5206\u4e3a\u5185\u5916\u4e24\u4e2a\u7248\u672c\uff1a<\/p>\n

\"AI<\/p>\n

\"AI<\/p>\n

\u56fe\uff1a\u9012\u5f52\u5b66\u4e60\u8fc7\u7a0b——\u5185\u90e8\u94fe\u63a5\u4e0e\u5916\u90e8\u94fe\u63a5\u534f\u540c\u8bad\u7ec3\uff08\u6765\u6e90\uff1aarXiv\uff09<\/p>\n

\u8bad\u7ec3\u7b56\u7565<\/a>\u4e0a\uff0cRecursiveMAS\u6709\u4e00\u4e2a\u7cbe\u5999\u7684\u8bbe\u8ba1\uff1a\u4e3b\u5e72\u6a21\u578b\u6743\u91cd\u5b8c\u5168\u51bb\u7ed3\uff0c\u53ea\u9700\u8bad\u7ec3RecursiveLink\u6a21\u5757\u3002<\/strong>\u8fd9\u548cLoRA\uff08\u4f4e\u79e9\u9002\u914d\uff09\u7684\u7cbe\u795e\u6709\u76f8\u4f3c\u4e4b\u5904\uff0c\u4f46RecursiveLink\u66f4\u8f7b\u91cf\uff1a\u6574\u4e2a\u7cfb\u7edf\u53ea\u9700\u66f4\u65b0\u7ea61300\u4e07\u4e2a\u53c2\u6570\uff0c\u4ec5\u5360\u603b\u53ef\u8bad\u7ec3\u53c2\u6570\u76840.31%\u3002\u5cf0\u503cGPU\u663e\u5b58\u9700\u6c42\u5728\u6240\u6709\u5bf9\u6bd4\u65b9\u6cd5\u4e2d\u6700\u4f4e\uff0c\u8bad\u7ec3\u6210\u672c\u6bd4\u5168\u91cf\u5fae\u8c03\u964d\u4f4e50%\u4ee5\u4e0a\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a\u4e00\u4e2a“\u8f7b\u91cf\u7ea7\u8f6c\u63a5\u5934”\uff0c\u76f4\u63a5\u63d2\u5728\u73b0\u6709Agent\u751f\u6001\u4e0a\uff0c\u65e0\u9700\u4ece\u5934\u8bad\u7ec3\u65b0\u6a21\u578b\u3002\u5982\u679c\u591a\u4e2aAgent\u57fa\u4e8e\u540c\u4e00\u4e2a\u57fa\u5ea7\u6a21\u578b\uff08\u6bd4\u5982\u90fd\u7528Qwen\uff09\uff0c\u5b83\u4eec\u751a\u81f3\u53ef\u4ee5\u5171\u4eab\u540c\u4e00\u4efd\u6a21\u578b\u6743\u91cd\uff0c\u8fdb\u4e00\u6b65\u8282\u7701\u663e\u5b58\u3002<\/p>\n

\u8bad\u7ec3\u5206\u4e24\u9636\u6bb5\u8fdb\u884c\uff1a<\/p>\n

\u5185\u5c42\u5faa\u73af\u70ed\u8eab\uff1a<\/strong> \u5404\u4e2a\u667a\u80fd\u4f53\u72ec\u7acb\u8bad\u7ec3\u81ea\u5df1\u7684Inner RecursiveLink\uff0c\u8ba9\u5b83\u4eec\u5b66\u4f1a\u5728\u6f5c\u7a7a\u95f4\u91cc“\u60f3\u95ee\u9898”\u800c\u4e0d\u662f“\u5199\u95ee\u9898”\u3002\u8fd9\u4e2a\u9636\u6bb5\u53ef\u4ee5\u5e76\u884c\u8fdb\u884c\uff0c\u5c31\u50cf\u8ba9\u6bcf\u4e2a\u4eba\u5148\u7ec3\u4e60“\u5185\u5fc3\u72ec\u767d”\u3002<\/p>\n

\u5916\u5c42\u5faa\u73af\u8bad\u7ec3\uff1a<\/strong> \u5c06\u6240\u6709\u667a\u80fd\u4f53\u4e32\u8054\u6210\u5b8c\u6574\u7684\u9012\u5f52\u94fe\u8def\uff0c\u4ee5\u6700\u7ec8\u6587\u672c\u8f93\u51fa\u8d28\u91cf\u4e3a\u4f18\u5316\u76ee\u6807\uff0c\u901a\u8fc7\u5171\u4eab\u68af\u5ea6\u8054\u5408\u4f18\u5316\u6240\u6709RecursiveLink\u3002\u8fd9\u4e2a\u9636\u6bb5\u89e3\u51b3\u7684\u662f“credit assignment”\u95ee\u9898——\u5982\u4f55\u628a\u6700\u7ec8\u7ed3\u679c\u7684\u6210\u8d25\uff0c\u51c6\u786e\u5f52\u56e0\u5230\u6bcf\u4e2aAgent\u7684\u8d21\u732e\u3002\u8fd9\u79cd\u5206\u9636\u6bb5\u7b56\u7565\u907f\u514d\u4e86“\u4e00\u6b65\u5230\u4f4d”\u53ef\u80fd\u5e26\u6765\u7684\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u95ee\u9898\u3002<\/p>\n

\u7814\u7a76\u8005\u4eec\u5728\u7406\u8bba\u4e0a\u8bc1\u660e\u4e86\u9012\u5f52\u8bad\u7ec3\u7684\u68af\u5ea6\u80fd\u591f\u4fdd\u6301\u7a33\u5b9a\uff0c\u4e0d\u4f1a\u51fa\u73b0RNN\u4e2d\u5e38\u89c1\u7684\u68af\u5ea6\u7206\u70b8\u6216\u6d88\u5931\u95ee\u9898\uff0c\u540c\u65f6\u5728\u8fd0\u884c\u65f6\u590d\u6742\u5ea6\u4e0a\u4e5f\u4f18\u4e8e\u4f20\u7edf\u6587\u672c\u578bMAS\u3002<\/p>\n

\u5b9e\u6d4b\u6548\u679c\uff1a\u7cbe\u5ea6\u3001\u901f\u5ea6\u3001\u6210\u672c“\u4e09\u6740”<\/strong><\/h2>\n

\u7406\u8bba\u8bf4\u5f97\u518d\u597d\uff0c\u7ec8\u5f52\u8981\u7528\u6570\u636e\u8bf4\u8bdd\u3002\u7814\u7a76\u56e2\u961f\u5728\u6db5\u76d6\u6570\u5b66\u3001\u79d1\u5b66\u4e0e\u533b\u5b66\u3001\u4ee3\u7801\u751f\u6210\u3001\u641c\u7d22\u95ee\u7b54\u7b49\u9886\u57df\u76849\u4e2a\u4e3b\u6d41\u57fa\u51c6\u6d4b\u8bd5\u548c4\u79cd\u534f\u4f5c\u6a21\u5f0f\uff08\u987a\u5e8f\u63a8\u7406\u3001\u6df7\u5408\u4e13\u5bb6\u3001\u77e5\u8bc6\u84b8\u998f\u3001\u534f\u5546\u5f0f\u5de5\u5177\u8c03\u7528\uff09\u4e0a\u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\u3002\u5b9e\u9a8c\u4f7f\u7528\u7684\u5f00\u6e90\u6a21\u578b\u9635\u5bb9\u76f8\u5f53“\u8c6a\u534e<\/span>”——Qwen\u3001Llama-3\u3001Gemma3\u3001Mistral\uff0c\u8fd9\u4e9b\u6a21\u578b\u88ab\u5206\u914d\u4e86\u4e0d\u540c\u89d2\u8272\uff0c\u7ec4\u6210\u4e86\u591a\u79cd\u534f\u4f5c\u6a21\u5f0f\u3002<\/p>\n

\u5bf9\u6bd4\u57fa\u7ebf\u9635\u5bb9\u540c\u6837\u786c\u6838\uff1aLoRA\u5fae\u8c03\u3001\u5168\u91cf\u5fae\u8c03\uff08SFT\uff09\u3001Mixture-of-Agents\u3001TextGrad\u3001LoopLM\uff0c\u4ee5\u53ca\u4f7f\u7528\u76f8\u540c\u9012\u5f52\u5faa\u73af\u7ed3\u6784\u4f46\u5f3a\u5236\u6587\u672c\u901a\u4fe1\u7684Recursive-TextMAS\u3002\u6700\u540e\u8fd9\u4e2a\u5bf9\u7167\u5c24\u5176\u5173\u952e——\u5b83\u8bc1\u660e\u4e86RecursiveMAS\u7684\u4f18\u52bf\u786e\u5b9e\u6765\u81ea“\u8df3\u8fc7\u6587\u672c\u89e3\u7801”\uff0c\u800c\u975e\u6765\u81ea\u9012\u5f52\u7ed3\u6784\u672c\u8eab\u3002<\/strong>\u6240\u6709\u5bf9\u6bd4\u90fd\u5728\u76f8\u540c\u8bad\u7ec3\u9884\u7b97\u4e0b\u8fdb\u884c\uff0c\u516c\u5e73\u516c\u6b63\u3002<\/p>\n

\"AI<\/p>\n

RecursiveMAS \u6838\u5fc3\u6027\u80fd\u6307\u6807<\/p>\n

\u7ed3\u679c\u663e\u793a\uff0cRecursiveMAS\u5728\u6240\u6709\u6307\u6807\u4e0a\u90fd\u5b9e\u73b0\u4e86\u4e00\u81f4\u6027\u63d0\u5347\uff1a<\/p>\n

\u7cbe\u5ea6\uff1a<\/strong> \u5e73\u5747\u51c6\u786e\u7387\u63d0\u53478.3%\uff0c\u5728AIME2025\u6570\u5b66\u7ade\u8d5b\u4e0a\u6bd4TextGrad\u9ad8\u51fa18.1%\uff0c\u5728AIME2026\u4e0a\u9ad8\u51fa13%\u3002\u8df3\u8fc7\u6587\u672c\u89e3\u7801\u4e0d\u4ec5\u6ca1\u6709\u635f\u5931\u4fe1\u606f\uff0c\u53cd\u800c\u8ba9\u6a21\u578b\u4fdd\u7559\u4e86\u66f4\u4e30\u5bcc\u7684\u9690\u5c42\u8bed\u4e49——\u6bd5\u7adf\uff0c\u628a\u601d\u7ef4\u538b\u7f29\u6210\u6587\u5b57\u518d\u89e3\u538b\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u4fe1<\/a>\u606f\u7684\u635f\u8017\u8fdc\u6bd4\u6211\u4eec\u60f3\u8c61\u7684\u5927\u3002<\/p>\n

\u901f\u5ea6\uff1a<\/strong> \u7aef\u5230\u7aef\u63a8\u7406\u901f\u5ea6\u63d0\u53471.2\u500d\u81f32.4\u500d\uff0c\u4e14\u968f\u9012\u5f52\u8f6e\u6b21\u589e\u52a0\u800c\u6301\u7eed\u589e\u957f\u3002\u8fd9\u5bf9\u5b9e\u9645\u5e94\u7528\u573a\u666f\u610f\u4e49\u91cd\u5927\uff1a\u5728\u9700\u8981\u5b9e\u65f6\u54cd\u5e94\u7684AI\u5ba2\u670d\u6216\u4ee3\u7801\u8f85\u52a9\u7cfb\u7edf\u4e2d\uff0c2\u500d\u4ee5\u4e0a\u7684\u901f\u5ea6\u63d0\u5347\u610f\u5473\u7740\u7528\u6237\u4f53\u9a8c\u8d28\u7684\u98de\u8dc3\u3002<\/p>\n

\u6210\u672c\uff1a<\/strong> \u4e0eRecursive-TextMAS\u76f8\u6bd4\uff0cToken\u6d88\u8017\u964d\u4f4e34.6%\u81f375.6%\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6210\u672c\u7684\u8282\u7701\uff0c\u66f4\u610f\u5473\u7740\u5728\u76f8\u540ctoken\u9884\u7b97\u4e0b\u53ef\u4ee5\u5c1d\u8bd5\u66f4\u6df1\u5c42\u6b21\u7684\u63a8\u7406\u3002<\/p>\n

\"AI<\/p>\n

\u4e0d\u540c\u9012\u5f52\u8f6e\u6b21\u4e0b\u7684\u63a8\u7406\u52a0\u901f\u500d\u6570<\/p>\n

\u8fd9\u91cc\u6709\u4e00\u4e2a\u5173\u952e\u6d1e\u5bdf\uff1a\u9012\u5f52\u6df1\u5ea6\u8d8a\u5927\uff0c\u6536\u76ca\u8d8a\u9ad8\u3002<\/strong>\u52a0\u901f\u6548\u679c\u968f\u9012\u5f52\u8f6e\u6b21\u589e\u957f\uff1a\u7b2c1\u8f6e\u5e73\u57471.2\u500d\uff0c\u7b2c2\u8f6e1.9\u500d\uff0c\u7b2c3\u8f6e2.4\u500d\u3002\u539f\u56e0\u5f88\u7b80\u5355——\u7701\u6389\u7684\u662f\u6bcf\u4e2aAgent“\u628a\u60f3\u6cd5\u5199\u6210\u6587\u5b57”\u7684\u65f6\u95f4\uff0cAgent\u8d8a\u591a\u3001\u8f6e\u6b21\u8d8a\u591a\uff0c\u7701\u7684\u65f6\u95f4\u5c31\u8d8a\u591a\u3002<\/p>\n

\"AI<\/p>\n

\u4e0d\u540c\u9012\u5f52\u8f6e\u6b21\u4e0b\u7684Token\u8282\u7701\u6bd4\u4f8b<\/p>\n

\u5728\u7b2c\u4e09\u8f6e\u9012\u5f52\u65f6\uff0cToken\u6d88\u8017\u964d\u4f4e\u4e8675.6%——\u8fd9\u610f\u5473\u7740\u540c\u7b49\u6027\u80fd\u4e0b\uff0c\u8fd0\u884c\u6210\u672c\u53ef\u4ee5\u538b\u7f29\u5230\u539f\u6765\u7684\u7ea6\u56db\u5206\u4e4b\u4e00\u3002\u5bf9\u4e8e\u9700\u8981\u590d\u6742\u591a\u6b65\u9aa4\u63a8\u7406\u7684\u751f\u4ea7\u73af\u5883\uff0c\u8fd9\u65e0\u7591\u662f\u5de8\u5927\u7684\u5438\u5f15\u529b\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u8fd9\u9879\u7814\u7a76\u503c\u5f97\u5173\u6ce8\uff1f<\/strong><\/h2>\n

\u5982\u679c\u53ea\u662f\u6570\u5b57\u4e0a\u7684\u63d0\u5347\uff0c\u8fd9\u7bc7\u8bba\u6587\u6216\u8bb8\u8fd8\u4e0d\u8db3\u4ee5\u5f15\u8d77\u5982\u6b64\u5173\u6ce8\u3002\u771f\u6b63\u8ba9\u5b83\u503c\u5f97\u5173\u6ce8\u7684\uff0c\u5728\u4e8e\u5b83\u53ef\u80fd\u91cd\u65b0\u5b9a\u4e49\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684Scaling\u65b9\u5411\u3002<\/strong><\/p>\n

\u8fc7\u53bb\u51e0\u5e74\uff0c\u591a\u667a\u80fd\u4f53\u9886\u57df\u7684Scaling\u5c1d\u8bd5\u4e3b\u8981\u56f4\u7ed5\u4e09\u6761\u8def\uff1a\u589e\u52a0\u667a\u80fd\u4f53\u6570\u91cf\u3001\u6269\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001\u5806\u53e0\u66f4\u5927\u6a21\u578b\u3002\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u90fd\u9762\u4e34\u5404\u81ea\u7684\u74f6\u9888——\u667a\u80fd\u4f53\u591a\u4e86\u901a\u4fe1\u7206\u70b8\uff0c\u7a97\u53e3\u5927\u4e86\u6210\u672c\u7206\u70b8\uff0c\u6a21\u578b\u5927\u4e86\u8bad\u7ec3\u7206\u70b8\u3002<\/p>\n

RecursiveMAS\u63d0\u4f9b\u4e86\u4e00\u6761\u65b0\u8def\uff1a\u52a0\u6df1\u9012\u5f52\u6df1\u5ea6\u3002<\/strong>\u5b83\u628a“\u591a\u667a\u80fd\u4f53\u534f\u4f5c”\u4ece\u5e76\u884c\u7684\u3001\u6587\u672c\u4ea4\u4e92\u7684\u8303\u5f0f\uff0c\u8f6c\u5316\u4e3a\u6df1\u5ea6\u7684\u3001\u6f5c\u7a7a\u95f4\u9012\u5f52\u7684\u8303\u5f0f\u3002\u5c31\u50cf\u9012\u5f52\u8bed\u8a00\u6a21\u578b\u901a\u8fc7\u53cd\u590d\u5904\u7406\u540c\u4e00\u4e2a\u95ee\u9898\u6765\u6df1\u5316\u63a8\u7406\uff0cRecursiveMAS\u8ba9\u591a\u4e2a\u667a\u80fd\u4f53\u80fd\u591f\u53cd\u590d“\u63a8\u6572”\u5f7c\u6b64\u7684“\u60f3\u6cd5”\uff0c\u800c\u4e0d\u5fc5\u6bcf\u6b21\u90fd“\u8bf4\u51fa\u6765\u518d\u542c\u56de\u53bb”\u3002<\/p>\n

\u7814\u7a76\u8005\u4eec\u5728\u8bba\u6587\u4e2d\u63d0\u51fa\u7684\u6838\u5fc3\u95ee\u9898\u662f\uff1a“\u667a\u80fd\u4f53\u534f\u4f5c\u672c\u8eab\u80fd\u5426\u901a\u8fc7\u9012\u5f52\u6765\u6269\u5c55\uff1f”\u7b54\u6848\u4f3c\u4e4e\u662f\u80af\u5b9a\u7684\u3002<\/strong><\/p>\n

\u5f53\u7cfb\u7edf\u4e0d\u518d\u9700\u8981\u628a\u5185\u90e8\u8868\u5f81“\u7ffb\u8bd1”\u6210\u4eba\u7c7b\u53ef\u8bfb\u7684\u4e2d\u95f4\u683c\u5f0f\u65f6\uff0c\u534f\u4f5c\u6548\u7387\u7684\u4e0a\u9650\u5c31\u6709\u671b\u88ab\u8fdb\u4e00\u6b65\u6253\u5f00\u3002<\/p>\n

\u5f53\u524d\u7684\u884c\u4e1a\u80cc\u666f\u4e5f\u4e3a\u8fd9\u9879\u7814\u7a76\u63d0\u4f9b\u4e86\u5207\u5b9e\u7684\u843d\u5730\u573a\u666f\u3002\u767e\u5ea6<\/a><\/span>2026\u5f00\u53d1\u8005\u5927\u4f1a\u4ee5“\u4e07\u7269\u4e00\u4f53\uff08Agents at Scale\uff09”\u4e3a\u4e3b\u9898\uff0cAnthropic\u63a8\u51faClaude Managed Agents\uff0cOpenAI\u6301\u7eed\u63a8\u8fdbGPT-5\u7ea7\u63a8\u7406\u7684\u5b9e\u65f6\u5316——\u6574\u4e2a\u884c\u4e1a\u90fd\u5728\u5bfb\u627e\u8ba9Agent\u534f\u4f5c\u4ecedemo\u8d70\u5411\u751f\u4ea7\u73af\u5883\u7684\u65b9\u6cd5\u3002\u800c\u4e09\u5ea7\u5927\u5c71——\u8ba1\u7b97\u6210\u672c\u3001\u63a8\u7406\u5ef6\u8fdf\u3001\u663e\u5b58\u9650\u5236——\u6070\u6070\u662fRecursiveMAS\u8bd5\u56fe\u75280.31%\u7684\u53c2\u6570\u5f00\u9500\u6765\u64ac\u52a8\u7684\u3002<\/p>\n

\u5f53\u7136\uff0c\u8fd9\u9879\u7814\u7a76\u76ee\u524d\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\uff0c\u6709\u51e0\u4e2a\u95ee\u9898\u503c\u5f97\u5173\u6ce8\uff1a<\/p>\n

\u6570\u636e\u53ef\u4fe1\u5ea6\u5f85\u9a8c\u8bc1\u3002<\/strong> \u76ee\u524d\u7684\u7ed3\u679c\u5747\u4e3a\u4f5c\u8005\u81ea\u62a5\uff0c\u5c1a\u672a\u6709\u72ec\u7acb\u56e2\u961f\u5b8c\u6210\u590d\u73b0\u3002\u5b66\u672f\u5708\u5bf9\u65b0\u6280\u672f\u7684\u6001\u5ea6\u5f80\u5f80\u662f“\u5927\u80c6\u5047\u8bbe\uff0c\u5c0f\u5fc3\u9a8c\u8bc1”\u3002\u5728\u8fd9\u4e2a“\u8bba\u6587\u7206\u70b8”\u7684\u65f6\u4ee3\uff0c\u72ec\u7acb\u590d\u73b0\u662f\u68c0\u9a8c\u6280\u672f\u771f\u5b9e\u4ef7\u503c\u7684\u6700\u4f73\u65b9\u5f0f\u3002<\/p>\n

\u5f02\u6784\u667a\u80fd\u4f53\u7684\u517c\u5bb9\u6027\u3002<\/strong> Outer RecursiveLink\u867d\u88ab\u8bbe\u8ba1\u7528\u4e8e\u8fde\u63a5\u4e0d\u540c\u67b6\u6784\u7684\u6a21\u578b\uff0c\u4f46\u8bba\u6587\u672a\u8be6\u7ec6\u62ab\u9732\u8de8\u67b6\u6784\u4f20\u9012\u6f5c\u8868\u5f81\u7684\u7ec6\u8282\u3002\u5982\u679c\u53ea\u80fd\u7528\u4e8e\u540c\u6784\u667a\u80fd\u4f53\uff0c\u5176\u5b9e\u9645\u5e94\u7528\u8303\u56f4\u5c06\u5927\u6253\u6298\u6263\u3002\u6bd5\u7adf\uff0c\u771f\u5b9e\u573a\u666f\u4e2d\u5f88\u591a\u65f6\u5019\u6211\u4eec\u9700\u8981\u6df7\u5408\u4f7f\u7528GPT-4o\u3001Claude\u7b49\u95ed\u6e90API\u3002<\/p>\n

\u53ef\u89e3\u91ca\u6027\u4e0b\u964d\u3002<\/strong> \u5f53Agent\u4e4b\u95f4\u4f20\u9012\u7684\u4e0d\u518d\u662f\u53ef\u8bfb\u7684\u6587\u672c\uff0c\u800c\u662f\u4e00\u5806\u5411\u91cf\u8868\u5f81\u65f6\uff0c\u6574\u4e2a\u534f\u4f5c\u8fc7\u7a0b\u53d8\u6210\u4e86“\u9ed1\u7bb1”\u3002\u5728\u9700\u8981\u5bf9AI\u51b3\u7b56\u8d1f\u8d23\u7684\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u8fd9\u79cd\u4e0d\u900f\u660e\u6027\u53ef\u80fd\u5e26\u6765\u5408\u89c4\u548c\u5ba1\u8ba1\u6311\u6218\u3002<\/p>\n

\u751f\u4ea7\u73af\u5883\u7684\u590d\u6742\u6027\u3002<\/strong> \u8bba\u6587\u6d4b\u8bd5\u7684\u662f\u76f8\u5bf9\u5e72\u51c0\u7684\u534f\u4f5c\u573a\u666f\uff0c\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u5f80\u5f80\u6d89\u53ca\u5916\u90e8\u5de5\u5177\u8c03\u7528\u3001\u4eba\u673a\u4ea4\u4e92\u3001\u52a8\u6001\u5de5\u4f5c\u6d41\u7b49\u590d\u6742\u56e0\u7d20\u3002<\/p>\n

RecursiveMAS\u7684\u63d0\u51fa\uff0c\u672c\u8d28\u4e0a\u662f\u5c06“\u9012\u5f52”\u8fd9\u4e00\u5728\u5355\u6a21\u578b\u65f6\u4ee3\u88ab\u8bc1\u660e\u6709\u6548\u7684Scaling\u7b56\u7565\uff0c\u5f15\u5165\u5230\u4e86\u591a\u667a\u80fd\u4f53\u65f6\u4ee3\uff0c\u6311\u6218\u4e86“\u667a\u80fd\u4f53\u4e4b\u95f4\u5fc5\u987b\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4f20\u9012\u4fe1\u606f”\u8fd9\u4e00\u9ed8\u8ba4\u5047\u8bbe\u3002\u5982\u679c\u6570\u636e\u53ef\u590d\u73b0\uff0cMAS\u8d5b\u9053\u4e0b\u4e00\u9636\u6bb5\u7684Scaling\u8f74\u53ef\u80fd\u8981\u4ece“\u5806\u667a\u80fd\u4f53\u6570\u91cf”\u8f6c\u5411“\u52a0\u6df1\u9012\u5f52\u6df1\u5ea6”\u3002<\/p>\n

\u5f53\u7136\uff0c\u8fd9\u9879\u7814\u7a76\u4ecd\u9700\u5728\u66f4\u591a\u72ec\u7acb\u57fa\u51c6\u4e0a\u9a8c\u8bc1\uff0c\u9700\u8981\u89e3\u51b3\u5f02\u6784\u6a21\u578b\u4e92\u8054\u7684\u95ee\u9898\uff0c\u9700\u8981\u5728\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u4e2d\u8bc1\u660e\u81ea\u5df1\u3002\u4f46\u81f3\u5c11\uff0c\u5b83\u8ba9\u6211\u4eec\u770b\u5230\u4e86\u4e00\u4e2a\u53ef\u80fd\u6027——<\/p>\n

AI\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u4f5c\uff0c\u53ef\u4ee5\u4e0d\u5fc5\u603b\u662f“\u9e21\u540c\u9e2d\u8bb2”\u3002<\/strong><\/p>\n

\uff08\uff08\u672c\u6587\u9996\u53d1\u949b\u5a92\u4f53<\/a>APP\uff0c\u4f5c\u8005 | \u7845\u8c37<\/a>Tech_news\uff0c\u7f16\u8f91 | \u7126\u71d5\uff09<\/strong>\uff09<\/strong><\/p>\n

(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n","protected":false},"excerpt":{"rendered":"

\u60f3\u8c61\u4e00\u4e2a\u573a\u666f\uff1a\u4f60\u8ba9\u4e09\u4e2aAI\u52a9\u624b\u534f\u4f5c\u5b8c\u6210\u4e00\u9053\u6570\u5b66\u9898\u3002 \u4f20\u7edf\u505a\u6cd5\u662f——\u7b2c\u4e00\u4e2aAI\u628a\u89e3\u9898\u601d\u8def […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[378,102,280,93,120,157,88,238],"views":4,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/783717"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=783717"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/783717\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=783717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=783717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=783717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}