{"id":6295,"date":"2025-10-10T14:20:25","date_gmt":"2025-10-10T06:20:25","guid":{"rendered":"https:\/\/nullthought.net\/?p=6295"},"modified":"2025-10-10T14:20:27","modified_gmt":"2025-10-10T06:20:27","slug":"adrs%ef%bc%88ai-driven-research-for-systems%ef%bc%89%ef%bc%9aai%e9%a9%b1%e5%8a%a8%e4%b8%8b%e7%ae%97%e6%b3%95%e8%87%aa%e5%8a%a8%e8%bf%9b%e5%8c%96%e7%9a%84%e7%b3%bb%e7%bb%9f%e7%a0%94%e7%a9%b6%e6%96%b0","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6295","title":{"rendered":"ADRS\uff08AI-Driven Research for Systems\uff09\uff1aAI\u9a71\u52a8\u4e0b\u7b97\u6cd5\u81ea\u52a8\u8fdb\u5316\u7684\u7cfb\u7edf\u7814\u7a76\u65b0\u8303\u5f0f"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2510.06189\" target=\"_blank\" rel=\"noreferrer noopener\">Barbarians at the Gate: How AI is Upending Systems Research<\/a><\/strong>\u4e3b\u5f20\uff1a\u5728\u201c\u53ef\u9760\u9a8c\u8bc1\u201d\u7684\u7cfb\u7edf\u7814\u7a76\u573a\u666f\u4e2d\uff0cAI\uff08\u4ee5LLM\u4e3a\u6838\u5fc3\uff09\u80fd\u591f\u901a\u8fc7\u201c\u751f\u6210\u591a\u6837\u65b9\u6848\u2014\u81ea\u52a8\u8bc4\u6d4b\u2014\u62e9\u4f18\u8fed\u4ee3\u201d\u7684\u8303\u5f0f\uff0c\u6709\u6548\u641c\u5bfb\u5e76\u8fdb\u5316\u7b97\u6cd5\uff0c\u8fdb\u800c\u5728\u82e5\u5e72\u5b9e\u9645\u4efb\u52a1\u4e0a\u8d85\u8d8a\u6216\u903c\u8fd1\u4eba\u7c7b\u8bbe\u8ba1\u7684SOTA\u65b9\u6848\u3002\u4f5c\u8005\u5c06\u8fd9\u79cd\u8303\u5f0f\u547d\u540d\u4e3a\u201cADRS\uff08AI-Driven Research for Systems\uff09\u201d\uff0c\u5e76\u4ee5\u5f00\u6e90\u6846\u67b6 <strong><a href=\"https:\/\/github.com\/codelion\/openevolve\" target=\"_blank\" rel=\"noreferrer noopener\">OpenEvolve<\/a><\/strong>(An Open Source Implementation of Google DeepMind&#8217;s <strong><a href=\"https:\/\/nullthought.net\/?p=5939\" target=\"_blank\" rel=\"noreferrer noopener\">AlphaEvolve<\/a><\/strong>)\u4e3a\u8f7d\u4f53\uff0c\u5c55\u793a\u4e86\u8de8\u591a\u57df\u7684\u56db\u4e2a\u4ee3\u8868\u6027\u6848\u4f8b\u4e0e\u4e00\u5957\u53ef\u64cd\u4f5c\u7684\u6700\u4f73\u5b9e\u8df5\u3002\u8bba\u6587\u8fdb\u4e00\u6b65\u9884\u8a00\uff1a\u5728\u4eba\u673a\u5206\u5de5\u4e0a\uff0c\u4eba\u7c7b\u7cfb\u7edf\u7814\u7a76\u8005\u5c06\u4ece\u201c\u624b\u5199\u7b97\u6cd5\u201d\u9010\u6b65\u8f6c\u5411<strong>\u201c\u95ee\u9898\u523b\u753b\u3001\u7b56\u7565\u6027\u5f15\u5bfc\u4e0e\u8bc4\u6d4b\u4f53\u7cfb\u8bbe\u8ba1\u201d<\/strong>\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aAudrey Cheng, Shu Liu, Melissa Pan, Zhifei Li, Bowen Wang, Alex Krentsel, Tian Xia, Mert Cemri, Jongseok Park, Shuo Yang, Jeff Chen, Lakshya Agrawal, Aditya Desai, Jiarong Xing, Koushik Sen, Matei Zaharia, Ion Stoica\uff0c\u6765\u81eaUC Berkeley\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"861\" height=\"310\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-3.png\" alt=\"\" class=\"wp-image-6296\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-3.png 861w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-3-300x108.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-3-768x277.png 768w\" sizes=\"auto, (max-width: 861px) 100vw, 861px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/arxiv.org\/abs\/2510.06189\" target=\"_blank\" rel=\"noreferrer noopener\">Barbarians at the Gate: How AI is Upending Systems Research<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u52a8\u673a<br>\u7cfb\u7edf\u7814\u7a76\u5e38\u4ee5\u6027\u80fd\u4e3a\u4e3b\u7ebf\uff08\u5982\u8c03\u5ea6\u3001\u8d1f\u8f7d\u5747\u8861\u3001\u67e5\u8be2\u52a0\u901f\u7b49\uff09\uff0c\u5176\u201c\u6b63\u786e\u6027\/\u4f18\u52a3\u201d\u53ef\u901a\u8fc7\u771f\u5b9e\u7cfb\u7edf\u6216\u6a21\u62df\u5668\u7684\u53ef\u5ea6\u91cf\u6307\u6807\u6765\u53ef\u9760\u5224\u5b9a\u2014\u2014\u8fd9\u6070\u597d\u6ee1\u8db3\u201cAI\u81ea\u52a8\u5316\u63a2\u7d22\u201d\u6240\u9700\u7684\u201c\u5f3a\u9a8c\u8bc1\u5668\u201d\u524d\u63d0\u3002\u4f20\u7edf\u7814\u7a76\u5468\u671f\u4e2d\uff0c\u201c\u65b9\u6848\u8bbe\u8ba1+\u8bc4\u6d4b\u201d\u73af\u8282\u8017\u65f6\u663e\u8457\uff0cADRS\u529b\u56fe\u81ea\u52a8\u5316\u8fd9\u4e24\u6b65\uff0c\u4ee5\u7f29\u77ed\u63a2\u7d22\u2014\u9a8c\u8bc1\u95ed\u73af\uff1b\u800c\u6a21\u62df\u5668\u7684\u9ad8\u541e\u5410\u8bc4\u6d4b\u4e0e\u53ef\u63a7\u73af\u5883\uff0c\u4e5f\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u8fed\u4ee3\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u4e8c\u3001ADRS\u603b\u4f53\u67b6\u6784\u4e0e\u5de5\u4f5c\u6d41<br>1\uff09\u5185\u73af\u81ea\u52a8\u5316\uff1a\u5728\u6bcf\u6b21\u8fed\u4ee3\u4e2d\uff0cADRS\u7528\u201cPrompt 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Progress\uff08UP\uff09\u201d\u7b49\u7b56\u7565\u3002<br>\u5173\u952e\u7ed3\u679c\uff1a\u5355\u533a\u573a\u666f\u5e73\u5747\u8282\u7701\u63d0\u5347\u7ea67%\uff0c\u6700\u9ad8\u8fbe16.7%\uff1b\u591a\u533a\u6269\u5c55\u76f8\u5bf9\u5355\u533a\u5f3a\u57fa\u7ebf\u518d\u964d\u672c26%\u3002<br>\u6d1e\u89c1\uff1aUP\u5728\u201c\u843d\u540e\u8fdb\u5ea6\u201d\u65f6\u521a\u6027\u8fc7\u5f3a\uff0c\u6613\u9677\u5165\u9891\u7e41\u5207\u6362\u800c\u7f3a\u4e4f\u5b9e\u8d28\u63a8\u8fdb\u7684\u201c\u6362\u6321\u9677\u9631\u201d\uff1b\u8fdb\u5316\u540e\u7684\u7b56\u7565\u901a\u8fc7\u201c\u9009\u62e9\u6027\u7b49\u5f85+\u52a8\u6001\u5b89\u5168\u88d5\u5ea6+\u98ce\u9669\u611f\u77e5\u201d\u7684\u673a\u5236\u66f4\u7a33\u5065\u5730\u5229\u7528Spot\u6ce2\u52a8\uff0c\u5e76\u5728\u201c\u7d27\u6025\u2014\u4e0d\u7d27\u6025\u201d\u4e24\u79cd\u6001\u4e4b\u95f4\u91c7\u7528\u4e0d\u540c\u7684\u8de8\u533a\u63a2\u7d22\/\u5c31\u8fd1\u6267\u884c\u903b\u8f91\u3002<\/p>\n\n\n\n<p>\u4e94\u3001\u6848\u4f8b\u4e8c\uff1aMoE\u63a8\u7406\u4e2d\u7684\u4e13\u5bb6\u653e\u7f6e\u4e0e\u91cd\u5e73\u8861\uff08EPLB\uff09<br>\u76ee\u6807\uff1a\u5728\u4e13\u5bb6\u526f\u672c\u8de8GPU\u6620\u5c04\u4e2d\u964d\u4f4e\u4e0d\u5747\u8861\u5e76\u52a0\u901f\u91cd\u5e73\u8861\u3002<br>\u5173\u952e\u7ed3\u679c\uff1aOpenEvolve\u72ec\u7acb\u201c\u518d\u53d1\u73b0\u201d\u5e76\u6df1\u5316\u4e86\u201c\u86c7\u5f62\/zigzag\u201d\u5206\u914d\u6a21\u5f0f\uff0c\u91c7\u7528\u5f20\u91cf\u5316\u91cd\u6392\u66ff\u4ee3Python for-loops\uff0c\u4f7f\u91cd\u6392\u8017\u65f6\u964d\u81f33.7ms\uff0c\u76f8\u5bf9\u5185\u90e8\u5b9e\u73b0\u52a0\u901f5.0\u00d7\uff0c\u540c\u65f6\u4fdd\u6301\u4e0d\u5747\u8861\u6307\u6807\u4e0d\u52a3\u5316\u3002<br>\u673a\u5236\u6f14\u5316\uff1a\u4ece\u201c\u5faa\u73af\u2014>\u5f20\u91cf\u64cd\u4f5c\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u5e26\u6765\u6570\u91cf\u7ea7\u7684\u52a0\u901f\uff1b\u968f\u540e\u5c06zigzag\u4ece\u201c\u5c40\u90e8\u9636\u6bb5\u201d\u63a8\u5e7f\u4e3a\u201c\u591a\u9636\u6bb5\u4e00\u81f4\u7b56\u7565\u201d\uff0c\u6027\u80fd\u624d\u201c\u771f\u6b63\u8d77\u98de\u201d\u3002<\/p>\n\n\n\n<p>\u516d\u3001\u6848\u4f8b\u4e09\uff1aLLM-SQL\u4e2d\u7684\u8868\u91cd\u6392\u4ee5\u63d0\u9ad8KV\u524d\u7f00\u7f13\u5b58\u547d\u4e2d<br>\u95ee\u9898\uff1a\u5bf9n\u884cm\u5217\u8868\u7684\u884c\u5217\u6392\u5e8f\u7ec4\u5408\u7a7a\u95f4\u5448\u9636\u4e58\u7206\u70b8\uff0c\u76ee\u6807\u662f\u5728\u4fdd\u6301\u524d\u7f00\u547d\u4e2d\u7387\uff08PHR\uff09\u63a5\u8fd1SOTA\u7684\u524d\u63d0\u4e0b\uff0c\u5927\u5e45\u964d\u4f4e\u91cd\u6392\u7b97\u6cd5\u81ea\u8eab\u7684\u8fd0\u884c\u65f6\u5f00\u9500\u3002<br>\u8bbe\u7f6e\u4e0e\u6210\u672c\uff1a\u4e09\u5c9b\u5e76\u884c\u3001\u6a21\u578b\u7ec4\u5408\uff08o3:Gemini=8:2\uff09\uff0c100\u8f6e\u6f14\u5316\uff0c\u7ea61\u5c0f\u65f6\u3001&lt;7\u7f8e\u5143\u3002<br>\u5173\u952e\u7ed3\u679c\uff1a\u5728\u76f8\u5f53\u547d\u4e2d\u7387\u4e0b\uff0c\u5b9e\u73b03\u00d7\u8fd0\u884c\u65f6\u63d0\u901f\uff08\u6458\u8981\u8868\u4e2d\u66f4\u7ed9\u51fa\u201c\u22483.9\u00d7\u201d\u7684\u4efb\u52a1\u603b\u4f53\u6c47\u603b\uff09\u3002<br>\u6f14\u5316\u8f68\u8ff9\uff1a\u65e9\u671f\u4ee5\u201c\u66ff\u6362\u9ad8\u6210\u672cpandas\u67e5\u627e\u3001\u590d\u7528\u7f13\u5b58\u3001\u63d0\u9ad8\u9012\u5f52\u9608\u503c\u201d\u83b7\u53d6\u7eaf\u6027\u80fd\u6536\u76ca\uff0c\u4e2d\u671f\u56de\u8865\u7cbe\u5ea6\uff0c\u6700\u7ec8\u8fbe\u6210\u201c\u901f\u5ea6\u2014\u7cbe\u5ea6\u201d\u7684\u5e73\u8861\u6700\u4f18\u3002<\/p>\n\n\n\n<p>\u4e03\u3001\u6848\u4f8b\u56db\uff1a\u4e8b\u52a1\u8c03\u5ea6\u6700\u5c0f\u5316\u5b8c\u5de5\u671f\uff08Makespan\uff09<br>\u95ee\u9898\uff1a\u7ed9\u5b9a\u4e00\u6279\u4e8b\u52a1\uff0c\u6c42\u80fd\u6700\u5c0f\u5316\u51b2\u7a81\u4ee3\u4ef7\u7684\u6267\u884c\u987a\u5e8f\uff1b\u5206\u522b\u8003\u8651\u5728\u7ebf\/\u79bb\u7ebf\u4e24\u79cd\u7ea6\u675f\u3002<br>\u5173\u952e\u7ed3\u8bba\uff1a\u5728\u7ebf\u8bbe\u5b9a\u4e0b\uff0c\u6846\u67b6\u201c\u518d\u53d1\u73b0\u201d\u4e86SOTA\u7b97\u6cd5SMF\uff08\u53ef\u80fd\u5b58\u5728\u8bed\u6599\u6c61\u67d3\uff09\uff1b\u4f46\u5728\u79bb\u7ebf\u8bbe\u5b9a\u4e0b\uff0cOpenEvolve\u627e\u5230\u201c\u672a\u77e5\u4e8e\u6587\u732e\u201d\u7684\u65b0\u7b97\u6cd5\uff0c\u76f8\u5bf9SMF\u5c06\u5b8c\u5de5\u671f\u518d\u964d34%\uff0c\u601d\u8def\u4e3a\u201c\uff08\u5c11\u5199\u2014\u77ed\u65f6\uff09\u5f15\u5bfc\u7684\u5f3a\u521d\u59cb\u5e8f\u5217 + \u5168\u4f4d\u7f6e\u5c1d\u8bd5\u7684\u8d2a\u5fc3\u91cd\u6392 + \u6210\u5bf9\u4ea4\u6362\u7684\u722c\u5c71 + \u82e5\u5e72\u968f\u673a\u91cd\u542f\u201d\uff0c\u65f6\u95f4\u590d\u6742\u5ea6O(n\u00b2)\u3002<\/p>\n\n\n\n<p>\u516b\u3001\u5931\u8d25\u8c31\u7cfb\u4e0e\u7ecf\u9a8c\u6559\u8bad<br>\u4f5c\u8005\u57fa\u4e8e420\u6761LLM\u8bc4\u5ba1\u8f68\u8ff9\uff0c\u603b\u7ed3ADRS\u4e2d\u4e09\u5927\u7c7b\u5e38\u89c1\u5931\u8d25\uff1a<br>\uff081\uff09\u8fd0\u884c\u65f6\u9519\u8bef\uff1a\u8bed\u6cd5\/\u63a5\u53e3\u9519\u3001\u9884\u7b97\u8017\u5c3d\uff08\u4e0a\u4e0b\u6587\u3001\u914d\u989d\u3001\u8d85\u65f6\u7b49\uff09\uff1b<br>\uff082\uff09\u641c\u7d22\u5931\u8d25\uff1a\u65e9\u6536\u655b\u3001\u539f\u5730\u8e0f\u6b65\u3001\u968f\u673a\u6f02\u79fb\uff1b<br>\uff083\uff09\u7b97\u6cd5\u5931\u8d25\uff1a\u76ee\u6807\u9519\u914d\uff08\u5ffd\u7565SLO\uff09\u3001\u6d45\u5c42\u4f18\u5316\u3001\u8fc7\u62df\u5408\u3001\u5956\u52b1\u6295\u673a\uff08Reward Hacking\uff09\u3002<br>\u8fd9\u4e9b\u5931\u8d25\u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u5747\u6709\u4f53\u73b0\uff08\u5982\u591a\u533a\u4f20\u8f93\u7b56\u7565\u65e9\u6536\u655b\u3001MoE\u6f14\u5316\u9636\u6bb5\u7684\u6781\u7aef\u590d\u5236\u7b56\u7565\u3001Spot\u8bc4\u6d4b\u96c6\u8fc7\u7a84\u5bfc\u81f4\u7684\u8fc7\u62df\u5408\u7b49\uff09\uff0c\u63d0\u793a\u201c\u8bc4\u6d4b\u4e0e\u9009\u62e9\u5668\u8bbe\u8ba1\u201d\u5bf9\u641c\u7d22\u7a33\u5b9a\u6027\u5177\u6709\u51b3\u5b9a\u6027\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u4e5d\u3001\u5206\u6a21\u5757\u6700\u4f73\u5b9e\u8df5\uff08\u53ef\u76f4\u63a5\u590d\u7528\u4e8e\u79d1\u7814\u7ba1\u7ebf\uff09<br>Prompt Generator\uff1a\u7528\u7ed3\u6784\u5316\u8bf4\u660e\u201c\u95ee\u9898\u2014\u8bc4\u6d4b\u6307\u6807\/\u7ea6\u675f\u2014\u4e0a\u4e0b\u6587API\u201d\uff0c\u540c\u65f6\u51c6\u5907\u201c\u8db3\u591f\u5f3a\u4f46\u4e0d\u8fc7\u5f3a\u201d\u7684\u57fa\u7ebf\uff0c\u907f\u514d\u628a\u8fed\u4ee3\u9884\u7b97\u82b1\u5728\u4feeBug\u6216\u5728\u9ad8\u5c42API\u4e0a\u505a\u5fae\u4f18\u5316\uff1b\u4eba\u7c7b\u53ef\u5728\u5361\u4f4f\u65f6\u63d0\u4f9b\u201c\u4e2d\u7b49\u5f3a\u5ea6\u201d\u7684\u542f\u53d1\u6027\u63d0\u793a\uff0c\u65e2\u907f\u514d\u65e9\u6536\u655b\uff0c\u4e5f\u51cf\u5c11\u76f2\u76ee\u641c\u7d22\u3002<br>Solution Generator\uff1a\u5efa\u8bae\u4f7f\u7528\u201c\u5c0f\u578b\u6a21\u578b+\u63a8\u7406\u578b\u6a21\u578b\u201d\u7684\u53cc\u6a21\u578b\u7ec4\u5408\u4ee5\u5e73\u8861\u63a2\u7d22\/\u5229\u7528\uff1b\u8d85\u8fc7\u4e24\u79cd\u6a21\u578b\u5f80\u5f80\u5f15\u5165\u51b2\u7a81\u4e0e\u201c\u6f02\u79fb\u201d\u3002<br>Evaluator\uff1a\u6269\u5927\u8986\u76d6\u5ea6\uff0c\u9632\u6b62\u8fc7\u62df\u5408\uff1b\u591a\u4fe1\u53f7\u8054\u5408\uff08\u6b63\u786e\u6027\/\u6548\u7387\/\u9c81\u68d2\u6027\uff09\u4e0e\u5bf9\u6297\u6027\u6d4b\u8bd5\uff0c\u51cf\u5c11\u5956\u52b1\u6295\u673a\u3002<br>Solution Selector\uff1a\u5728\u201c\u591a\u6837\u6027\u7ef4\u62a4\u2014\u8d28\u91cf\u63a8\u8fdb\u201d\u95f4\u8c03\u597d\u65cb\u94ae\uff0c\u907f\u514d\u65e9\u6536\u655b\u6216\u65e0\u6548\u6e38\u8d70\uff1b\u53ef\u501f\u9274MAP-Elites\u3001\u7fa4\u5c9b\u8fdb\u5316\u7b49\u673a\u5236\u3002<\/p>\n\n\n\n<p>\u5341\u3001\u53ef\u590d\u73b0\u6027\u3001\u5f00\u9500\u4e0e\u914d\u7f6e\u5dee\u5f02<br>\u5404\u6848\u4f8b\u591a\u7531\u4e0d\u540c\u5b66\u751f\u5e76\u884c\u5b8c\u6210\uff0c\u914d\u7f6e\uff08\u6a21\u578b\u3001\u9884\u7b97\u3001\u8f6e\u6570\u7b49\uff09\u4e0d\u5c3d\u76f8\u540c\uff0c\u76f4\u89c2\u5bf9\u6bd4\u9700\u8c28\u614e\uff1b\u4f46\u603b\u4f53\u4e0a\uff0c\u591a\u4efb\u52a1\u201c\u5c0f\u65f6\u7ea7\u3001\u7f8e\u5143\u7ea7\u201d\u7684\u6210\u672c\u5373\u8fbe\u8fd1SOTA\u6216\u8d85\u8d8a\u57fa\u7ebf\uff0c\u663e\u793aADRS\u5728\u201c\u6210\u672c\u2014\u6548\u679c\u201d\u4e0a\u7684\u73b0\u5b9e\u53ef\u884c\u6027\u4e0e\u9ad8\u6027\u4ef7\u6bd4\u3002<\/p>\n\n\n\n<p>\u5341\u4e00\u3001\u5bf9\u7cfb\u7edf\u7814\u7a76\u8303\u5f0f\u7684\u5f71\u54cd\u4e0e\u4eba\u673a\u5206\u5de5\u91cd\u5851<br>1\uff09\u7814\u7a76\u6d41\u7a0b\u518d\u5206\u5de5\uff1a\u4eba\u7c7b\u4ece\u201c\u5199\u7b97\u6cd5\u201d\u8f6c\u5411\u201c\u95ee\u9898\u523b\u753b\/\u6570\u636e\u4e0e\u7ea6\u675f\u5efa\u6a21\/\u8bc4\u6d4b\u4e0e\u641c\u7d22\u7b56\u7565\u8bbe\u8ba1\/\u5b89\u5168\u4e0e\u7a33\u5065\u6027\u628a\u5173\u201d\uff1bAI\u8d1f\u8d23\u201c\u5e7f\u57df\u65b9\u6848\u641c\u7d22\u4e0e\u5b9e\u73b0\u2014\u8bc4\u6d4b\u2014\u8fed\u4ee3\u201d\u7684\u9ad8\u9891\u73af\u3002<br>2\uff09\u80fd\u529b\u8fb9\u754c\u4e0e\u5f00\u653e\u6311\u6218\uff1a\u5f53\u201c\u5f3a\u9a8c\u8bc1\u5668\u201d\u5b58\u5728\u65f6\uff08\u5982\u6027\u80fd\u4f18\u5316\uff09\uff0cADRS\u6700\u5177\u5a01\u529b\uff1b\u4f46\u5bf9\u4e8e\u96be\u4ee5\u5f62\u5f0f\u5316\/\u9a8c\u8bc1\u7684\u5f00\u653e\u6027\u95ee\u9898\uff0c\u4ecd\u4f9d\u8d56\u4eba\u7c7b\u4e3b\u5bfc\u3002\u5982\u4f55\u7cfb\u7edf\u5316\u6d88\u878d\u4e0d\u540c\u914d\u7f6e\u7684\u4f5c\u7528\u3001\u6784\u5efa\u53ef\u6cdb\u5316\u7684\u8bc4\u6d4b\u65cf\u7fa4\u3001\u9632\u6b62\u6c61\u67d3\u4e0e\u5956\u52b1\u6295\u673a\u3001\u5728\u771f\u673a\u73af\u5883\u4e0b\u5b89\u5168\u843d\u5730\uff0c\u90fd\u662f\u540e\u7eed\u5173\u952e\u8bae\u9898\u3002<\/p>\n\n\n\n<p>\u5341\u4e8c\u3001\u9762\u5411\u5b9e\u8df5\u8005\u7684\u843d\u5730\u6e05\u5355\uff08\u4ece0\u52301\uff09<br>\uff081\uff09\u9009\u9898\uff1a\u4f18\u5148\u9009\u62e9\u201c\u53ef\u6a21\u62df\u2014\u53ef\u91cf\u5316\u2014\u53ef\u5bf9\u6bd4\u201d\u7684\u6027\u80fd\u7c7b\u4efb\u52a1\uff0c\u51c6\u5907\u5e72\u51c0\u7684\u57fa\u7ebf\u4e0e\u516c\u5f00\u6570\u636e\/\u8d1f\u8f7d\u3002<br>\uff082\uff09\u8bc4\u6d4b\uff1a\u7f16\u5199\u5c0f\u800c\u5168\u7684\u8bc4\u6d4b\u5668\uff08\u8986\u76d6\u6b63\u786e\u6027\u3001\u6548\u7387\u3001\u9c81\u68d2\u6027\uff09\uff0c\u52a0\u5165\u5bf9\u6297\u6837\u4f8b\u4e0e\u8d8a\u6743\u68c0\u67e5\uff0c\u907f\u514d\u201c\u94bb\u8bc4\u6d4b\u7a7a\u5b50\u201d\u3002<br>\uff083\uff09\u641c\u7d22\uff1a\u91c7\u7528\u53cc\u6a21\u578b\uff08\u63a8\u7406\u578b+\u9ad8\u6548\u578b\uff09+ 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