{"id":25555,"date":"2025-04-23T10:04:43","date_gmt":"2025-04-23T02:04:43","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25555"},"modified":"2025-04-23T10:04:43","modified_gmt":"2025-04-23T02:04:43","slug":"ai%e4%b9%9f%e8%a6%81007%ef%bc%9fletta%e3%80%81%e4%bc%af%e5%85%8b%e5%88%a9%e6%8f%90%e5%87%ba%e3%80%8c%e7%9d%a1%e7%9c%a0%e6%97%b6%e9%97%b4%e8%ae%a1%e7%ae%97%e3%80%8d%ef%bc%8c%e6%8e%a8%e7%90%86%e6%95%88","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/04\/23\/25555\/","title":{"rendered":"AI\u4e5f\u8981007\uff1fLetta\u3001\u4f2f\u514b\u5229\u63d0\u51fa\u300c\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u300d\uff0c\u63a8\u7406\u6548\u7387\u7ffb\u500d\u8fd8\u4e0d\u52a0\u94b1"},"content":{"rendered":"<div><img data-dominant-color=\"4678b4\" data-has-transparency=\"false\" style=\"--dominant-color: #4678b4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25557\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/c8728a350dbc62955008270c93a4317aaf1807-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/c8728a350dbc62955008270c93a4317aaf1807-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/04\/c8728a350dbc62955008270c93a4317aaf1807-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u4ed6\u4eec\u5728\u6700\u65b0\u7684\u7814\u7a76\u8bba\u6587\u4e2d\u63d0\u51fa\u300c\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u300d\u3002\u5b83\u4e3a\u5177\u5907\u72b6\u6001\u6027\u7684 AI \u7cfb\u7edf\uff08stateful AI systems\uff09\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4ee4\u4eba\u5174\u594b\u7684\u5168\u65b0\u6269\u5c55\u8def\u5f84\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>AI \u4e5f\u8981 007 \u5de5\u4f5c\u5236\u4e86\uff01<\/p>\n<p>\u8fd1\u65e5\uff0cAI \u521d\u521b\u516c\u53f8 Letta \u548c UC \u4f2f\u514b\u5229\u7684\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u79cd\u6269\u5c55\u4eba\u5de5\u667a\u80fd\u80fd\u529b\u7684\u65b0\u65b9\u5f0f \u2014\u2014 \u7761\u7720\u65f6\u95f4\u8ba1\u7b97\uff08Sleep-time Compute\uff09\uff0c\u8ba9\u6a21\u578b\u5728\u7a7a\u95f2\u65f6\u95f4\u300c\u601d\u8003\u300d\uff0c\u65e8\u5728\u63d0\u9ad8\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u63a8\u7406\u6548\u7387\uff0c\u964d\u4f4e\u63a8\u7406\u6210\u672c\uff0c\u540c\u65f6\u4fdd\u6301\u6216\u63d0\u5347\u51c6\u786e\u6027\u3002<\/p>\n<p><img decoding=\"async\" title=\"image.png\" src=\"https:\/\/s8.51cto.com\/oss\/202504\/22\/578bfd3400f071530c25668aba70fc166af6d1.webp\" alt=\"image.png\" data-type=\"inline\" \/><\/p>\n<p>\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u7684\u6838\u5fc3\u7406\u5ff5\u5728\u4e8e\uff1a\u667a\u80fd\u4f53\u5373\u4f7f\u5728\u300c\u7761\u7720\u300d\uff08\u5373\u7528\u6237\u672a\u63d0\u51fa\u67e5\u8be2\u65f6\u7684\u95f2\u7f6e\u72b6\u6001\uff09\u65f6\u6bb5\uff0c\u4e5f\u5e94\u6301\u7eed\u8fd0\u884c\uff0c\u5229\u7528\u8fd9\u4e9b\u975e\u4ea4\u4e92\u671f\u91cd\u7ec4\u4fe1\u606f\u3001\u63d0\u524d\u5b8c\u6210\u63a8\u7406\u3002\u5f53\u524d\u8bb8\u591a\u667a\u80fd\u4f53\u90fd\u8fd0\u884c\u4e8e\u5b58\u5728\u6301\u4e45\u5316\u4e0a\u4e0b\u6587\u7684\u73af\u5883\u4e2d\u3002\u4f8b\u5982\uff0c\u4ee3\u7801\u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u7f16\u7a0b\u8bf7\u6c42\u5230\u6765\u524d\u9884\u5148\u7814\u4e60\u4ee3\u7801\u5e93\uff1b\u5bf9\u8bdd\u667a\u80fd\u4f53\u5219\u53ef\u53cd\u601d\u7528\u6237\u8fc7\u5f80\u7684\u4ea4\u6d41\u8bb0\u5f55\uff0c\u5728\u4ea4\u4e92\u524d\u91cd\u65b0\u6574\u7406\u4fe1\u606f\u3002<\/p>\n<p>\u5728\u7761\u7720\u65f6\u6bb5\u6267\u884c\u63a8\u7406\u7684\u8fc7\u7a0b\u5c06\u300c\u539f\u59cb\u4e0a\u4e0b\u6587\u300d\uff08raw context\uff09\u8f6c\u5316\u4e3a\u300c\u5b66\u4e60\u5230\u7684\u4e0a\u4e0b\u6587\u300d\uff08learned context\uff09\u3002\u4e0e\u4ec5\u62e5\u6709\u539f\u59cb\u4e0a\u4e0b\u6587\u7684\u667a\u80fd\u4f53\u76f8\u6bd4\uff0c\u5177\u5907\u9884\u5904\u7406\u80fd\u529b\u7684\u667a\u80fd\u4f53\u53ef\u5728\u5b9e\u9645\u5e94\u7b54\u65f6\u51cf\u5c11\u5373\u65f6\u63a8\u7406\u8ba1\u7b97\u7684\u8d1f\u62c5\uff0c\u56e0\u4e3a\u5b83\u4eec\u5df2\u7ecf\u63d0\u524d\u8fdb\u884c\u4e86\u601d\u8003\u3002<\/p>\n<p><img decoding=\"async\" title=\"image.png\" src=\"https:\/\/s3.51cto.com\/oss\/202504\/22\/07eabac8978133291728882f09cd9a121d56c4.webp\" alt=\"image.png\" data-type=\"inline\" \/><\/p>\n<ul data-id=\"ua73dd4b-5C0DAkY3\">\n<li data-id=\"ld70c578-59Fa2393\">\u8bba\u6587\u6807\u9898\uff1a Sleep-time Compute: Beyond Inference Scaling at Test-time<\/li>\n<li data-id=\"ld70c578-eVMe1U7G\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2504.13171<\/li>\n<li data-id=\"ld70c578-r8A4XCpf\">\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/letta-ai\/sleep-time-compute<\/li>\n<\/ul>\n<h4>\u4ece\u6d4b\u8bd5\u65f6\u95f4\u6269\u5c55\u5230\u7761\u7720\u65f6\u95f4\u6269\u5c55<\/h4>\n<p>\u5728\u8fc7\u53bb\u7684\u4e00\u5e74\u91cc\uff0c\u6211\u4eec\u89c1\u8bc1\u4e86\u300c\u63a8\u7406\u6a21\u578b\u300d\u7684\u5d1b\u8d77\uff1a\u8fd9\u4e9b\u6a21\u578b\u5728\u56de\u7b54\u4e4b\u524d\u4f1a\u8fdb\u884c\u300c\u601d\u8003\u300d\u3002\u4f8b\u5982\uff0cOpenAI \u7684 o1\u3001DeepSeek \u7684 R1 \u548c Anthropic \u7684 Claude 3.7 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src=\"https:\/\/s7.51cto.com\/oss\/202504\/22\/f4a0e8b977ff4b5abf6059be8e7eda405db3ac.webp\" alt=\"image.png\" data-type=\"inline\" \/><\/p>\n<p>\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\uff1a\u5728\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u8bbe\u7f6e\u4e2d\uff0c\u7528\u6237\u63d0\u4f9b q \u548c\u4e00\u4e9b\u4e0a\u4e0b\u6587 c\uff0c\u6a21\u578b\u8f93\u51fa\u63a8\u7406\u8ddf\u8e2a\uff0c\u540e\u9762\u8ddf\u7740\u6700\u7ec8\u7b54\u6848 a\u3002<\/p>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u8868\u793a\u4e3a\uff1aT_B\uff08q, c\uff09\u2192a\uff0c\u5176\u4e2d T \u662f\u5728\u9884\u7b97 B \u4e0b\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u7684\u65b9\u6cd5\uff0c\u5305\u62ec\u6269\u5c55\u601d\u7ef4\u94fe\u6216 best-of-N \u7b49\u6280\u672f\u3002<\/p>\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0c\u7528\u6237\u53ef\u80fd\u5bf9\u540c\u4e00\u4e0a\u4e0b\u6587\u6709\u591a\u4e2a\u67e5\u8be2 q_1\uff0c q_2\u2026q_N\u3002\u5728\u6b64\u8bbe\u7f6e\u4e0b\uff0c\u6a21\u578b\u5c06\u5bf9\u6bcf\u4e2a q_i 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c\uff0c\u5e76\u5c06\u5927\u90e8\u5206\u9884\u5904\u7406\u5de5\u4f5c\u524d\u7f6e\u5b8c\u6210\u3002<\/p>\n<p>\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\uff1a\u5728\u7761\u7720\u65f6\u95f4\uff0c\u53ef\u4ee5\u5f97\u5230\u4e0a\u4e0b\u6587 c \u4f46\u6ca1\u6709\u67e5\u8be2 q\u3002\u4ec5\u57fa\u4e8e\u8fd9\u4e2a\u4e0a\u4e0b\u6587 c\uff0c\u53ef\u4ee5\u4f7f\u7528 LLM \u63a8\u7406\u53ef\u80fd\u7684\u95ee\u9898\u5e76\u63a8\u7406\u4e0a\u4e0b\u6587\uff0c\u6700\u7ec8\u4ea7\u751f\u4e00\u4e2a\u66f4\u65b0\u7684\u91cd\u65b0\u8868\u793a\u7684\u4e0a\u4e0b\u6587 c \u2032\u3002\u7814\u7a76\u8005\u5c06\u8fd9\u4e2a\u8fc7\u7a0b\u8868\u793a\u4e3a\uff1aS (c) \u2192 c \u2032\uff0c\u5176\u4e2d S \u53ef\u4ee5\u662f\u4efb\u4f55\u6807\u51c6\u7684\u6d4b\u8bd5\u65f6\u95f4\u6269\u5c55\u6280\u672f\uff0c\u7528\u4e8e\u5728\u7761\u7720\u65f6\u95f4\u9884\u5904\u7406\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0cS (c) \u662f\u901a\u8fc7\u63d0\u793a\u6a21\u578b\u8fdb\u884c\u63a8\u7406\u5e76\u4ee5\u53ef\u80fd\u5728\u6d4b\u8bd5\u65f6\u6709\u7528\u7684\u65b9\u5f0f\u91cd\u5199 c \u6765\u5b9e\u73b0\u7684\u3002\u5728\u5bf9\u4e0a\u4e0b\u6587\u8fdb\u884c\u9884\u5904\u7406\u4e4b\u540e\uff0c\u53ef\u4ee5\u5728\u6d4b\u8bd5\u65f6\u63d0\u4f9b\u65b0\u7684\u4e0a\u4e0b\u6587 c \u2032 \u4ee3\u66ff c \u6765\u751f\u6210\u5bf9\u7528\u6237\u67e5\u8be2\u7684\u6700\u7ec8\u7b54\u6848\uff1aT_b (q, c \u2032) \u2192 a\u3002\u7531\u4e8e\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5173\u4e8e c \u7684\u5927\u90e8\u5206\u63a8\u7406\u5df2\u7ecf\u63d0\u524d\u5b8c\u6210\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528\u5c0f\u5f97\u591a\u7684\u6d4b\u8bd5\u65f6\u95f4\u9884\u7b97 b &lt;&lt; B\u3002\u6b64\u5916\uff0cc \u2032 \u53ef\u4ee5\u5728\u5173\u4e8e\u76f8\u540c\u4e0a\u4e0b\u6587\u7684\u4e0d\u540c\u67e5\u8be2 q_i \u4e4b\u95f4\u5171\u4eab\uff0c\u4ece\u800c\u6709\u6548\u5730\u644a\u9500\u5728\u67e5\u8be2\u4e4b\u95f4\u5f97\u51fa c \u2032 \u6240\u9700\u7684\u8ba1\u7b97\uff0c\u4ece\u800c\u8282\u7701\u603b\u4f53\u6210\u672c\u3002<\/p>\n<h4>\u5b9e\u9a8c\u53ca\u7ed3\u679c<\/h4>\n<p>\u672c\u6587\u901a\u8fc7\u5b9e\u9a8c\u6765\u63a2\u7a76\u7761\u7720\u65f6\u8ba1\u7b97\u7684\u4f18\u52bf\uff0c\u5e76\u91cd\u70b9\u56de\u7b54\u4e86\u4ee5\u4e0b\u95ee\u9898\uff1a<\/p>\n<p>1. \u7761\u7720\u65f6\u8ba1\u7b97\u80fd\u5426\u6539\u53d8\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u4e0e\u51c6\u786e\u7387\u4e4b\u95f4\u7684\u5e15\u7d2f\u6258\u8fb9\u754c\uff1f<\/p>\n<p>2. \u6269\u5c55\u7761\u7720\u65f6\u8ba1\u7b97\u89c4\u6a21\u80fd\u5426\u8fdb\u4e00\u6b65\u4f18\u5316\u8be5\u5e15\u7d2f\u6258\u8fb9\u754c\uff1f<\/p>\n<p>3. \u5f53\u5355\u4e2a\u4e0a\u4e0b\u6587\u5bf9\u5e94\u591a\u4e2a\u5173\u8054\u95ee\u9898\u65f6\uff0c\u5206\u644a\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u4e0e\u7761\u7720\u65f6\u8ba1\u7b97\u80fd\u5426\u5e26\u6765\u603b\u4f53 token \u6548\u7387\u63d0\u5347\uff1f<\/p>\n<p>4. \u7761\u7720\u65f6\u8ba1\u7b97\u5728\u54ea\u4e9b\u573a\u666f\u4e2d\u80fd\u5e26\u6765\u6700\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff1f<\/p>\n<p>\u5bf9\u4e8e\u95ee\u9898 1\uff1a\u5e94\u7528\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u6539\u53d8\u5e15\u7d2f\u6258\u8fb9\u754c<\/p>\n<p>\u56fe 3 \u8868\u660e\u51c6\u786e\u7387\u548c\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u4e4b\u95f4\u5b58\u5728\u6743\u8861\uff0c\u5e76\u4e14\u6dfb\u52a0\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u53ef\u4ee5\u8d85\u8d8a\u5e15\u7d2f\u6258\u8ba1\u7b97 &#8211; \u51c6\u786e\u7387\u66f2\u7ebf\u3002<\/p>\n<p><img decoding=\"async\" title=\"image.png\" src=\"https:\/\/s4.51cto.com\/oss\/202504\/22\/e293c9e12474d79d1bf683b812808c5604d5a2.webp\" alt=\"image.png\" data-type=\"inline\" \/><\/p>\n<p>\u56fe 4 \u5c55\u793a\u4e86\u4e0d\u540c\u6a21\u578b\u5728 Stateful AIME \u6570\u636e\u96c6\u4e0a\u7684\u7ed3\u679c\u3002\u6211\u4eec\u770b\u5230\uff0c\u5e94\u7528\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u540e\uff0c\u6d4b\u8bd5\u65f6\u95f4\u548c\u51c6\u786e\u7387\u90fd\u53d1\u751f\u4e86\u663e\u8457\u7684\u5e15\u7d2f\u6258\u504f\u79fb\uff0c\u4f46 o1 \u9664\u5916\uff0c\u5b83\u7684\u589e\u76ca\u6709\u9650\u3002<\/p>\n<p><img decoding=\"async\" title=\"2025-04-22_100744.png\" src=\"https:\/\/s8.51cto.com\/oss\/202504\/22\/d36fadd63ef0b14c85b946d4cae5bc31317bcc.webp\" alt=\"2025-04-22_100744.png\" data-type=\"inline\" \/><\/p>\n<p>\u5bf9\u4e8e\u95ee\u9898 2\uff1a\u6269\u5c55\u7761\u7720\u65f6\u95f4\u8ba1\u7b97<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u4f5c\u8005\u60f3\u4e86\u89e3\u5728\u7761\u7720\u65f6\u95f4\u5185\u6269\u5c55\u8ba1\u7b97\u91cf\u5982\u4f55\u8fdb\u4e00\u6b65\u5f71\u54cd\u5e15\u7d2f\u6258\u8f6c\u53d8\u3002<\/p>\n<p>\u5728\u56fe 7 \u4e2d\uff0c\u6211\u4eec\u770b\u5230\u8fdb\u4e00\u6b65\u6269\u5c55\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u4f1a\u4f7f\u5e15\u7d2f\u6258\u66f2\u7ebf\u5916\u79fb\uff0c\u5728\u76f8\u4f3c\u7684\u6d4b\u8bd5\u65f6\u95f4\u9884\u7b97\u4e0b\uff0c\u6027\u80fd\u63d0\u5347\u9ad8\u8fbe 13%\u3002<\/p>\n<p><img decoding=\"async\" title=\"image.png\" src=\"https:\/\/s6.51cto.com\/oss\/202504\/22\/14c41a21924d9bb1af78685cfc71f4a8733592.webp\" alt=\"image.png\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u56fe 26 \u4e2d\uff0c\u4f5c\u8005\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u3002\u6211\u4eec\u770b\u5230\u4e86\u76f8\u540c\u7684\u7ed3\u679c\uff0c\u6269\u5c55\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u901a\u5e38\u4f1a\u4f7f\u5e15\u7d2f\u6258\u66f2\u7ebf\u5916\u79fb\uff0c\u6027\u80fd\u63d0\u5347\u9ad8\u8fbe 18%\u3002<\/p>\n<p><img decoding=\"async\" title=\"image.png\" src=\"https:\/\/s9.51cto.com\/oss\/202504\/22\/e3e70ad0436f8d40b24733e6e0f1163de21bf7.webp\" alt=\"image.png\" data-type=\"inline\" \/><\/p>\n<p>\u5bf9\u4e8e\u95ee\u9898 3\uff1a\u5728\u5177\u6709\u5171\u4eab\u4e0a\u4e0b\u6587\u7684\u67e5\u8be2\u4e4b\u95f4\u5206\u644a\u7761\u7720\u65f6\u95f4\u8ba1\u7b97<\/p>\n<p>\u4f5c\u8005\u8fd8\u5e0c\u671b\u4e86\u89e3\u5982\u4f55\u901a\u8fc7\u5728\u6bcf\u4e2a\u4e0a\u4e0b\u6587\u90fd\u6709\u591a\u4e2a\u67e5\u8be2\u7684\u8bbe\u7f6e\u4e2d\u5e94\u7528\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u6765\u6539\u5584\u63a8\u7406\u7684\u603b\u6210\u672c\u3002\u6211\u4eec\u770b\u5230\uff0c\u4e0e\u5355\u67e5\u8be2\u57fa\u7ebf\u76f8\u6bd4\uff0c\u5f53\u6bcf\u4e2a\u4e0a\u4e0b\u6587\u6709 10 \u4e2a\u67e5\u8be2\u65f6\uff0c\u6bcf\u4e2a\u67e5\u8be2\u7684\u5e73\u5747\u6210\u672c\u964d\u4f4e\u591a\u8fbe 2.5 \u500d\u3002<\/p>\n<p><img decoding=\"async\" title=\"image.png\" src=\"https:\/\/s9.51cto.com\/oss\/202504\/22\/977e755311d3617d3f494473653ce3fcd3a977.webp\" alt=\"image.png\" data-type=\"inline\" \/><\/p>\n<p>\u5bf9\u4e8e\u95ee\u9898 4\uff1a\u53ef\u9884\u6d4b\u67e5\u8be2\u4ece\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u4e2d\u83b7\u76ca\u66f4\u591a<\/p>\n<p>\u5728\u56fe 10 \u4e2d\uff0c\u6211\u4eec\u770b\u5230\u968f\u7740\u95ee\u9898\u4ece\u4e0a\u4e0b\u6587\u4e2d\u53d8\u5f97\u66f4\u52a0\u53ef\u9884\u6d4b\uff0c\u7761\u7720\u65f6\u95f4\u8ba1\u7b97\u548c\u6807\u51c6\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u4e4b\u95f4\u7684\u51c6\u786e\u5ea6\u5dee\u8ddd\u4e0d\u65ad\u6269\u5927\uff0c\u8fd9\u8bc1\u5b9e\u4e86\u672c\u6587\u7684\u5047\u8bbe\uff0c\u5373\u5f53\u95ee\u9898\u80fd\u591f\u901a\u8fc7\u4e0a\u4e0b\u6587\u9884\u6d4b\u65f6\uff0c\u7761\u7720\u65f6\u8ba1\u7b97\u6700\u80fd\u53d1\u6325\u5176\u4f18\u52bf\u3002<\/p>\n<p><img decoding=\"async\" title=\"image.png\" src=\"https:\/\/s6.51cto.com\/oss\/202504\/22\/d30253b3669de66cde3279897a16f3cc3e97e7.webp\" alt=\"image.png\" data-type=\"inline\" \/><\/p>\n<p>\u4e86\u89e3\u66f4\u591a\u5185\u5bb9\uff0c\u8bf7\u53c2\u8003\u539f\u8bba\u6587\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_25555\" class=\"pvc_stats total_only  \" data-element-id=\"25555\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 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