{"id":772532,"date":"2026-05-03T08:44:51","date_gmt":"2026-05-03T00:44:51","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=772532"},"modified":"2026-05-03T08:44:51","modified_gmt":"2026-05-03T00:44:51","slug":"agent-%e9%9c%80%e8%a6%81%e6%b2%b9%e8%a1%a8%e5%92%8c%e5%88%b9%e8%bd%a6%ef%bc%9a%e4%b8%80%e7%af%87%e8%ae%ba%e6%96%87%ef%bc%8c%e6%89%92%e5%85%89%e4%ba%86-agent","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=772532","title":{"rendered":"Agent \u9700\u8981\u201c\u6cb9\u8868\u201d\u548c\u201c\u5239\u8f66\u201d\uff1a\u4e00\u7bc7\u8bba\u6587\uff0c\u6252\u5149\u4e86 Agent \u7684\u201c\u7cca\u6d82\u8d26\u201d"},"content":{"rendered":"<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/05\/5b68f16badef09b19d7685b0c6d86980_1777768437.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg\/thumbnail\/1440x810&ext=.png\" alt=\"Agent \u9700\u8981\u201c\u6cb9\u8868\u201d\u548c\u201c\u5239\u8f66\u201d\uff1a\u4e00\u7bc7\u8bba\u6587\uff0c\u6252\u5149\u4e86 Agent \u7684\u201c\u7cca\u6d82\u8d26\u201d\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\u8fd9\u4e2a\u573a\u666f\uff1a<\/p>\n<p>\u4f60\u8ba9 AI Agent \u5e2e\u4f60\u4fee\u4e00\u4e2a\u4ee3\u7801 Bug\u3002\u5b83\u6253\u5f00\u9879\u76ee\uff0c\u8bfb\u4e86 20 \u4e2a\u6587\u4ef6\uff0c\u6539\u4e86\u6539\uff0c\u8dd1\u4e86\u4e00\u4e0b\u6d4b\u8bd5\uff0c\u6ca1\u8fc7\uff0c\u53c8\u6539\uff0c\u53c8\u8dd1\uff0c\u8fd8\u662f\u6ca1\u8fc7&hellip;&hellip;\u6765\u56de\u6298\u817e\u4e86\u5341\u51e0\u8f6e\uff0c\u7ec8\u4e8e&mdash;&mdash;\u8fd8\u662f\u6ca1\u4fee\u597d\u3002<\/p>\n<p>\u4f60\u5173\u6389\u7535\u8111\uff0c\u677e\u4e86\u53e3\u6c14\u3002\u7136\u540e\u6536\u5230\u4e86 API \u8d26\u5355\u3002<\/p>\n<p>\u4e0a\u9762\u7684\u6570\u5b57\u53ef\u80fd\u8ba9\u4f60\u5012\u5438\u4e00\u53e3\u51c9\u6c14&mdash;&mdash;<strong>AI Agent \u81ea\u4e3b\u4fee Bug \u5728\u6d77\u5916\u5b98\u65b9 API \u4e0b\uff0c\u5355\u6b21\u672a\u4fee\u590d\u4efb\u52a1\u5e38\u70e7\u6389\u767e\u4e07\u4ee5\u4e0a Token\uff0c\u8d39\u7528\u53ef\u8fbe\u51e0\u5341\u81f3\u4e00\u767e\u591a\u7f8e\u5143\u3002<\/strong><\/p>\n<p>2026 \u5e74 4 \u6708\uff0c\u4e00\u7bc7\u7531\u65af\u5766\u798f\u3001MIT\u3001\u5bc6\u6b47\u6839\u5927\u5b66\u7b49\u8054\u5408\u53d1\u5e03\u7684\u7814\u7a76\u8bba\u6587\uff0c\u7b2c\u4e00\u6b21\u7cfb\u7edf\u6027\u5730\u6253\u5f00\u4e86 AI Agent \u5728\u4ee3\u7801\u4efb\u52a1\u4e2d\u7684&ldquo;\u6d88\u8d39\u9ed1\u7bb1&rdquo;&mdash;&mdash;\u94b1\u5230\u5e95\u82b1\u5728\u54ea\u4e86\u3001\u82b1\u5f97\u503c\u4e0d\u503c\u3001\u80fd\u4e0d\u80fd\u63d0\u524d\u9884\u4f30\uff0c\u7b54\u6848\u4ee4\u4eba\u9707\u60ca\u3002<\/p>\n<h2>\u53d1\u73b0\u4e00\uff1aAgent \u5199\u4ee3\u7801\u7684\u70e7\u94b1\u901f\u5ea6\uff0c\u662f\u666e\u901a AI \u5bf9\u8bdd\u7684 1000 \u500d<\/h2>\n<p>\u5927\u5bb6\u53ef\u80fd\u89c9\u5f97\uff0c\u8ba9 AI \u5e2e\u4f60\u5199\u4ee3\u7801\u548c\u8ba9 AI \u8ddf\u4f60\u804a\u4ee3\u7801\uff0c\u82b1\u7684\u94b1\u5e94\u8be5\u5dee\u4e0d\u591a\u5427\uff1f<\/p>\n<p>\u8bba\u6587\u7ed9\u51fa\u5bf9\u6bd4\u663e\u793a\uff1a<\/p>\n<blockquote>\n<p>Agentic \u7f16\u7801\u4efb\u52a1\u7684 Token \u6d88\u8017\u91cf\uff0c\u662f\u666e\u901a\u4ee3\u7801\u95ee\u7b54\u548c\u4ee3\u7801\u63a8\u7406\u4efb\u52a1\u7684<strong>\u7ea6 1000 \u500d<\/strong>\u3002<\/p>\n<\/blockquote>\n<p>\u5dee\u4e86\u6574\u6574\u4e09\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u4f1a\u8fd9\u6837\uff1f\u8bba\u6587\u6307\u51fa\u4e86\u4e00\u4e2a\u4e8b\u5b9e&mdash;&mdash;<strong>\u94b1\u4e0d\u662f\u82b1\u5728&ldquo;\u5199\u4ee3\u7801&rdquo;\u4e0a\uff0c\u800c\u662f\u82b1\u5728&ldquo;\u8bfb\u4ee3\u7801&rdquo;\u4e0a\u3002<\/strong><\/p>\n<p>\u8fd9\u91cc\u7684&ldquo;\u8bfb&rdquo;\u4e0d\u662f\u6307\u4eba\u7c7b\u8bfb\u4ee3\u7801\uff0c\u800c\u662f Agent \u5728\u5de5\u4f5c\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u4e0d\u65ad\u5730\u628a\u6574\u4e2a\u9879\u76ee\u7684\u4e0a\u4e0b\u6587\u3001\u5386\u53f2\u64cd\u4f5c\u8bb0\u5f55\u3001\u62a5\u9519\u4fe1\u606f\u3001\u6587\u4ef6\u5185\u5bb9\u4e00\u80a1\u8111\u513f&ldquo;\u5582&rdquo;\u7ed9\u6a21\u578b\u3002\u6bcf\u591a\u4e00\u8f6e\u5bf9\u8bdd\uff0c\u8fd9\u4e2a\u4e0a\u4e0b\u6587\u5c31\u53d8\u5f97\u66f4\u957f\u4e00\u8f6e\uff1b\u800c\u6a21\u578b\u662f<strong>\u6309 Token \u6570\u91cf\u8ba1\u8d39<\/strong>\u7684&mdash;&mdash;\u4f60\u5582\u5f97\u8d8a\u591a\uff0c\u4ed8\u5f97\u8d8a\u591a\u3002<\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9\uff1a\u8fd9\u5c31\u50cf\u8bf7\u4e86\u4e00\u4e2a\u4fee\u7406\u5de5\uff0c\u4ed6\u6bcf\u52a8\u4e00\u4e0b\u6273\u624b\u4e4b\u524d\uff0c\u90fd\u8981\u4f60\u628a\u6574\u680b\u697c\u7684\u56fe\u7eb8\u4ece\u5934\u5ff5\u4e00\u904d\u7ed9\u4ed6\u542c&mdash;&mdash;<strong>\u5ff5\u56fe\u7eb8\u7684\u94b1\uff0c\u8fdc\u6bd4\u62e7\u87ba\u4e1d\u7684\u94b1\u8d35\u5f97\u591a\u3002<\/strong><\/p>\n<p>\u8bba\u6587\u628a\u8fd9\u4e2a\u73b0\u8c61\u603b\u7ed3\u4e3a\u4e00\u53e5\u8bdd\uff1a<strong>\u9a71\u52a8 Agent \u6210\u672c\u7684\uff0c\u662f\u8f93\u5165 Token \u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u800c\u975e\u8f93\u51fa Token\u3002<\/strong><\/p>\n<h2>\u53d1\u73b0\u4e8c\uff1a\u540c\u4e00\u4e2a Bug\uff0c\u8dd1\u4e24\u6b21\uff0c\u82b1\u8d39\u80fd\u5dee\u4e00\u500d&mdash;&mdash;\u800c\u4e14\u8d8a\u8d35\u7684 Bug \u8d8a\u4e0d\u7a33\u5b9a<\/h2>\n<p>\u66f4\u8ba9\u4eba\u5934\u75bc\u7684\u662f\u968f\u673a\u6027\u3002<\/p>\n<p>\u7814\u7a76\u8005\u8ba9\u540c\u4e00\u4e2a Agent \u5728<strong>\u540c\u4e00\u4e2a\u4efb\u52a1\u4e0a\u8dd1\u4e86 4 \u6b21<\/strong>\uff0c\u7ed3\u679c\u53d1\u73b0\uff1a<\/p>\n<ul>\n<li>\u5728\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\uff0c\u6700\u8d35\u7684\u4efb\u52a1\u6bd4\u6700\u4fbf\u5b9c\u7684\u4efb\u52a1\u591a\u70e7\u7ea6<strong>700 \u4e07\u4e2a Token<\/strong>\uff08Figure 2a\uff09<\/li>\n<li>\u5728<strong>\u540c\u4e00\u6a21\u578b\u3001\u540c\u4e00\u4efb\u52a1<\/strong>\u7684\u591a\u6b21\u8fd0\u884c\u4e2d\uff0c\u6700\u8d35\u7684\u4e00\u6b21\u5927\u7ea6\u662f\u6700\u4fbf\u5b9c\u7684\u4e00\u6b21\u7684<strong>2 \u500d<\/strong>\uff08Figure 2b\uff09<\/li>\n<li>\u800c\u5982\u679c<strong>\u8de8\u6a21\u578b<\/strong>\u5bf9\u6bd4\u540c\u4e00\u4e2a\u4efb\u52a1\uff0c\u6700\u9ad8\u6d88\u8017\u548c\u6700\u4f4e\u6d88\u8017\u4e4b\u95f4\u53ef\u4ee5\u76f8\u5dee\u9ad8\u8fbe<strong>30 \u500d<\/strong><\/li>\n<\/ul>\n<p>\u6700\u540e\u4e00\u4e2a\u6570\u5b57\u5c24\u5176\u503c\u5f97\u5173\u6ce8\uff1a\u8fd9\u610f\u5473\u7740\uff0c\u9009\u5bf9\u6a21\u578b\u548c\u9009\u9519\u6a21\u578b\u4e4b\u95f4\u7684\u6210\u672c\u5dee\u8ddd\uff0c\u4e0d\u662f&ldquo;\u8d35\u4e00\u70b9&rdquo;\uff0c\u800c\u662f&ldquo;\u8d35\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7&rdquo;\u3002<\/p>\n<p>\u66f4\u624e\u5fc3\u7684\u662f&mdash;&mdash;<strong>\u82b1\u5f97\u591a\uff0c\u4e0d\u4ee3\u8868\u505a\u5f97\u597d\u3002<\/strong><\/p>\n<p>\u8bba\u6587\u53d1\u73b0\u4e86\u4e00\u4e2a&ldquo;\u5012 U \u578b&rdquo;\u66f2\u7ebf\uff1a<\/p>\n<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/05\/72b366340d3552f69a176569e5609e83_1777768437.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x624\/gravity\/center\/crop\/!1440x624&ext=.jpg\" alt=\"Agent \u9700\u8981\u201c\u6cb9\u8868\u201d\u548c\u201c\u5239\u8f66\u201d\uff1a\u4e00\u7bc7\u8bba\u6587\uff0c\u6252\u5149\u4e86 Agent \u7684\u201c\u7cca\u6d82\u8d26\u201d\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u6210\u672c\u6c34\u5e73\u51c6\u786e\u7387\u8d8b\u52bf\u4f4e\u6210\u672c\u51c6\u786e\u7387\u8f83\u4f4e\uff08\u53ef\u80fd\u6295\u5165\u4e0d\u591f\uff09<strong>\u4e2d\u7b49\u6210\u672c<\/strong><strong>\u51c6\u786e\u7387\u5f80\u5f80\u6700\u9ad8<\/strong>\u9ad8\u6210\u672c\u51c6\u786e\u7387\u4e0d\u5347\u53cd\u964d\uff0c\u8fdb\u5165\"\u9971\u548c\u533a\u95f4\"<\/p>\n<p>\u4e3a\u4ec0\u4e48\u4f1a\u8fd9\u6837\uff1f\u8bba\u6587\u901a\u8fc7\u5206\u6790 Agent \u7684\u5177\u4f53\u64cd\u4f5c\u7ed9\u51fa\u4e86\u7b54\u6848&mdash;&mdash;<\/p>\n<blockquote>\n<p><strong>\u9ad8\u6210\u672c\u7684\u8fd0\u884c\u4e2d\uff0cAgent \u5927\u91cf\u65f6\u95f4\u82b1\u5728\u4e86&ldquo;\u91cd\u590d\u52b3\u52a8&rdquo;\u4e0a\u3002<\/strong><\/p>\n<\/blockquote>\n<p>\u7814\u7a76\u53d1\u73b0\uff0c\u5728\u9ad8\u6210\u672c\u8fd0\u884c\u4e2d\uff0c\u7ea6<strong>50% \u7684\u6587\u4ef6\u67e5\u770b\u548c\u6587\u4ef6\u4fee\u6539\u64cd\u4f5c\u662f\u91cd\u590d\u7684<\/strong>&mdash;&mdash;\u4e5f\u5c31\u662f\u8bf4\uff0cAgent \u5728\u53cd\u590d\u8bfb\u540c\u4e00\u4e2a\u6587\u4ef6\u3001\u53cd\u590d\u6539\u540c\u4e00\u884c\u4ee3\u7801\uff0c\u50cf\u4e00\u4e2a\u4eba\u5728\u623f\u95f4\u91cc\u8f6c\u5708\uff0c\u8d8a\u8f6c\u8d8a\u6655\uff0c\u8d8a\u6655\u8d8a\u8f6c\u3002<\/p>\n<p>\u94b1\u6ca1\u82b1\u5728\u89e3\u51b3\u95ee\u9898\u4e0a\uff0c\u82b1\u5728\u4e86&ldquo;\u8ff7\u8def&rdquo;\u4e0a\u3002<\/p>\n<h2>\u53d1\u73b0\u4e09\uff1a\u6a21\u578b\u4e4b\u95f4&ldquo;\u80fd\u6548\u6bd4&rdquo;\u5929\u5dee\u5730\u522b&mdash;&mdash;GPT-5 \u6700\u7701\uff0c\u6709\u7684\u6a21\u578b\u591a\u70e7 150 \u4e07 Token<\/h2>\n<p>\u8bba\u6587\u5728\u4e1a\u754c\u6807\u51c6\u7684<strong>SWE-bench Verified<\/strong>\uff08500 \u4e2a\u771f\u5b9e GitHub Issue\uff09\u4e0a\uff0c\u6d4b\u8bd5\u4e86 8 \u4e2a\u524d\u6cbf\u5927\u6a21\u578b\u7684 Agent \u8868\u73b0\u3002\u6362\u7b97\u6210\u7f8e\u5143\uff0c<strong>Token\u6548\u7387\u9ad8\u7684\u6a21\u578b<\/strong>\u6bcf\u4e2a\u4efb\u52a1\u53ef\u4ee5\u591a\u82b1\u51e0\u5341\u5757\u7684\u533a\u522b\u3002\u653e\u5230\u4f01\u4e1a\u7ea7\u5e94\u7528&mdash;&mdash;\u4e00\u5929\u8dd1\u51e0\u767e\u4e2a\u4efb\u52a1&mdash;&mdash;\u5dee\u8ddd\u5c31\u662f\u771f\u91d1\u767d\u94f6\u3002<\/p>\n<p>\u66f4\u6709\u610f\u601d\u7684\u4e00\u4e2a\u53d1\u73b0\u662f\uff1a<strong>Token \u6548\u7387\u662f\u6a21\u578b\u7684&ldquo;\u56fa\u6709\u6027\u683c&rdquo;\uff0c\u800c\u975e\u4efb\u52a1\u4f7f\u7136\u3002<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u628a\u6240\u6709\u6a21\u578b\u90fd\u6210\u529f\u89e3\u51b3\u7684\u4efb\u52a1\uff08230 \u4e2a\uff09\u548c\u6240\u6709\u6a21\u578b\u90fd\u5931\u8d25\u7684\u4efb\u52a1\uff08100 \u4e2a\uff09\u5206\u522b\u62ff\u51fa\u6765\u6bd4\u8f83\uff0c\u53d1\u73b0\u6a21\u578b\u7684\u76f8\u5bf9\u6392\u540d\u51e0\u4e4e\u6ca1\u6709\u53d8\u5316\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\uff1a<strong>\u6709\u4e9b\u6a21\u578b\u5929\u751f\u5c31&ldquo;\u8bdd\u591a&rdquo;\uff0c\u8ddf\u4efb\u52a1\u96be\u5ea6\u5173\u7cfb\u4e0d\u5927\u3002<\/strong><\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u4ee4\u4eba\u6df1\u601d\u7684\u53d1\u73b0\uff1a<strong>\u6a21\u578b\u7f3a\u4e4f&ldquo;\u6b62\u635f\u610f\u8bc6&rdquo;\u3002<\/strong><\/p>\n<p>\u5728\u9762\u5bf9\u6240\u6709\u6a21\u578b\u90fd\u65e0\u6cd5\u89e3\u51b3\u7684\u56f0\u96be\u4efb\u52a1\u65f6\uff0c\u7406\u60f3\u7684 Agent \u5e94\u8be5\u5c3d\u65e9\u653e\u5f03\uff0c\u800c\u4e0d\u662f\u7ee7\u7eed\u70e7\u94b1\u3002\u4f46\u73b0\u5b9e\u662f\uff0c\u6a21\u578b\u666e\u904d\u5728\u5931\u8d25\u4efb\u52a1\u4e0a<strong>\u6d88\u8017\u4e86\u66f4\u591a\u7684 Token<\/strong>&mdash;&mdash;\u5b83\u4eec\u4e0d\u4f1a&ldquo;\u8ba4\u8f93&rdquo;\uff0c\u53ea\u4f1a\u7ee7\u7eed\u63a2\u7d22\u3001\u91cd\u8bd5\u3001\u91cd\u8bfb\u4e0a\u4e0b\u6587\uff0c\u50cf\u4e00\u53f0\u6ca1\u6709\u6cb9\u8868\u8b66\u793a\u706f\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%b1%bd%e8%bd%a6\" title=\"View all posts in \u6c7d\u8f66\" target=\"_blank\" class=\"tag_link\">\u6c7d\u8f66<\/a>\uff0c\u4e00\u8def\u5f00\u5230\u629b\u951a\u3002<\/p>\n<h2>\u53d1\u73b0\u56db\uff1a\u4eba\u7c7b\u89c9\u5f97\u96be\u7684\uff0cAgent \u4e0d\u4e00\u5b9a\u89c9\u5f97\u8d35&mdash;&mdash;\u96be\u5ea6\u611f\u77e5\u5b8c\u5168\u9519\u4f4d<\/h2>\n<p>\u4f60\u53ef\u80fd\u4f1a\u60f3\uff1a\u90a3\u81f3\u5c11\u6211\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u7684\u96be\u6613\u7a0b\u5ea6\u6765\u9884\u4f30\u6210\u672c\u5427\uff1f<\/p>\n<p>\u8bba\u6587\u627e\u6765\u4eba\u7c7b\u4e13\u5bb6\uff0c\u5bf9 500 \u4e2a\u4efb\u52a1\u7684\u96be\u5ea6\u8fdb\u884c\u8bc4\u5206\uff0c\u7136\u540e\u548c Agent \u7684\u5b9e\u9645 Token \u6d88\u8017\u505a\u5bf9\u6bd4&mdash;&mdash;<\/p>\n<p><strong>\u7ed3\u679c\uff1a\u4e24\u8005\u4e4b\u95f4\u53ea\u6709\u5f31\u76f8\u5173\u3002<\/strong><\/p>\n<p>\u7528\u5927\u767d\u8bdd\u8bf4\uff1a<strong>\u4eba\u7c7b\u89c9\u5f97\u96be\u5f97\u8981\u6b7b\u7684\u4efb\u52a1\uff0cAgent \u53ef\u80fd\u8f7b\u677e\u641e\u5b9a\u4e0d\u600e\u4e48\u82b1\u94b1\uff1b\u4eba\u7c7b\u89c9\u5f97\u5c0f\u83dc\u4e00\u789f\u7684\u4efb\u52a1\uff0cAgent \u53ef\u80fd\u70e7\u5230\u6000\u7591\u4eba\u751f\u3002<\/strong><\/p>\n<p>\u8fd9\u662f\u56e0\u4e3a\u4eba\u548c AI &ldquo;\u770b\u5230&rdquo;\u7684\u96be\u5ea6\u6839\u672c\u4e0d\u662f\u4e00\u56de\u4e8b\uff1a<\/p>\n<ul>\n<li><strong>\u4eba\u7c7b\u770b\u7684\u662f<\/strong>\uff1a\u903b\u8f91\u590d\u6742\u5ea6\u3001\u7b97\u6cd5\u96be\u5ea6\u3001\u4e1a\u52a1\u7406\u89e3\u95e8\u69db<\/li>\n<li><strong>Agent \u770b\u7684\u662f<\/strong>\uff1a\u9879\u76ee\u6709\u591a\u5927\u3001\u8981\u8bfb\u591a\u5c11\u6587\u4ef6\u3001\u63a2\u7d22\u8def\u5f84\u6709\u591a\u957f\u3001\u4f1a\u4e0d\u4f1a\u53cd\u590d\u4fee\u6539\u540c\u4e00\u4e2a\u6587\u4ef6<\/li>\n<\/ul>\n<p>\u4e00\u4e2a\u4eba\u7c7b\u4e13\u5bb6\u89c9\u5f97&ldquo;\u6539\u4e00\u884c\u5c31\u884c&rdquo;\u7684 Bug\uff0cAgent \u53ef\u80fd\u8981\u5148\u8bfb\u61c2\u6574\u4e2a\u4ee3\u7801\u5e93\u7684\u7ed3\u6784\u624d\u80fd\u5b9a\u4f4d\u5230\u90a3\u4e00\u884c&mdash;&mdash;\u5149\u662f&ldquo;\u8bfb&rdquo;\u5c31\u8981\u70e7\u6389\u5927\u91cf Token\u3002\u800c\u4e00\u4e2a\u4eba\u7c7b\u89c9\u5f97&ldquo;\u903b\u8f91\u5f88\u7ed5&rdquo;\u7684\u7b97\u6cd5\u95ee\u9898\uff0cAgent \u53ef\u80fd\u6070\u597d\u77e5\u9053\u6807\u51c6\u89e3\u6cd5\uff0c\u4e09\u4e0b\u4e94\u9664\u4e8c\u5c31\u641e\u5b9a\u4e86\u3002<\/p>\n<p>\u8fd9\u5c31\u5bfc\u81f4\u4e86\u4e00\u4e2a\u5c34\u5c2c\u7684\u73b0\u5b9e\uff1a<strong>\u5f00\u53d1\u8005\u51e0\u4e4e\u4e0d\u53ef\u80fd\u51ed\u76f4\u89c9\u9884\u4f30 Agent \u7684\u8fd0\u884c\u6210\u672c\u3002<\/strong><\/p>\n<h2>\u53d1\u73b0\u4e94\uff1a\u8fde\u6a21\u578b\u81ea\u5df1\u90fd\u7b97\u4e0d\u51c6\u81ea\u5df1\u8981\u82b1\u591a\u5c11\u94b1<\/h2>\n<p>\u65e2\u7136\u4eba\u7b97\u4e0d\u51c6\uff0c\u90a3\u8ba9 AI \u81ea\u5df1\u6765\u9884\u6d4b\u5462\uff1f<\/p>\n<p>\u7814\u7a76\u8005\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7cbe\u5de7\u7684\u5b9e\u9a8c\uff1a\u8ba9 Agent \u5728\u771f\u6b63\u5f00\u59cb\u4fee Bug \u4e4b\u524d\uff0c\u5148&ldquo; inspect&rdquo;\u4e00\u4e0b\u4ee3\u7801\u5e93\uff0c\u7136\u540e\u9884\u4f30\u81ea\u5df1\u9700\u8981\u6d88\u8017\u591a\u5c11 Token&mdash;&mdash;\u4f46\u4e0d\u5b9e\u9645\u6267\u884c\u4fee\u590d\u3002<\/p>\n<p>\u7ed3\u679c\u5982\u4f55\uff1f<\/p>\n<p><strong>\u6240\u6709\u6a21\u578b\uff0c\u5168\u519b\u8986\u6ca1\u3002<\/strong><\/p>\n<p>\u6700\u597d\u7684\u6210\u7ee9\u662f Claude Sonnet-4.5 \u5bf9\u8f93\u51fa Token \u7684\u9884\u6d4b\u76f8\u5173\u6027&mdash;&mdash;<strong>0.39<\/strong>\uff08\u6ee1\u5206 1.0\uff09\u3002\u591a\u6570\u6a21\u578b\u7684\u9884\u6d4b\u76f8\u5173\u6027\u53ea\u6709 0.05 \u5230 0.34 \u4e4b\u95f4\uff0cGemini-3-Pro \u6700\u4f4e\uff0c\u4ec5\u4e3a<strong>0.04<\/strong>&mdash;&mdash;\u57fa\u672c\u7b49\u4e8e\u778e\u731c\u3002<\/p>\n<p>\u66f4\u79bb\u8c31\u7684\u662f\uff1a<strong>\u6240\u6709\u6a21\u578b\u90fd\u7cfb\u7edf\u6027\u4f4e\u4f30\u4e86\u81ea\u5df1\u7684 Token \u6d88\u8017\u3002<\/strong>Figure 11 \u7684\u6563\u70b9\u56fe\u4e2d\uff0c\u51e0\u4e4e\u6240\u6709\u6570\u636e\u70b9\u90fd\u843d\u5728&ldquo;\u5b8c\u7f8e\u9884\u6d4b\u7ebf&rdquo;\u7684\u4e0b\u65b9&mdash;&mdash;\u6a21\u578b\u89c9\u5f97\u81ea\u5df1&ldquo;\u82b1\u4e0d\u4e86\u90a3\u4e48\u591a&rdquo;\uff0c\u5b9e\u9645\u4e0a\u82b1\u4e86\u66f4\u591a\u3002\u800c\u4e14\u8fd9\u4e2a\u4f4e\u4f30\u504f\u5dee\u5728<strong>\u4e0d\u63d0\u4f9b\u793a\u4f8b\u7684\u60c5\u51b5\u4e0b\u66f4\u52a0\u4e25\u91cd<\/strong>\u3002<\/p>\n<p>\u66f4\u8bbd\u523a\u7684\u662f&mdash;&mdash;<strong>\u9884\u6d4b\u672c\u8eab\u4e5f\u8981\u82b1\u94b1\u3002<\/strong><\/p>\n<p>Claude Sonnet-3.7 \u548c Sonnet-4 \u7684\u9884\u6d4b\u6210\u672c\u751a\u81f3\u9ad8\u8fbe\u4efb\u52a1\u672c\u8eab\u6210\u672c\u7684<strong>2 \u500d\u4ee5\u4e0a<\/strong>\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u8ba9\u5b83\u4eec\u5148&ldquo;\u4f30\u4e2a\u4ef7&rdquo;\uff0c\u6bd4\u76f4\u63a5\u5e72\u6d3b\u8fd8\u8d35\u3002<\/p>\n<p>\u8bba\u6587\u7684\u7ed3\u8bba\u76f4\u622a\u4e86\u5f53\uff1a<\/p>\n<blockquote>\n<p><strong>\u73b0\u9636\u6bb5\uff0c\u524d\u6cbf\u6a21\u578b\u65e0\u6cd5\u51c6\u786e\u9884\u6d4b\u81ea\u8eab\u7684 Token \u7528\u91cf\u3002\u70b9\u4e0b&ldquo;\u8fd0\u884c Agent&rdquo;\uff0c\u5c31\u50cf\u5f00\u76f2\u76d2&mdash;&mdash;\u8d26\u5355\u51fa\u6765\u624d\u77e5\u9053\u82b1\u4e86\u591a\u5c11\u3002<\/strong><\/p>\n<\/blockquote>\n<h2>\u8fd9\u7b14&ldquo;\u7cca\u6d82\u8d26&rdquo;\u80cc\u540e\uff0c\u85cf\u7740\u4e00\u4e2a\u66f4\u5927\u7684\u884c\u4e1a\u95ee\u9898<\/h2>\n<p>\u8bfb\u5230\u8fd9\uff0c\u4f60\u53ef\u80fd\u4f1a\u95ee\uff1a\u8fd9\u4e9b\u53d1\u73b0\u5bf9\u4f01\u4e1a\u610f\u5473\u7740\u4ec0\u4e48\uff1f<\/p>\n<p><strong>1. &ldquo;\u6309\u6708\u8ba2\u9605&rdquo;\u7684\u5b9a\u4ef7\u6a21\u5f0f\uff0c\u6b63\u5728\u88ab Agent \u6495\u5f00\u88c2\u7f1d<\/strong><\/p>\n<p>\u8bba\u6587\u6307\u51fa\uff0c\u50cf <a href=\"https:\/\/www.alphaseek.cn\/?tag=chatgpt\" title=\"View all posts in ChatGPT\" target=\"_blank\" class=\"tag_link\">ChatGPT<\/a> Plus \u8fd9\u6837\u7684\u8ba2\u9605\u5236\u4e4b\u6240\u4ee5\u53ef\u884c\uff0c\u662f\u56e0\u4e3a\u666e\u901a\u5bf9\u8bdd\u7684 Token \u6d88\u8017\u76f8\u5bf9\u53ef\u63a7\u3001\u53ef\u9884\u6d4b\u3002\u4f46 Agent \u4efb\u52a1\u5b8c\u5168\u6253\u7834\u4e86\u8fd9\u4e00\u5047\u8bbe&mdash;&mdash;\u4e00\u4e2a\u7684\u4efb\u52a1\u53ef\u80fd\u56e0\u4e3a Agent \u9677\u5165\u5faa\u73af\u800c\u70e7\u6389\u5de8\u91cf Token\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0c<strong>\u7eaf\u7cb9\u7684\u8ba2\u9605\u5236\u5b9a\u4ef7\u5bf9 Agent \u573a\u666f\u53ef\u80fd\u4e0d\u53ef\u6301\u7eed<\/strong>\uff0c\u6309\u91cf\u8ba1\u8d39\uff08Pay-as-you-go\uff09\u5728\u76f8\u5f53\u957f\u65f6\u95f4\u5185\u4ecd\u662f\u6700\u73b0\u5b9e\u7684\u9009\u9879\u3002\u4f46\u6309\u91cf\u8ba1\u8d39\u7684\u95ee\u9898\u5728\u4e8e&mdash;&mdash;\u7528\u91cf\u672c\u8eab\u5c31\u4e0d\u53ef\u9884\u6d4b\u3002<\/p>\n<p><strong>2. Token \u6548\u7387\u5e94\u8be5\u6210\u4e3a\u9009\u6a21\u578b\u7684&ldquo;\u7b2c\u4e09\u6307\u6807&rdquo;<\/strong><\/p>\n<p>\u4f20\u7edf\u4e0a\uff0c\u4f01\u4e1a\u9009\u6a21\u578b\u770b\u4e24\u4e2a\u7ef4\u5ea6\uff1a\u80fd\u529b\uff08\u80fd\u4e0d\u80fd\u5e72\uff09\u548c\u901f\u5ea6\uff08\u5e72\u5f97\u5feb\u4e0d\u5feb\uff09\u3002\u8fd9\u7bc7\u8bba\u6587\u7ed9\u51fa\u4e86\u7b2c\u4e09\u4e2a\u540c\u7b49\u91cd\u8981\u7684\u7ef4\u5ea6\uff1a<strong>\u80fd\u6548\uff08\u82b1\u591a\u5c11\u624d\u80fd\u5e72\u6210\uff09<\/strong>\u3002<\/p>\n<p>\u4e00\u4e2a\u80fd\u529b\u7565\u900a\u4f46\u6548\u7387\u9ad8 3 \u500d\u7684\u6a21\u578b\uff0c\u5728\u89c4\u6a21\u5316\u573a\u666f\u4e0b\u53ef\u80fd\u6bd4&ldquo;\u6700\u5f3a\u4f46\u6700\u8d39&rdquo;\u7684\u6a21\u578b\u66f4\u6709\u7ecf\u6d4e\u4ef7\u503c\u3002<\/p>\n<p><strong>3. Agent \u9700\u8981&ldquo;\u6cb9\u8868&rdquo;\u548c&ldquo;\u5239\u8f66&rdquo;<\/strong><\/p>\n<p>\u8bba\u6587\u63d0\u5230\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u672a\u6765\u65b9\u5411&mdash;&mdash;<strong>Budget-aware tool-use policies\uff08\u9884\u7b97\u611f\u77e5\u7684\u5de5\u5177\u4f7f\u7528<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\uff09<\/strong>\u3002\u7b80\u5355\u8bf4\u5c31\u662f\u7ed9 Agent \u88c5\u4e00\u4e2a\"\u6cb9\u8868\"\uff1a\u5f53 Token \u6d88\u8017\u63a5\u8fd1\u9884\u7b97\u65f6\uff0c\u5f3a\u5236\u5b83\u505c\u6b62\u65e0\u6548\u63a2\u7d22\uff0c\u800c\u4e0d\u662f\u4e00\u8def\u70e7\u5230\u5e95\u3002<\/p>\n<p>\u76ee\u524d\uff0c\u51e0\u4e4e\u6240\u6709\u4e3b\u6d41 Agent \u6846\u67b6\u90fd\u7f3a\u4e4f\u8fd9\u79cd\u673a\u5236\u3002<\/p>\n<h2>Agent \u7684&ldquo;\u70e7\u94b1\u95ee\u9898&rdquo;\uff0c\u4e0d\u662f Bug\uff0c\u800c\u662f\u884c\u4e1a\u5fc5\u7ecf\u7684\u9635\u75db<\/h2>\n<p>\u8fd9\u7bc7\u8bba\u6587\u63ed\u793a\u7684\u5e76\u975e\u67d0\u4e2a\u6a21\u578b\u7684\u7f3a\u9677\uff0c\u800c\u662f<strong>\u6574\u4e2a Agent \u8303\u5f0f\u7684\u7ed3\u6784\u6027\u6311\u6218<\/strong>&mdash;&mdash;\u5f53 AI \u4ece&ldquo;\u4e00\u95ee\u4e00\u7b54&rdquo;\u8fdb\u5316\u5230&ldquo;\u81ea\u4e3b\u89c4\u5212\u3001\u591a\u6b65\u6267\u884c\u3001\u53cd\u590d\u8c03\u8bd5&rdquo;\uff0cToken \u6d88\u8017\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u51e0\u4e4e\u662f\u4e00\u79cd\u5fc5\u7136\u3002<\/p>\n<p>\u597d\u6d88\u606f\u662f\uff0c\u8fd9\u662f<strong>\u7b2c\u4e00\u6b21\u6709\u4eba\u7cfb\u7edf\u6027\u5730\u628a\u8fd9\u7b14\u7cca\u6d82\u8d26\u7ffb\u51fa\u6765\u7b97<\/strong>\u3002\u6709\u4e86\u8fd9\u4efd\u6570\u636e\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u66f4\u660e\u667a\u5730\u9009\u62e9\u6a21\u578b\u3001\u8bbe\u7f6e\u9884\u7b97\u3001\u8bbe\u8ba1\u6b62\u635f\u673a\u5236\uff1b\u6a21\u578b\u5382\u5546\u4e5f\u6709\u4e86\u4e00\u4e2a\u65b0\u7684\u4f18\u5316\u65b9\u5411&mdash;&mdash;\u4e0d\u53ea\u662f\u505a\u5f97\u66f4\u5f3a\uff0c\u8fd8\u8981\u505a\u5f97\u66f4\u7701\u3002<\/p>\n<p>\u6bd5\u7adf\uff0c\u5728 AI Agent \u771f\u6b63\u8d70\u5165\u5343\u884c\u767e\u4e1a\u7684\u751f\u4ea7\u73af\u5883\u4e4b\u524d\uff0c<strong>\u6bcf\u4e00\u5206\u94b1\u82b1\u5f97\u660e\u660e\u767d\u767d\uff0c\u6bd4\u6bcf\u4e00\u884c\u4ee3\u7801\u5199\u5f97\u6f02\u6f02\u4eae\u4eae\uff0c\u66f4\u91cd\u8981\u3002\uff08\u672c\u6587\u9996\u53d1\u949b<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%aa%92%e4%bd%93\" title=\"View all posts in \u5a92\u4f53\" target=\"_blank\" class=\"tag_link\">\u5a92\u4f53<\/a>APP\uff0c\u4f5c\u8005 | <a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%a1%85%e8%b0%b7\" title=\"View all posts in \u7845\u8c37\" target=\"_blank\" class=\"tag_link\">\u7845\u8c37<\/a>Tech news\uff0c\u7f16\u8f91 | \u8d75\u8679\u5b87\uff09<\/strong><\/p>\n<p><em>\u6ce8\uff1a\u672c\u6587\u57fa\u4e8e 2026 \u5e74 4 \u6708 24 \u65e5\u53d1\u8868\u4e8e arXiv \u7684\u9884\u5370\u672c\u8bba\u6587 *How Do AI Agents Spend Your Money? Analyzing and Predicting Token Consumption in Agentic Coding Tasks*\uff08Bai, Huang, Wang, Sun, Mihalcea, Brynjolfsson, Pentland, Pei\uff09\u64b0\u5199\u3002\u4f5c\u8005\u6765\u81ea\u5f17\u5409\u5c3c\u4e9a\u5927\u5b66\u3001\u65af\u5766\u798f\u5927\u5b66\u3001MIT\u3001\u5bc6\u6b47\u6839\u5927\u5b66\u7b49\u673a\u6784\u3002\u8be5\u7814\u7a76\u5c1a\u672a\u7ecf\u540c\u884c\u8bc4\u5ba1\u3002<\/em><\/p>\n<p>(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u8c61\u4e00\u4e0b\u8fd9\u4e2a\u573a\u666f\uff1a \u4f60\u8ba9 AI Agent \u5e2e\u4f60\u4fee\u4e00\u4e2a\u4ee3\u7801 Bug\u3002\u5b83\u6253\u5f00\u9879\u76ee\uff0c\u8bfb\u4e86 20 \u4e2a\u6587\u4ef6\uff0c\u6539\u4e86\u6539\uff0c\u8dd1 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[379,280,113,157,88],"views":9,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/772532"}],"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=772532"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/772532\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=772532"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=772532"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=772532"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}