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src=\"https:\/\/hot.ai-cool.com\/wp-content\/uploads\/2026\/11\/lark2pad-1793455080154-6.jpg\"\/><\/p>\n<p>\u8003\u8651\u5230\u7edd\u5927\u591a\u6570\u7fa4\u804a\u6d88\u606f\u5e76\u4e0d\u9700\u8981 AI \u4ecb\u5165\uff0cDeepSeek \u8bbe\u8ba1\u4e86\u4e24\u7ea7\u8fc7\u6ee4\u673a\u5236\uff0c\u7531\u7a0b\u5e8f\u89c4\u5219\u5feb\u901f\u6392\u9664\u65e0\u5173\u6d88\u606f\uff0c\u518d\u4ea4\u7ed9\u5927\u6a21\u578b\u7ed3\u5408\u4e0a\u4e0b\u6587\u5224\u65ad\u662f\u5426\u9700\u8981\u884c\u52a8\u3002<\/p>\n<p><img decoding=\"async\" alt=\"Image\" src=\"https:\/\/hot.ai-cool.com\/wp-content\/uploads\/2026\/11\/lark2pad-1793455081452-7.jpg\"\/><\/p>\n<p>\u66f4\u8fdb\u4e00\u6b65\uff0cDeepSeek \u8fd8\u5f15\u5165\u4e86\u8ba1\u7b97\u673a\u7cfb\u7edf\u4e2d\u7684\u6295\u673a\u6267\u884c\u601d\u60f3\u3002<\/p>\n<p>\u6240\u8c13\u6295\u673a\u6267\u884c\uff0c\u5c31\u662f\u5728\u5c1a\u672a\u786e\u5b9a\u7ed3\u679c\u662f\u5426\u4f1a\u88ab\u91c7\u7528\u65f6\uff0c\u63d0\u524d\u5229\u7528\u540e\u53f0\u7b97\u529b\u8fdb\u884c\u5c1d\u8bd5\uff0c\u6709\u4ef7\u503c\u7684\u7ed3\u679c\u518d\u63d0\u4ea4\u7ed9\u7528\u6237\uff0c\u6ca1\u6709\u4ef7\u503c\u5219\u76f4\u63a5\u653e\u5f03\u3002<\/p>\n<p>\u4f8b\u5982\uff0cDeepSeek \u5728\u5185\u90e8\u7528\u6237\u7fa4\u4e2d\u914d\u7f6e\u4e86\u4e00\u9879\u300c\u9759\u9ed8\u590d\u73b0\u5e76\u4fee\u590d\u300d\u7b56\u7565\u3002<\/p>\n<p>\u5f53\u6709\u4eba\u53cd\u9988 Bug \u6216\u8ba8\u8bba\u4fee\u6539\u65b9\u6848\u65f6\uff0cSuper-agent \u53ef\u4ee5\u63d0\u524d\u5728\u540e\u53f0\u590d\u73b0\u95ee\u9898\u3001\u5206\u6790\u539f\u56e0\uff0c\u5e76\u5bfb\u627e\u4fee\u590d\u65b9\u6848\u3002<\/p>\n<p>\u53ea\u6709\u786e\u8ba4\u95ee\u9898\u5b58\u5728\uff0c\u5e76\u627e\u5230\u76f8\u5bf9\u7b80\u5355\u7684\u4fee\u590d\u65b9\u6cd5\u540e\uff0cAI \u624d\u4f1a\u628a\u7ed3\u679c\u63d0\u4ea4\u7ed9\u5f00\u53d1\u4eba\u5458\uff0c\u5426\u5219\u5168\u7a0b\u4fdd\u6301\u5b89\u9759\u3002<\/p>\n<p>DeepSeek \u5c55\u793a\u7684\u6848\u4f8b\u4e2d\uff0c\u56e2\u961f\u6210\u5458\u8fd8\u5728\u7fa4\u804a\u91cc\u8ba8\u8bba\u89e3\u51b3\u65b9\u6848\uff0cSuper-agent \u5c31\u5df2\u7ecf\u5728\u540e\u53f0\u63d0\u4ea4\u4e86\u4fee\u590d Pull Request\u3002<\/p>\n<p><img decoding=\"async\" alt=\"Image\" src=\"https:\/\/hot.ai-cool.com\/wp-content\/uploads\/2026\/11\/lark2pad-1793455083162-8.jpg\"\/><\/p>\n<p>\u7c7b\u4f3c\u673a\u5236\u4e5f\u53ef\u4ee5\u5e94\u7528\u4e8e\u4e2a\u4eba\u52a9\u624b\uff0c\u4f8b\u5982\u6536\u5230\u4f1a\u8bae\u9080\u8bf7\u540e\uff0cAI \u53ef\u4ee5\u63d0\u524d\u6838\u5bf9\u65e5\u7a0b\u3001\u641c\u96c6\u80cc\u666f\u8d44\u6599\uff0c\u5e76\u51c6\u5907\u90ae\u4ef6\u56de\u590d\u8349\u7a3f\uff0c\u7b49\u5f85\u7528\u6237\u786e\u8ba4\u3002<\/p>\n<h3>\u7535\u8111\u5173\u673a\uff0cAI \u4e5f\u80fd\u7ee7\u7eed\u5de5\u4f5c<\/h3>\n<p>\u9664\u4e86\u4e3b\u52a8\u6027\uff0cDeepSeek \u8fd8\u5c1d\u8bd5\u89e3\u51b3\u4f20\u7edf Agent \u7684\u54cd\u5e94\u963b\u585e\u548c\u8bbe\u5907\u4f9d\u8d56\u95ee\u9898\u3002<\/p>\n<p>\u5728\u5e38\u89c1\u7684 ReAct Loop \u4e2d\uff0c\u6a21\u578b\u53d1\u8d77\u8017\u65f6\u5de5\u5177\u8c03\u7528\u540e\uff0c\u9700\u8981\u7b49\u5f85\u7ed3\u679c\u8fd4\u56de\uff0c\u671f\u95f4\u53ef\u80fd\u65e0\u6cd5\u53ca\u65f6\u54cd\u5e94\u65b0\u7684\u6307\u4ee4\u3002<\/p>\n<p>DeepSeek \u56e0\u6b64\u8bbe\u8ba1\u4e86\u5f02\u6b65 ReAct Loop\uff0c\u8ba9\u8017\u65f6\u4efb\u52a1\u8f6c\u5165\u540e\u53f0\u6267\u884c\uff0c\u524d\u53f0\u4f1a\u8bdd\u7ee7\u7eed\u63a5\u6536\u7528\u6237\u6d88\u606f\uff0c\u4efb\u52a1\u5b8c\u6210\u540e\u518d\u5c06\u7ed3\u679c\u53d1\u9001\u56de\u6765\u3002<\/p>\n<p><strong>AI \u53ef\u4ee5\u4e00\u8fb9\u6267\u884c\u590d\u6742\u4efb\u52a1\uff0c\u4e00\u8fb9\u63a5\u53d7\u65b0\u6307\u4ee4\uff0c\u7528\u6237\u8fd8\u80fd\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u8981\u6c42\u5b83\u6539\u53d8\u65b9\u5411\u6216\u7ec8\u6b62\u4efb\u52a1\u3002<\/strong><\/p>\n<p><img decoding=\"async\" alt=\"Image\" src=\"https:\/\/hot.ai-cool.com\/wp-content\/uploads\/2026\/11\/lark2pad-1793455084900-9.jpg\"\/><\/p>\n<p>\u8be5\u673a\u5236\u5df2\u7ecf\u5728 DeepSeek Harness \u4e2d\u5b9e\u73b0\uff0c\u4f46\u5c1a\u672a\u9ed8\u8ba4\u5f00\u542f\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0cDeepSeek \u501f\u9274\u5b58\u7b97\u5206\u79bb\u7684\u601d\u8def\uff0c\u5c06 Agent \u7684\u6267\u884c\u5faa\u73af\u653e\u5728\u4e91\u7aef\uff0c\u5c06\u4f1a\u8bdd\u72b6\u6001\u4fdd\u5b58\u5230\u6570\u636e\u5e93\uff0c\u800c\u4ee3\u7801\u4ed3\u5e93\u3001\u6587\u4ef6\u548c\u5de5\u5177\u94fe\u7b49\u5de5\u4f5c\u73af\u5883\u4ecd\u7136\u53ef\u4ee5\u7559\u5728\u7528\u6237\u8bbe\u5907\u4e0a\u3002<\/p>\n<p>\u672c\u5730\u53ea\u9700\u90e8\u7f72\u4e00\u4e2a\u8f7b\u91cf\u7ea7 daemon\uff0c\u8d1f\u8d23\u63a5\u6536\u4e91\u7aef\u547d\u4ee4\u5e76\u8fd4\u56de\u7ed3\u679c\u3002\u5373\u4f7f\u7535\u8111\u6682\u65f6\u79bb\u7ebf\uff0c\u76f8\u5173\u4efb\u52a1\u4e5f\u53ef\u4ee5\u5728\u8bbe\u5907\u91cd\u65b0\u4e0a\u7ebf\u540e\u7ee7\u7eed\u6267\u884c\u3002<\/p>\n<p><img decoding=\"async\" alt=\"Image\" src=\"https:\/\/hot.ai-cool.com\/wp-content\/uploads\/2026\/11\/lark2pad-1793455086686-10.jpg\"\/><\/p>\n<p>\u6b64\u5916\uff0cDeepSeek \u8fd8\u5f15\u5165\u72ec\u7acb\u7684 Watchdog \u673a\u5236\uff0c\u76f8\u5f53\u4e8e\u7ed9 Agent \u5b89\u6392\u4e86\u4e00\u4e2a AI \u76d1\u7763\u5458\uff0c\u8d1f\u8d23\u68c0\u67e5\u4efb\u52a1\u662f\u5426\u53d6\u5f97\u8fdb\u5c55\u3001\u662f\u5426\u9677\u5165\u65e0\u6548\u5faa\u73af\uff0c\u5e76\u5728\u53d1\u73b0\u5f02\u5e38\u65f6\u5c1d\u8bd5\u4fee\u590d\u3002<\/p>\n<h3>\u5b9e\u6d4b\u6548\u7387\u63d0\u5347\uff0c\u4f46\u4e5f\u66f4\u8d39 Token<\/h3>\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u65b0\u67b6\u6784\uff0cDeepSeek \u56e2\u961f\u8fdb\u884c\u4e86\u4e00\u7ec4\u521d\u6b65\u5b9e\u9a8c\u3002<\/p>\n<p>\u5b9e\u9a8c\u6a21\u62df\u7fa4\u804a\u548c GitHub CI \u6d88\u606f\u6d41\uff0c\u5355\u6b21\u5305\u542b\u7ea6 300 \u6761\u6d88\u606f\uff0c\u5176\u4e2d\u7ea6 20 \u6761\u662f\u771f\u6b63\u7684\u5de5\u4f5c\u8bf7\u6c42\u3002\u7814\u7a76\u4eba\u5458\u5c06 Super-agent \u4e0e\u4f20\u7edf\u5355 Session \u52a0 Subagent \u7684\u65b9\u6848\u8fdb\u884c\u5bf9\u6bd4\uff0c\u6bcf\u79cd\u65b9\u6848\u91cd\u590d\u8fd0\u884c\u4e94\u6b21\u3002<\/p>\n<p><img decoding=\"async\" alt=\"Image\" src=\"https:\/\/hot.ai-cool.com\/wp-content\/uploads\/2026\/11\/lark2pad-1793455087738-11.jpg\"\/><\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0c<strong>Super-agent \u7684\u4efb\u52a1\u5b8c\u6210\u65f6\u95f4 p50 \u4e3a 12.4 \u5206\u949f\uff0cp95 \u4e3a 15.7 \u5206\u949f\uff1b\u91c7\u7528\u4e2d\u6027\u63d0\u793a\u8bcd\u7684\u4f20\u7edf\u5355 Session \u65b9\u6848\uff0cp95 \u5219\u8fbe\u5230 29.5 \u5206\u949f\u3002<\/strong><\/p>\n<p><img decoding=\"async\" alt=\"Image\" src=\"https:\/\/hot.ai-cool.com\/wp-content\/uploads\/2026\/11\/lark2pad-1793455088721-12.jpg\"\/><\/p>\n<p>\u5dee\u5f02\u4e3b\u8981\u6765\u81ea\u4efb\u52a1\u8c03\u5ea6\u3002\u4f20\u7edf\u65b9\u6848\u867d\u7136\u652f\u6301 Subagent\uff0c\u4f46\u6a21\u578b\u662f\u5426\u771f\u6b63\u5206\u6d3e\u4efb\u52a1\uff0c\u4ecd\u53d6\u51b3\u4e8e\u63d0\u793a\u8bcd\u548c\u4e34\u573a\u5224\u65ad\u3002<\/p>\n<p>\u5728\u4e2d\u6027\u63d0\u793a\u914d\u7f6e\u4e0b\uff0c\u4e94\u6b21\u5b9e\u9a8c\u4e2d\u6a21\u578b\u4e00\u6b21\u90fd\u6ca1\u6709\u8c03\u7528 Subagent\uff0c\u6240\u6709\u4efb\u52a1\u90fd\u5728\u4e3b\u4f1a\u8bdd\u4e2d\u6267\u884c\uff0c\u4e0d\u65ad\u53d7\u5230\u65b0\u6d88\u606f\u5e72\u6270\u3002<\/p>\n<p>Super-agent \u5219\u901a\u8fc7\u53cc\u5c42\u67b6\u6784\uff0c\u8ba9 Router \u4e13\u6ce8\u4efb\u52a1\u5206\u6d3e\uff0cWorker \u72ec\u7acb\u6267\u884c\uff0c\u51cf\u5c11\u4e86\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u6548\u7387\u63d0\u5347\u4e5f\u6709\u4ee3\u4ef7\u3002\u7531\u4e8e\u9700\u8981\u7ef4\u62a4\u591a\u4e2a\u72ec\u7acb\u4f1a\u8bdd\uff0cSuper-agent \u6d88\u8017\u7684\u7f13\u5b58\u8bfb\u53d6 Token \u9ad8\u4e8e\u5355 Session\u3002<\/p>\n<p>\u53d6\u6d88\u4e8b\u4ef6\u76f4\u901a\u673a\u5236\u540e\uff0cRouter \u9700\u8981\u505a\u51fa\u7684\u51b3\u5b9a\u589e\u52a0\u7ea6 30%\uff0c\u603b\u7f13\u5b58\u8bfb\u53d6\u91cf\u4ece 2323 \u4e07\u589e\u52a0\u81f3 3177 \u4e07 Token\uff0c\u589e\u5e45\u7ea6 37%\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u5f53\u4e8b\u4ef6\u5230\u8fbe\u901f\u7387\u4ece\u6bcf\u5206\u949f\u7ea6 1 \u6761\u5347\u81f3 40 \u6761\u65f6\uff0cRouter \u53ef\u4ee5\u901a\u8fc7\u6279\u91cf\u5904\u7406\u63d0\u9ad8\u541e\u5410\u91cf\uff0c\u5355\u6b21\u8bf7\u6c42\u8017\u65f6\u4ec5\u4ece 2.5 \u79d2\u589e\u52a0\u81f3 3.9 \u79d2\u3002<\/p>\n<p><img decoding=\"async\" alt=\"Image\" src=\"https:\/\/hot.ai-cool.com\/wp-content\/uploads\/2026\/11\/lark2pad-1793455091676-13.jpg\"\/><\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5b9e\u9a8c\u4f7f\u7528\u5408\u6210\u6d88\u606f\u548c\u6a21\u62df\u8017\u65f6\u5de5\u5177\uff0c\u4e3b\u8981\u9a8c\u8bc1\u4efb\u52a1\u8c03\u5ea6\u4e0e\u534f\u4f5c\u80fd\u529b\uff0c\u5e76\u672a\u76f4\u63a5\u8bc4\u4f30\u771f\u5b9e\u7f16\u7801\u8d28\u91cf\u3002<\/p>\n<h3>DeepSeek \u60f3\u8ba9 AI \u6210\u4e3a\u771f\u6b63\u7684\u6570\u5b57\u540c\u4e8b<\/h3>\n<p>\u5c3d\u7ba1 DeepSeek \u5df2\u7ecf\u5728\u5185\u90e8\u8fd0\u884c Super-agent\uff0c\u4f46\u8ddd\u79bb\u5927\u89c4\u6a21\u5e94\u7528\u4ecd\u6709\u4e0d\u5c11\u6311\u6218\u3002<\/p>\n<p>\u9996\u5148\u662f\u957f\u671f\u8bb0\u5fc6\u3002\u5f53\u4efb\u52a1\u79ef\u7d2f\u5230\u6570\u5468\u751a\u81f3\u6570\u6708\u540e\uff0c\u5982\u4f55\u51c6\u786e\u6062\u590d\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u4ecd\u7136\u662f\u4e00\u4e2a\u96be\u9898\u3002<\/p>\n<p>\u5176\u6b21\u662f\u5b89\u5168\u4e0e\u9690\u79c1\u3002\u7531\u4e8e Super-agent \u4f1a\u6301\u7eed\u63a5\u6536\u5916\u90e8\u6d88\u606f\uff0c\u5e76\u901a\u8fc7\u4e91\u7aef\u8bbf\u95ee\u672c\u5730\u8bbe\u5907\uff0c\u4e00\u65e6\u906d\u9047\u63d0\u793a\u8bcd\u6ce8\u5165\u6216\u670d\u52a1\u7aef\u5165\u4fb5\uff0c\u5c31\u53ef\u80fd\u5a01\u80c1\u4ee3\u7801\u4ed3\u5e93\u3001\u654f\u611f\u6570\u636e\u548c\u672c\u5730\u51ed\u636e\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5f53 Agent 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