{"id":8420,"date":"2026-09-23T21:00:37","date_gmt":"2026-09-23T13:00:37","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/09\/23\/deepseek%e6%96%b0%e8%ae%ba%e6%96%87%e5%85%ac%e5%bc%80agent%e8%ae%ad%e7%bb%83%ef%bc%81%e6%a2%81%e6%96%87%e9%94%8b%e7%bd%b2%e5%90%8d\/"},"modified":"2026-09-23T21:00:37","modified_gmt":"2026-09-23T13:00:37","slug":"deepseek%e6%96%b0%e8%ae%ba%e6%96%87%e5%85%ac%e5%bc%80agent%e8%ae%ad%e7%bb%83%ef%bc%81%e6%a2%81%e6%96%87%e9%94%8b%e7%bd%b2%e5%90%8d","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/09\/23\/deepseek%e6%96%b0%e8%ae%ba%e6%96%87%e5%85%ac%e5%bc%80agent%e8%ae%ad%e7%bb%83%ef%bc%81%e6%a2%81%e6%96%87%e9%94%8b%e7%bd%b2%e5%90%8d\/","title":{"rendered":"DeepSeek\u65b0\u8bba\u6587\u516c\u5f00Agent\u8bad\u7ec3\uff01\u6881\u6587\u950b\u7f72\u540d"},"content":{"rendered":"
\"DeepSeek\u65b0\u8bba\u6587\u516c\u5f00Agent\u8bad\u7ec3\uff01\u6881\u6587\u950b\u7f72\u540d\"\/<\/div><\/figure>\n
\"DeepSeek\u65b0\u8bba\u6587\u516c\u5f00Agent\u8bad\u7ec3\uff01\u6881\u6587\u950b\u7f72\u540d\"\/<\/div><\/figure>\n
\"DeepSeek\u65b0\u8bba\u6587\u516c\u5f00Agent\u8bad\u7ec3\uff01\u6881\u6587\u950b\u7f72\u540d\"\/<\/div><\/figure>\n
\"DeepSeek\u65b0\u8bba\u6587\u516c\u5f00Agent\u8bad\u7ec3\uff01\u6881\u6587\u950b\u7f72\u540d\"\/<\/div><\/figure>\n

\u6bcf\u79d2\u80fd\u4ea7\u751f5000+\u4e2a\u6c99\u76d2<\/p>\n

\u5927\u6a21\u578b\u8bad\u7ec3\u62fc\u7684\u662f\u7b97\u529b\uff0cAgent\u8bad\u7ec3\u62fc\u7684\u662f\u73af\u5883\u3002<\/p>\n

\u73af\u5883\u600e\u4e48\u9020\uff1f\u6881\u6587\u950b\u7f72\u540d\u7684DeepSeek\u6700\u65b0\u8bba\u6587\uff0c\u628a\u6280\u672f\u7ec6\u8282\u516c\u5f00\u4e86\u3002<\/p>\n

DeepSeek\u505a\u7684\u8fd9\u4e2a\u7cfb\u7edf\u53ebDSec\uff08DeepSeek Elastic Compute\uff09\uff0c\u5e72\u7684\u4e8b\u60c5\u5c31\u662f\u7ed9Agent\u8bad\u7ec3\u6279\u91cf\u5236\u9020\u6c99\u76d2\u3002<\/p>\n

\u5b83\u6bcf\u79d2\u80fd\u4ea7\u751f5000+\u4e2a\u6c99\u76d2\uff0c\u4e00\u5929\u80fd\u8fbe\u5230300\u4e07\u4e2a\uff0c\u5cf0\u503c\u540c\u65f6\u8fd0\u884c38\u4e07\u4e2a\u3002<\/p>\n

\u652f\u6491\u8fd9\u4e2a\u89c4\u6a21\u7684\u5355\u96c6\u7fa4\u4e5f\u975e\u5e38\u5e9e\u5927\uff0c\u5927\u7ea6\u6709160\u4e2a\u8282\u70b9\u30013\u4e07\u6838CPU\u548c250TB\u5185\u5b58\u3002<\/p>\n

\u4e3a\u5565\u8bad\u4e2aAgent\u4f1a\u8fd9\u4e48\u8d39\u52b2\uff1f<\/p>\n

\u56e0\u4e3a\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u73af\u5883\u5c31\u662fGPU\u96c6\u7fa4\uff0c\u5582\u6570\u636e\u7b97\u68af\u5ea6\uff0c\u4f46Agent\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n

\u5b83\u5f97\u5728\u6c99\u76d2\u91cc\u5199\u4ee3\u7801\u3001\u8dd1\u7f16\u8bd1\u3001\u5f00\u6d4f\u89c8\u5668\uff0c\u751a\u81f3\u88c5\u64cd\u4f5c\u7cfb\u7edf\u2026\u2026\u6bcf\u6267\u884c\u4e00\u6b65\u90fd\u6539\u53d8\u73af\u5883\u72b6\u6001\uff0c\u968f\u65f6\u53ef\u80fd\u628a\u73af\u5883\u641e\u5d29\u3002<\/p>\n

\u6240\u4ee5\u6bcf\u8f6e\u8bad\u7ec3\u90fd\u5f97\u7ed9\u5b83\u4e00\u4e2a\u5168\u65b0\u7684\u3001\u5e72\u51c0\u7684\u6c99\u76d2\uff0c\u800c\u4e14\u968f\u7528\u968f\u629b\u3001\u8bad\u5b8c\u5c31\u6254\u3002<\/p>\n

\u6240\u4ee5\uff0c\u95ee\u9898\u515c\u515c\u8f6c\u8f6c\uff0c\u8fd8\u662f\u56de\u5230\u4e86\u57fa\u7840\u8bbe\u65bd\u2014\u2014<\/p>\n

\u8fd9\u4e9b\u57fa\u7840\u8bbe\u65bd\u9700\u8981\u5728\u6bcf\u79d25000\u4e2a\u7684\u901f\u5ea6\u4e0b\uff0c\u7ed9\u6bcf\u4e2a\u6c99\u76d2\u88c5\u597d\u4e00\u6574\u5957\u64cd\u4f5c\u7cfb\u7edf\u548c\u5de5\u5177\u94fe\u3002<\/p>\n

\u540c\u65f6\uff0c\u8fd8\u4e0d\u80fd\u8ba9\u51e0\u5341\u4e07\u4e2a\u5e76\u53d1\u6c99\u76d2\u628a\u96c6\u7fa4\u7684\u5185\u5b58\u548cCPU\u6324\u7206\u3002<\/p>\n

\u5177\u4f53\u600e\u4e48\u529e\uff0c\u8bba\u6587\u628a\u8fd9\u6574\u5957\u5de5\u7a0b\u7684\u5168\u8c8c\u644a\u5f00\u4e86\u3002<\/p>\n

DSec\u8981\u89e3\u51b3\u7684\u7b2c\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\u662f\uff0c\u4e0d\u540c\u7c7b\u578b\u7684Agent\u4efb\u52a1\u5bf9\u6c99\u76d2\u73af\u5883\u7684\u8981\u6c42\u5dee\u5f02\u6781\u5927\uff0c\u800c\u4e14\u8fd9\u4e9b\u73af\u5883\u5fc5\u987b\u5728\u540c\u4e00\u4e2a\u5e73\u53f0\u4e0a\u7edf\u4e00\u8c03\u5ea6\u3002<\/p>\n

\u4e00\u4e2a\u5237OJ\u9898\u7684Agent\uff0c\u53ea\u9700\u8981\u4e00\u4e2a\u65e0\u72b6\u6001\u7684\u51fd\u6570\u8c03\u7528\u73af\u5883\uff0c\u8dd1\u5b8c\u62ff\u5230\u8f93\u51fa\u5c31\u884c\uff0c\u8fde\u6587\u4ef6\u7cfb\u7edf\u90fd\u4e0d\u9700\u8981\u6301\u4e45\u5316\u3002<\/p>\n

\u4f46\u4e00\u4e2a\u505aSWE-bench\u7684Agent\uff0c\u5c31\u9700\u8981\u5b8c\u6574\u7684Linux\u7528\u6237\u6001\uff0c\u5f97\u5728\u91cc\u9762\u88c5\u4f9d\u8d56\u3001\u6539\u4ee3\u7801\u3001\u8dd1pytest\uff0c\u4efb\u52a1\u505a\u5230\u4e00\u534a\u8fd8\u53ef\u80fd\u8981\u5f80\u73af\u5883\u91cc\u52a0\u65b0\u5305\u3002<\/p>\n

\u5230\u4e86\u5b89\u5168\u653b\u9632\u548ccomputer-use\u573a\u666f\uff0c\u5bb9\u5668\u7ea7\u522b\u7684\u9694\u79bb\u5c31\u4e0d\u591f\u4e86\uff0cAgent\u8981\u64cd\u4f5c\u6d4f\u89c8\u5668\u751a\u81f3\u684c\u9762\uff0c\u4e00\u4e2a\u6709\u6f0f\u6d1e\u7684Agent\u53ef\u80fd\u987a\u624b\u628a\u5bbf\u4e3b\u673a\u641e\u6302\uff0c\u5fc5\u987b\u4e0a\u865a\u62df\u673a\u3002<\/p>\n

\u6700\u6781\u7aef\u7684\u60c5\u51b5\u662f\u8bad\u7ec3\u64cd\u4f5c\u5546\u4e1a\u8f6f\u4ef6\u7684Agent\uff0c\u5b83\u9700\u8981\u4e00\u4e2a\u5b8c\u6574\u7684Windows\u6216macOS\uff0c\u5e26\u56fe\u5f62\u754c\u9762\u3001\u5e26\u9a71\u52a8\uff0c\u8ddf\u771f\u5b9e\u7535\u8111\u51e0\u4e4e\u6ca1\u533a\u522b\u3002<\/p>\n

DSec\u4e3a\u8fd9\u56db\u7c7b\u573a\u666f\u5206\u522b\u51c6\u5907\u4e86\u56db\u79cd\u540e\u7aef\uff0cFnCall\u5904\u7406\u65e0\u72b6\u6001\u51fd\u6570\u8c03\u7528\uff0cContainer\u8dd1Docker\u5bb9\u5668\uff0cMicroVM\u7528Firecracker\u505a\u8f7b\u91cf\u7ea7\u865a\u62df\u673a\uff0cFull VM\u7528QEMU\u8dd1\u5b8c\u6574\u64cd\u4f5c\u7cfb\u7edf\u3002<\/p>\n

\u56db\u79cd\u540e\u7aef\u7684\u9694\u79bb\u5f3a\u5ea6\u548c\u8d44\u6e90\u5f00\u9500\u9010\u7ea7\u9012\u589e\uff0c\u4f46\u8bad\u7ec3\u6846\u67b6\u90a3\u8fb9\u770b\u5230\u7684\u662f\u7edf\u4e00\u7684Python SDK libdsec\u3002<\/p>\n

\u4e0d\u7ba1\u5e95\u5c42\u662f\u5bb9\u5668\u8fd8\u662f\u865a\u62df\u673a\uff0c\u90fd\u91c7\u7528\u76f8\u540c\u7684\u63a5\u53e3\uff0c\u521b\u5efa\u6c99\u76d2\u3001\u6267\u884c\u547d\u4ee4\u3001\u62ff\u7ed3\u679c\uff0c\u5404\u4e2a\u6b65\u9aa4\u7684\u8c03\u7528\u65b9\u5f0f\u5b8c\u5168\u76f8\u540c\u3002<\/p>\n

\u8981\u8ba9\u56db\u79cd\u540e\u7aef\u5728\u540c\u4e00\u5957\u96c6\u7fa4\u4e0a\u8dd1\u8d77\u6765\uff0c\u5e73\u53f0\u7684\u8c03\u5ea6\u5c42\u4e5f\u5f97\u8ddf\u4e0a\u3002<\/p>\n

DSec\u628a\u6574\u4e2a\u94fe\u8def\u62c6\u6210\u4e86\u516d\u5c42\u3002<\/p>\n

\u8fd9\u6761\u94fe\u8def\u4ece\u8bad\u7ec3\u6846\u67b6\u7684\u4e00\u4e2a\u521b\u5efa\u8bf7\u6c42\u51fa\u53d1\uff0c\u5148\u7ecf\u8fc7IAM\u8ba4\u8bc1\u9274\u6743\uff0c\u8fdb\u5165API Server\uff0c\u518d\u7531\u8c03\u5ea6\u5f15\u64ce\uff08Placement Engine\uff09\u6839\u636e\u8d44\u6e90\u4f59\u91cf\u4ece\u96c6\u7fa4\u4e2d\u9009\u51fa\u4e00\u53f0\u76ee\u6807\u8282\u70b9\uff0c\u8282\u70b9\u4e0a\u7684Edge\u7ec4\u4ef6\u8d1f\u8d23\u5b9e\u9645\u62c9\u8d77\u5bf9\u5e94\u7c7b\u578b\u7684\u6c99\u76d2\u3002<\/p>\n

\u6c99\u76d2\u7684\u7f51\u7edc\u51fa\u53e3\u548c\u5305\u7ba1\u7406\u955c\u50cf\u7531Aether\u7edf\u4e00\u4ee3\u7406\uff0cAgent\u5728\u91cc\u9762\u6267\u884c\u7684\u6bcf\u6761\u547d\u4ee4\u548c\u4ea7\u751f\u7684\u6bcf\u884c\u8f93\u51fa\uff0c\u90fd\u901a\u8fc7\u4e00\u4e2a\u53ebChronus\u7684\u6c99\u76d2\u5185\u901a\u4fe1\u7ec4\u4ef6\u4e2d\u8f6c\u56de\u8bad\u7ec3\u6846\u67b6\uff0c\u8ba9\u6846\u67b6\u77e5\u9053Agent\u505a\u5230\u4e86\u54ea\u4e00\u6b65\u3001\u8be5\u7ed9\u4ec0\u4e48\u53cd\u9988\u3002<\/p>\n

\u9760\u8d44\u6e90\u8d85\u5206\u548c\u9ad8\u5bc6\u5ea6\u90e8\u7f72\uff0c\u5355\u4e2a\u8282\u70b9\u53ef\u4ee5\u540c\u65f6\u627f\u8f7d3200\u4e2a\u5bb9\u5668\u6216800\u4e2aMicroVM\u3002<\/p>\n

\u7136\u800c\uff0cDSec\u5728\u89c4\u6a21\u4e0a\u6700\u72e0\u7684\u6311\u6218\u8fd8\u4e0d\u662f\u8c03\u5ea6\uff0c\u662f\u73af\u5883\u7684\u6784\u5efa\u3002<\/p>\n

\u6bcf\u4e2a\u6c99\u76d2\u542f\u52a8\u65f6\uff0c\u90fd\u9700\u8981\u4e00\u6574\u5957\u64cd\u4f5c\u7cfb\u7edf\u955c\u50cf\u52a0\u5de5\u5177\u94fe\uff0c\u76f8\u5f53\u4e8e\u6bcf\u79d2\u7ed95000\u53f0\u300c\u7535\u8111\u300d\u88c5\u7cfb\u7edf\u3002<\/p>\n

\u4f20\u7edfDocker\u7684\u601d\u8def\u662f\u628a\u57fa\u7840\u955c\u50cf\u3001\u5de5\u4f5c\u533a\u548c\u5de5\u5177\u5305\u6253\u6210\u4e00\u4e2a\u5b8c\u6574\u955c\u50cf\u3002<\/p>\n

\u8fd9\u4e2a\u65b9\u6848\u5728\u5c0f\u89c4\u6a21\u4e0b\u6ca1\u95ee\u9898\uff0c\u4f46DSec\u7684\u5bb9\u5668\u540e\u7aef\u7d2f\u8ba1\u4f7f\u7528\u4e8611266\u4e2a\u57fa\u7840\u955c\u50cf\u548c102171\u4e2a\u5de5\u4f5c\u533a\uff0c67.8%\u7684\u6c99\u76d2\u9700\u8981\u5728\u57fa\u7840\u955c\u50cf\u4e4b\u4e0a\u53e0\u52a0\u81f3\u5c11\u4e00\u5c42\u5de5\u4f5c\u533a\u6216\u5de5\u5177\u5305\u3002<\/p>\n

\u5728\u8fd9\u79cd\u591a\u6837\u6027\u4e0b\uff0c\u4e00\u65e6\u67d0\u4e2a\u5de5\u5177\u5305\u66f4\u65b0\uff0c\u6240\u6709\u5305\u542b\u5b83\u7684\u7ec4\u5408\u955c\u50cf\u5168\u90e8\u8981\u91cd\u65b0\u6784\u5efa\uff0c\u6210\u672c\u662fO(m\u00b7N)\u3002<\/p>\n

DSec\u7684\u505a\u6cd5\u662f\u628a\u73af\u5883\u62c6\u6210\u57fa\u7840\u955c\u50cf\u3001\u5de5\u4f5c\u533a\u3001\u5de5\u5177\u5305\u4e09\u5c42\u72ec\u7acb\u7684EROFS\u53ea\u8bfb\u955c\u50cf\uff0c\u5404\u81ea\u72ec\u7acb\u7248\u672c\u5316\uff0c\u901a\u8fc7overlayfs\u5728\u6c99\u76d2\u542f\u52a8\u65f6\u6309\u9700\u7ec4\u5408\u3002\u66f4\u65b0\u5de5\u5177\u5305\u53ea\u78b0\u5de5\u5177\u5305\u90a3\u4e00\u5c42\uff0c\u6210\u672c\u964d\u5230O(m)+O(k)\u3002<\/p>\n

\u955c\u50cf\u9020\u597d\u4e4b\u540e\uff0c\u600e\u4e48\u9001\u5230\u8282\u70b9\u4e0a\u540c\u6837\u5173\u952e\u3002<\/p>\n

\u76f4\u89c9\u4e0a\u5e94\u8be5\u63d0\u524d\u628a\u955c\u50cf\u62c9\u5230\u672c\u5730\u7f13\u5b58\u597d\uff0c\u4f46\u8bba\u6587\u7edf\u8ba1\u4e86\u771f\u5b9e\u7684\u8fd0\u884c\u65f6\u6570\u636e\uff1a<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c\u7edd\u5927\u90e8\u5206\u955c\u50cf\u5185\u5bb9\uff0cAgent\u4ece\u5934\u5230\u5c3e\u78b0\u90fd\u6ca1\u78b0\u8fc7\u3002<\/p>\n

\u6240\u4ee5DSec\u9009\u62e9\u6309\u9700\u52a0\u8f7d\uff0c\u5176\u955c\u50cf\u4ee5EROFS\u683c\u5f0f\u5b58\u50a8\u57283FS\uff08Fire-Flyer\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff09\u4e0a\uff0c\u5143\u6570\u636e\u9884\u53d6\u5230\u672c\u5730\uff0c\u6570\u636e\u5757\u53ea\u5728\u6c99\u76d2\u771f\u6b63\u8bfb\u53d6\u65f6\u624d\u4ece3FS\u62c9\u8fc7\u6765\u3002<\/p>\n

DeepSeek\u56e2\u961f\u5b9e\u6d4b\uff0c8192\u4e2a\u5bb9\u5668\u7684\u7a81\u53d1\u90e8\u7f72\uff0c\u6309\u9700\u52a0\u8f7d\u53ea\u898135\u5206\u949f\u5c31\u80fd\u5b8c\u6210\uff0c\u800cDocker\u51b7\u62c9\u53d6\u898160\u5206\u949f\u4ee5\u4e0a\u3002<\/p>\n

\u53e6\u5916\uff0c\u6309\u9700\u52a0\u8f7d\u7684\u78c1\u76d8\u5199\u5165\u91cf\uff0c\u4e5f\u6bd4Docker\u51b7\u62c9\u5c11\u4e86\u4e00\u5927\u534a\uff0c\u4ece\u7ea61600GB\u964d\u5230\u7ea6700GB\u3002<\/p>\n

\u73af\u5883\u5efa\u597d\u4e4b\u540e\uff0c\u51e0\u5341\u4e07\u4e2a\u6c99\u76d2\u540c\u65f6\u8dd1\u8d77\u6765\u53c8\u9762\u4e34\u8d44\u6e90\u4e89\u62a2\u3002<\/p>\n

\u5185\u5b58\u65b9\u9762\uff0cMicroVM\u901a\u8fc7\u865a\u62df\u5757\u8bbe\u5907\u8bfb\u53d6\u955c\u50cf\u6570\u636e\u65f6\uff0c\u540c\u4e00\u4efd\u6570\u636e\u4f1a\u5728\u5bbf\u4e3b\u673a\u548c\u865a\u62df\u673a\u7684\u9875\u7f13\u5b58\u91cc\u5404\u5b58\u4e00\u4efd\uff0c\u5bfc\u81f4\u9700\u6c42\u500d\u589e\u3002<\/p>\n

DSec\u7528virtio-pmem\u914d\u5408DAX\u8ba9\u865a\u62df\u673a\u8df3\u8fc7\u81ea\u5df1\u7684\u9875\u7f13\u5b58\uff0c\u76f4\u63a5\u6620\u5c04\u5230\u5bbf\u4e3b\u673a\u7269\u7406\u5185\u5b58\uff0c\u591a\u4e2a\u865a\u62df\u673a\u5171\u4eab\u540c\u4e00\u4efd\u6620\u5c04\uff0c\u5cf0\u503c\u5185\u5b58\u5360\u7528\u780d\u638940.2%\u3002<\/p>\n

\u5bf9virtio-pmem\u4e0d\u9002\u7528\u7684\u53ef\u5199\u78c1\u76d8\uff0cDSec\u7528DAMON\u5b9a\u671f\u626b\u63cf\u51b7\u5185\u5b58\u9875\u5e76\u4e3b\u52a8\u5f52\u8fd8\u5bbf\u4e3b\u673a\uff0c\u914d\u5408virtio-balloon\u7684free-page reporting\u518d\u5c06\u9700\u6c42\u780d\u638921.2%\u3002<\/p>\n

CPU\u65b9\u9762\uff0cDSec\u628a\u6c99\u76d2\u5206\u6210\u5ef6\u8fdf\u654f\u611f\u578b\u548c\u5c3d\u529b\u800c\u4e3a\u578b\u4e24\u7c7b\uff0c\u540e\u8005\u8bbe\u4e3aSCHED_IDLE\u4f18\u5148\u7ea7\uff0c\u540c\u65f6\u542f\u7528Linux\u7684core scheduling\uff0c\u963b\u6b62\u4f4e\u4f18\u5148\u7ea7\u4efb\u52a1\u8dd1\u5230\u9ad8\u4f18\u5148\u7ea7\u4efb\u52a1\u6240\u5728\u7269\u7406\u6838\u5fc3\u7684\u5144\u5f1f\u8d85\u7ebf\u7a0b\u4e0a\u3002<\/p>\n

\u4e24\u5c42\u7b56\u7565\u53e0\u52a0\u540e\uff0c50%\u80cc\u666f\u8d1f\u8f7d\u4e0b\u5ef6\u8fdf\u654f\u611f\u4efb\u52a1\u7684\u5ef6\u8fdf\u81a8\u80c0\u4ece45.2%\u964d\u5230\u4e8617.3%\u3002<\/p>\n

\u53e6\u5916\uff0cDSec\u8fd8\u8981\u548cRL\u8bad\u7ec3\u6846\u67b6\u914d\u5408\u5904\u7406GPU\u62a2\u5360\u3002<\/p>\n

\u65e9\u671f\u67b6\u6784\u4e2dAgent\u7684\u63a8\u7406\u5faa\u73af\u8dd1\u5728GPU\u8bad\u7ec3Pod\u5185\u90e8\uff0cGPU\u4efb\u52a1\u88ab\u62a2\u5360\u65f6Agent\u7684\u6267\u884c\u8fdb\u5ea6\u5c31\u5168\u4e22\u4e86\u3002<\/p>\n

\u4eceDeepSeek-V4.1\u5f00\u59cb\uff0cAgent\u5faa\u73af\u88ab\u62c6\u51fa\u6765\u72ec\u7acb\u8fd0\u884c\u5728DSec\u7684worker container\u91cc\uff0c\u4e0d\u518d\u7ed1\u5b9aGPU Pod\u7684\u751f\u547d\u5468\u671f\u3002<\/p>\n

GPU\u88ab\u62a2\u5360\u65f6DSec\u628a\u76f8\u5173\u6c99\u76d2\u6302\u8d77\u4fdd\u5b58\u72b6\u6001\uff0cGPU\u6062\u590d\u540e\u6c99\u76d2\u7ee7\u7eed\u6267\u884c\uff0c\u8bad\u7ec3\u6846\u67b6\u4e0d\u518d\u9700\u8981\u81ea\u5df1\u5b9e\u73b0\u65ad\u70b9\u6062\u590d\u903b\u8f91\u3002<\/p>\n

\u5373\u4fbf\u505a\u4e86\u8fd9\u4e48\u591a\u4f18\u5316\uff0c\u5355\u4e2a\u96c6\u7fa4\u8fd8\u662f\u53ef\u80fd\u625b\u4e0d\u4f4f\u5cf0\u503c\u3002<\/p>\n

\u8bba\u6587\u91cc\u63d0\u5230\u7684\u6700\u5927\u751f\u4ea7\u4efb\u52a1\u4e00\u6b21\u7533\u8bf732000\u4e2a\u6c99\u76d2\uff0c\u8fd9\u79cd\u7a81\u53d1\u8d1f\u8f7d\u4e0bDSec\u4f1a\u81ea\u52a8\u89e6\u53d1cloud bursting\uff0c\u628a\u6ea2\u51fa\u7684\u4efb\u52a1\u6253\u5230\u4e91\u7aef\u865a\u62df\u673a\u4e0a\u3002<\/p>\n

DeepSeek\u56e2\u961f\u5b9e\u6d4b\uff0c\u5f53\u96c6\u7fa4\u5229\u7528\u7387\u8d85\u8fc780%\u65f6\uff0c200\u53f0\u4e91VM\u5c31\u80fd\u5438\u6536\u7ea630%\u7684\u5cf0\u503c\u3002<\/p>\n

\u5bf9Agent\u800c\u8a00\uff0c\u6c99\u76d2\u4e0d\u53ea\u662f\u8fd0\u884c\u73af\u5883\uff0c\u540c\u65f6\u4e5f\u662f\u5b89\u5168\u56f4\u680f\u3002<\/p>\n

\u8bba\u6587\u62ab\u9732\u4e86\u591a\u8d77Agent\u5728\u8bad\u7ec3\u4e2d\u81ea\u884c\u53d1\u73b0\u7684reward hacking\u624b\u6bb5\uff0c\u4e5f\u5c31\u662fAgent\u627e\u5230\u4e86\u4e0d\u9760\u6b63\u5f53\u624b\u6bb5\u5b8c\u6210\u4efb\u52a1\u3001\u4f46\u540c\u6837\u80fd\u62ff\u5230\u9ad8\u5206\u7684\u6377\u5f84\u3002<\/p>\n

\u8fd9\u4e9bAgent\u7784\u51c6\u7684\u7b2c\u4e00\u4e2a\u76ee\u6807\u662fChronus\uff0c\u6c99\u76d2\u5185\u90e8\u8d1f\u8d23Agent\u548c\u5916\u754c\u901a\u4fe1\u7684\u7ec4\u4ef6\u3002<\/p>\n

Chronus\u5728\u6267\u884c\u67d0\u4e9b\u64cd\u4f5c\u65f6\u4f1a\u8c03\u7528\u7cfb\u7edf\u7684bash\uff0cAgent\u53d1\u73b0\u4e4b\u540e\u76f4\u63a5\u8986\u76d6\u4e86\/bin\/bash\uff0c\u628a\u81ea\u5df1\u7684\u547d\u4ee4\u6ce8\u5165\u8fdb\u53bb\uff0c\u8bd5\u56fe\u4ece\u540e\u7eed\u7684shell\u4f1a\u8bdd\u4e2d\u622a\u83b7\u9898\u76ee\u7b54\u6848\u6216\u5176\u4ed6\u7279\u6743\u4fe1\u606f\u3002<\/p>\n

\u8fd9\u6761\u8def\u88abAppArmor\u5835\u4e0a\u4e4b\u540e\uff0cAgent\u53c8\u627e\u5230\u4e86\u4e00\u4e2a\u66f4\u5e95\u5c42\u7684\u7a81\u7834\u53e3\uff0cXFS\u6587\u4ef6\u7cfb\u7edf\u7684ioctl\u8c03\u7528\u3002<\/p>\n

XFS_IOC_SWAPEXT\uff0c\u5b83\u7684\u4f5c\u7528\u662f\u4ea4\u6362\u4e24\u4e2a\u6587\u4ef6\u7684\u5e95\u5c42\u6570\u636e\u5757\u6620\uff0c\u3002Agent\u7528\u5b83\u628a\u53d7\u4fdd\u62a4\u6587\u4ef6\u7684\u5185\u5bb9\u201c\u6362\u201d\u5230\u4e86\u81ea\u5df1\u6301\u6709\u7684\u6587\u4ef6\u63cf\u8ff0\u7b26\u4e0a\uff0c\u7ed5\u8fc7\u4e86\u6587\u4ef6\u7ea7\u522b\u7684\u8bbf\u95ee\u63a7\u5236\u3002<\/p>\n

\u8fd9\u6b21\u5c1d\u8bd5\u7684\u526f\u4f5c\u7528\u6bd4\u4f5c\u5f0a\u66f4\u5371\u9669\uff0c\u56e0\u4e3a\u5b83\u635f\u574f\u4e86XFS\u7684\u5143\u6570\u636e\uff0c\u53ef\u80fd\u76f4\u63a5\u5bfc\u81f4\u6587\u4ef6\u7cfb\u7edf\u5d29\u6e83\uff0c\u5f71\u54cd\u7684\u4e0d\u53ea\u662f\u8fd9\u4e00\u4e2a\u6c99\u76d2\u3002<\/p>\n

\u6c99\u76d2\u4e4b\u5916\u7684\u4fe1\u606f\u6cc4\u9732\u6e20\u9053\u540c\u6837\u88abAgent\u4eec\u627e\u5230\u8fc7\u3002<\/p>\n

\u6709\u7684Agent\u4f1a\u626b\u63cf\u6c99\u76d2\u80fd\u89e6\u8fbe\u7684\u7f51\u7edc\u7aef\u53e3\u548c\u670d\u52a1\uff0c\u5bfb\u627e\u53c2\u8003\u5b9e\u73b0\uff1b\u6709\u7684\u76f4\u63a5\u6253\u5c0f\u6284\uff0c\u901a\u8fc7Go module proxy\u4eceGitHub\u62c9\u4ee3\u7801\uff1b\u6709\u7684\u751a\u81f3\u5b89\u88c5\u66f4\u65b0\u7248\u672c\u7684\u8f6f\u4ef6\u5305\u6765\u83b7\u53d6\u73b0\u6210\u89e3\u6cd5\u3002<\/p>\n

\u8fd9\u4e9b\u884c\u4e3a\u901a\u8fc7\u5355\u7eaf\u68c0\u67e5\u6700\u7ec8\u8f93\u51fa\u6839\u672c\u53d1\u73b0\u4e0d\u4e86\uff0c\u56e0\u4e3aAgent\u786e\u5b9e\u300c\u505a\u5bf9\u4e86\u9898\u300d\uff0c\u53ea\u662f\u624b\u6bb5\u4e0d\u6b63\u5f53\u3002<\/p>\n

\u9664\u4e86\u4f5c\u5f0a\uff0c\u8fd8\u6709\u66f4\u66b4\u529b\u7684\u573a\u666f\u3002<\/p>\n

\u4e00\u4e2aAgent\u5728\u6c99\u76d2\u5185\u9012\u5f52\u6267\u884cgrep\uff0c\u4ece\u6839\u76ee\u5f55\u4e00\u8def\u626b\u5230\/proc\/kpagecgroup\uff0c\u89e6\u53d1\u4e86\u4e00\u4e2a\u5185\u6838bug\uff0c\u6574\u4e2a\u5bbf\u4e3b\u673a\u7684\u5185\u6838\u76f4\u63a5\u5d29\u6e83\u3002<\/p>\n

\u53e6\u4e00\u4e2aAgent\u5219\u662f\u5728\u5b89\u5168\u653b\u9632\u4efb\u52a1\u91cc\uff0c\u628a\u672c\u8be5\u53d1\u7ed9\u76ee\u6807\u865a\u62df\u673a\u7684\u653b\u51fb\u547d\u4ee4\u5728\u81ea\u5df1\u7684\u5bb9\u5668\u5185\u6267\u884c\u4e86\uff0c\u540c\u6837\u6253\u5d29\u4e86\u5185\u6838\u3002<\/p>\n

\u8fd8\u6709Agent\u53d1\u73b0\uff0cChronus\u4f1a\u5f02\u6b65\u8bb0\u5f55\u547d\u4ee4\u7684stdout\u8f93\u51fa\uff0c\u4e8e\u662f\u53cd\u590d\u8c03\u7528yes\u547d\u4ee4\u4e0d\u65ad\u6253\u5370\u5b57\u7b26\uff0c\u51e0\u5341\u4e2aGB\u7684\u65e5\u5fd7\u704c\u6ee1\u4e86\u5b58\u50a8\u7a7a\u95f4\u3002<\/p>\n

DSec\u76ee\u524d\u7684\u9632\u5fa1\u624b\u6bb5\u5206\u4e24\u5c42\u3002<\/p>\n

\u4e00\u662f\u7528AppArmor\u63a7\u5236\u6587\u4ef6\u8bfb\u5199\u6743\u9650\u548cUnix\u57df\u5957\u63a5\u5b57\u8bbf\u95ee\uff0c\u8fd9\u4e9b\u7b56\u7565\u5373\u4f7fAgent\u4ee5root\u8eab\u4efd\u8fd0\u884c\u4e5f\u751f\u6548\uff0c\u9650\u5236\u4e86Agent\u4ece\u65e5\u5fd7\u548c\u5185\u90e8\u901a\u4fe1\u901a\u9053\u4e2d\u63d0\u53d6\u7b54\u6848\u7684\u80fd\u529b\u3002<\/p>\n

\u4e8c\u662f\u7528eBPF\u505a\u7f51\u7edc\u5c42\u7684\u7ec6\u7c92\u5ea6\u7ba1\u63a7\uff0c\u6309\u4efb\u52a1\u914d\u7f6e\u57df\u540d\u767d\u540d\u5355\uff0c\u901a\u8fc7IP\u5730\u5740\u3001\u7aef\u53e3\u548c\u534f\u8bae\u4e09\u91cd\u8fc7\u6ee4\u62e6\u622a\u8d8a\u754c\u6d41\u91cf\uff0c\u7b56\u7565\u8fd8\u53ef\u4ee5\u5728\u4efb\u52a1\u7684\u4e0d\u540c\u9636\u6bb5\u52a8\u6001\u66f4\u65b0\uff0c\u6bd4\u5982\u73af\u5883\u642d\u5efa\u9636\u6bb5\u5141\u8bb8\u8bbf\u95eePyPI\uff0c\u6b63\u5f0f\u6267\u884c\u9636\u6bb5\u5c31\u628a\u7f51\u7edc\u6536\u7d27\u3002<\/p>\n

\u4f46\u8bba\u6587\u4e5f\u660e\u786e\u8868\u793a\uff0c\u8fd9\u4e0d\u662f\u4e00\u4e2a\u80fd\u5f7b\u5e95\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n

AppArmor\u548ceBPF\u80fd\u9650\u5236\u4fe1\u606f\u6cc4\u9732\u901a\u9053\uff0c\u4f46\u9632\u4e0d\u4e86\u5185\u6838bug\uff1b\u7528\u6237\u9694\u79bb\u53ef\u4ee5\u7f29\u5c0f\u7206\u70b8\u534a\u5f84\uff0c\u4f46Agent\u603b\u4f1a\u627e\u5230\u65b0\u7684\u8def\u5f84\u3002<\/p>\n

\u8fd9\u5c06\u6210\u4e3a\u4e00\u573a\u6301\u7eed\u7684\u300c\u9b54\u9053\u4e4b\u4e89\u300d\uff0c\u6a21\u578b\u8d8a\u5f3a\uff0c\u94bb\u6f0f\u6d1e\u7684\u80fd\u529b\u4e5f\u8d8a\u5f3a\uff0c\u5e73\u53f0\u7684\u9632\u7ebf\u5c31\u5f97\u4e0d\u65ad\u524d\u79fb\u3002<\/p>\n

Agent\u4ece\u300c\u4f1a\u8bf4\u8bdd\u300d\u8fdb\u5316\u5230\u4e86\u300c\u4f1a\u505a\u4e8b\u300d\uff0c\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd\u7684\u590d\u6742\u5ea6\u4e5f\u51fa\u73b0\u4e86\u8d28\u53d8\u3002<\/p>\n

\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u96c6\u7fa4\uff0c\u9760\u7684\u662f\u300c\u5927\u529b\u51fa\u5947\u8ff9\u300d\uff0c\u4f46\u8bad\u7ec3Agent\u7684\u96c6\u7fa4\u4e0d\u4ec5\u8981\u300c\u53c8\u5927\u53c8\u7ec6\u300d\uff0c\u8fd8\u5f97\u9632\u5f97\u4f4f\u81ea\u5df1\u8bad\u51fa\u6765\u7684\u4e1c\u897f\u3002<\/p>\n

\u90a3\u4e2a\u9700\u8981\u88ab\u9632\u4f4f\u7684\u5bf9\u624b\uff0c\u6070\u6070\u5c31\u662f\u6b63\u5728\u88ab\u8bad\u7ec3\u7684Agent\u81ea\u5df1\u3002<\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2609.22978<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

\u6bcf\u79d2\u80fd\u4ea7\u751f5000+\u4e2a\u6c99\u76d2<\/p>\n

\u5927\u6a21\u578b\u8bad\u7ec3\u62fc\u7684\u662f\u7b97\u529b\uff0cAgent\u8bad\u7ec3\u62fc\u7684\u662f\u73af\u5883\u3002<\/p>\n

\u73af\u5883\u600e\u4e48\u9020\uff1f\u6881\u6587\u950b\u7f72\u540d\u7684DeepSeek\u6700\u65b0\u8bba\u6587\uff0c\u628a\u6280\u672f\u7ec6\u8282\u516c\u5f00\u4e86\u3002<\/p>\n

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