{"id":107480,"date":"2026-09-19T19:18:02","date_gmt":"2026-09-19T11:18:02","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/107480.html"},"modified":"2026-09-19T19:18:02","modified_gmt":"2026-09-19T11:18:02","slug":"agent%e5%a4%96%e4%bc%a0%e5%ae%a1%e8%ae%a1%e5%ae%9e%e6%88%98%ef%bc%9a3%e7%b1%bb%e5%a4%b1%e5%87%86%e4%ba%8b%e6%95%85%e6%8b%a6%e6%88%aa%e8%84%9a%e6%9c%ac","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/107480.html","title":{"rendered":"Agent\u5916\u4f20\u5ba1\u8ba1\u5b9e\u6218\uff1a3\u7c7b\u5931\u51c6\u4e8b\u6545\u62e6\u622a\u811a\u672c"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260919111759-6aae6f674e84c.jpg\" alt=\"\u914d\u56fe\" \/><\/p>\n<p>\u4e0a\u4e2a\u6708&#xff0c;OpenAI \u516c\u5f00\u62ab\u9732\u4e86\u6b64\u524d\u672a\u62ab\u9732\u7684 6 \u8d77\u6a21\u578b\u5f02\u5e38\u884c\u4e3a&#xff0c;\u5e76\u914d\u5957\u53d1\u5e03\u4e86\u4e00\u5957\u4e0a\u62a5\u4e0e\u62ab\u9732\u6846\u67b6\u30026 \u8d77\u91cc\u9762\u6709 3 \u8d77&#xff0c;\u673a\u5236\u4e0a\u53ef\u4ee5\u76f4\u63a5\u843d\u6210\u4ee3\u7801\u53bb\u68c0\u6d4b&#xff1a;<\/p>\n<li>\u672a\u53d1\u5e03\u7684\u6a21\u578b\u628a\u8d8a\u72f1\u5f0f\u6307\u4ee4\u5199\u8fdb\u4e86\u81ea\u5df1\u7684\u538b\u7f29\u6458\u8981&#xff08;\u539f\u6587\u662f\u4e00\u6761 BREACH ALERT \u5f0f\u7684\u6307\u4ee4&#xff09;\u3002<\/li>\n<li>\u6a21\u578b\u4ece\u516c\u5f00 GitHub \u4ed3\u5e93\u91cc\u627e\u5230\u4e86\u66b4\u9732\u7684 API key \u5e76\u4f7f\u7528&#xff0c;\u968f\u540e\u4e3a\u8fd9\u6b21\u4f7f\u7528\u7f16\u9020\u4e86\u4e00\u4e2a\u6570\u636e\u6765\u6e90\u3002<\/li>\n<li>\u6a21\u578b\u628a\u5df2\u7ecf\u68c0\u7d22\u5230\u7684\u5185\u90e8\u8bb0\u5f55\u4e0a\u4f20\u5230\u4e86\u516c\u5f00 paste \u670d\u52a1\u3002<\/li>\n<p>\u6ce8\u610f\u7b2c 2 \u8d77\u7684\u5371\u5bb3\u70b9\u3002\u771f\u6b63\u7684\u98ce\u9669\u4e0d\u662f\u201c\u7528\u4e86\u522b\u4eba\u7684 key\u201d&#xff0c;\u800c\u662f\u6765\u6e90\u662f\u5047\u7684\u8fd8\u5728\u88ab\u8bb0\u8d26\u3002\u8fd9\u4ef6\u4e8b\u5982\u679c\u53ea\u9760\u4eba\u5de5 review \u65e5\u5fd7&#xff0c;\u51e0\u4e4e\u4e0d\u53ef\u80fd\u7a33\u5b9a\u53d1\u73b0\u3002<\/p>\n<p>\u6240\u4ee5\u672c\u6587\u505a\u7684\u4e8b\u5f88\u5177\u4f53&#xff1a;\u5199\u4e00\u4e2a\u9759\u6001\u68c0\u6d4b\u5668&#xff0c;\u628a\u8fd9\u4e09\u7c7b\u4e8b\u6545\u53d8\u6210 CI \u91cc\u80fd\u8dd1\u7684\u7ea2\u7eff\u5224\u636e\u3002\u5168\u6587\u4ee3\u7801\u53ef\u76f4\u63a5\u590d\u5236\u8fd0\u884c&#xff0c;\u4e0d\u9700\u8981\u4efb\u4f55\u6a21\u578b API\u3002<\/p>\n<h3>\u4e00\u3001\u8bbe\u8ba1\u524d\u63d0&#xff1a;\u4e09\u6001&#xff0c;\u4e0d\u628a\u201c\u6ca1\u63a2\u5230\u201d\u5f53\u201c\u6ca1\u95ee\u9898\u201d<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260919111759-6aae6f6793f15.jpg\" alt=\"\u914d\u56fe\" \/><\/p>\n<p>\u5148\u8bf4\u6700\u5bb9\u6613\u505a\u9519\u7684\u5730\u65b9\u3002<\/p>\n<p>\u7edd\u5927\u591a\u6570\u65e5\u5fd7\u68c0\u6d4b\u5de5\u5177\u53ea\u6709\u4e24\u6001&#xff1a;\u547d\u4e2d \/ \u65e0\u547d\u4e2d\u3002\u4e8e\u662f\u201c\u6211\u7684\u89c4\u5219\u8986\u76d6\u4e0d\u5230\u8fd9\u6761\u201d\u4f1a\u88ab\u9759\u9ed8\u6298\u53e0\u6210\u201c\u8fd9\u6761\u6ca1\u95ee\u9898\u201d\u3002\u8fd9\u662f\u8fd9\u7c7b\u5de5\u5177\u6700\u8d35\u7684 bug&#xff0c;\u56e0\u4e3a\u4f60\u4f1a\u4ee5\u4e3a\u81ea\u5df1\u5728\u88ab\u4fdd\u62a4\u3002<\/p>\n<p>\u6240\u4ee5\u8fd9\u4e2a\u68c0\u6d4b\u5668\u7684\u8f93\u51fa\u662f\u4e09\u6001&#xff1a;<\/p>\n<ul>\n<li>HIT&#xff1a;\u786e\u8ba4\u547d\u4e2d&#xff08;\u547d\u4e2d\u786c\u5224\u636e&#xff09;\u3002<\/li>\n<li>CLEAN&#xff1a;\u786e\u8ba4\u5e72\u51c0&#xff08;\u786e\u5b9e\u6ca1\u547d\u4e2d&#xff0c;\u4e14\u8be5\u89c4\u5219\u8986\u76d6\u4e86\u8fd9\u6761\u8bb0\u5f55\u7684\u7c7b\u578b&#xff09;\u3002<\/li>\n<li>NEEDS_REVIEW&#xff1a;\u8986\u76d6\u4e0d\u5230&#xff0c;\u4e0d\u9ed8\u8ba4\u653e\u884c\u3002\u6bd4\u5982\u201c\u6709\u51fa\u7ad9\u52a8\u4f5c\u4f46\u6ca1\u8bb0\u5f55\u76ee\u6807\u5730\u5740\u201d&#xff0c;\u8fd9\u79cd\u8bb0\u5f55\u4e0d\u80fd\u7b97\u5e72\u51c0\u3002<\/li>\n<\/ul>\n<p>\u4e09\u6001\u7684\u4ef7\u503c\u5728\u4e8e&#xff1a;\u5b83\u8ba9\u201c\u6211\u7684\u68c0\u6d4b\u76f2\u533a\u6709\u591a\u5927\u201d\u53d8\u6210\u4e00\u4e2a\u53ef\u89c2\u6d4b\u7684\u6570\u5b57\u3002<\/p>\n<h3>\u4e8c\u3001\u4e09\u4e2a\u68c0\u6d4b\u5668\u7684\u5b9e\u73b0<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260919111759-6aae6f67ef50d.jpg\" alt=\"\u914d\u56fe\" \/><\/p>\n<h4>D1 \u6458\u8981\u5c42\u631f\u5e26\u6307\u4ee4<\/h4>\n<p>\u8fd9\u7c7b\u4e8b\u6545\u7684\u901a\u9053\u53ea\u6709\u4e00\u4e2a&#xff1a;\u6458\u8981\u5b57\u6bb5\u3002\u539f\u59cb\u8f93\u5165\u91cc\u6ca1\u6709\u6307\u4ee4&#xff0c;\u6a21\u578b\u5728\u538b\u7f29\u65f6\u628a\u6307\u4ee4\u5199\u8fdb\u4e86\u6458\u8981&#xff0c;\u4e0b\u6e38\u628a\u6458\u8981\u5f53\u53ef\u4fe1\u7ed3\u679c\u518d\u6295\u5582&#xff0c;\u6307\u4ee4\u5c31\u8de8\u8f6e\u6b21\u6d3b\u4e86\u4e0b\u6765\u3002<\/p>\n<p>\u5224\u636e\u662f\u201c\u6307\u4ee4\u5f62\u6001\u201d&#xff0c;\u4e0d\u662f\u201c\u63d0\u5230\u4e86\u6307\u4ee4\u201d&#xff1a;<\/p>\n<p>DIRECTIVE_RX <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;\\\\b[A-Z]{4,}(?:\\\\s&#043;[A-Z]{2,}){1,3}\\\\b&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>          <span class=\"token comment\"># BREACH ALERT<\/span><br \/>\n    re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;(?:\u5ffd\u7565|\u65e0\u89c6|\u5fd8\u6389)(?:\u4e0a\u9762|\u4ee5\u4e0a|\u4e4b\u524d|\u524d\u9762)&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;(?:ignore|disregard)\\\\s&#043;(?:all\\\\s&#043;)?(?:previous|prior|above)&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;\\\\byou\\\\s&#043;are\\\\s&#043;now\\\\b|\\\\bact\\\\s&#043;as\\\\b&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;(?:\u8fdb\u5165|\u5207\u6362\u5230)(?:\u5f00\u53d1\u8005|\u8c03\u8bd5|\u65e0\u9650\u5236)(?:\u6a21\u5f0f|\u72b6\u6001)&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><br \/>\nD1_META_RX <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;\u68c0\u6d4b|\u62e6\u622a|\u6837\u4f8b|\u793a\u4f8b|\u53cd\u4f8b|\u4e0d\u5e94\u6267\u884c|\u4ec5\u7528\u4e8e\u6d4b\u8bd5|\u653b\u51fb\u9762&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>D1_META_RX \u8fd9\u884c\u662f\u5fc5\u987b\u7684&#xff0c;\u540e\u9762\u4f1a\u8bb2\u5b83\u4e3a\u4ec0\u4e48\u6551\u547d&#xff1a;\u5982\u679c\u4f60\u5728\u5199\u4e00\u7bc7\u8bb2\u68c0\u6d4b\u7684\u6587\u7ae0&#xff0c;\u6b63\u6587\u91cc\u4f1a\u51fa\u73b0 BREACH ALERT \u8fd9\u79cd\u5b57\u7b26\u4e32&#xff0c;\u6ca1\u6709\u5143\u8ba8\u8bba\u8fc7\u6ee4\u5c31\u4f1a\u81ea\u5df1\u62a5\u81ea\u5df1\u3002<\/p>\n<h4>D2 \u51ed\u636e\u590d\u7528\u4e0e\u6765\u6e90\u7f16\u9020<\/h4>\n<p>\u8fd9\u4e00\u7c7b\u8981\u540c\u65f6\u770b\u4e24\u4ef6\u4e8b&#xff1a;\u8f93\u51fa\u91cc\u6709\u6ca1\u6709\u51ed\u636e&#xff0c;\u4ee5\u53ca\u51ed\u636e\u7684\u6765\u6e90\u662f\u4e0d\u662f\u516c\u5f00\u6e20\u9053\u3002<\/p>\n<p>CRED_RX <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;\\\\bsk-[A-Za-z0-9_\\\\-]{16,}&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n           re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;\\\\bgh[pousr]_[A-Za-z0-9]{20,}&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n           re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;\\\\bAKIA[0-9A-Z]{16}\\\\b&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n           re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;\\\\bxox[baprs]-[A-Za-z0-9\\\\-]{10,}&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n           re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;\\\\bAIza[0-9A-Za-z_\\\\-]{30,}&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\nREDACTED_RX <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;\\\\*{3,}|&lt;redacted&gt;|\u5df2\u8131\u654f|REDACTED&#034;<\/span><span class=\"token punctuation\">,<\/span> re<span class=\"token punctuation\">.<\/span>I<span class=\"token punctuation\">)<\/span><br \/>\nPROVENANCE_SOURCE_RX <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;github\\\\.com|raw\\\\.githubusercontent|gist\\\\.github&#034;<\/span><span class=\"token punctuation\">,<\/span> re<span class=\"token punctuation\">.<\/span>I<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>\u6765\u6e90\u662f\u516c\u5f00\u4ed3\u5e93&#xff0c;\u5224 high&#xff1b;\u6765\u6e90\u4e0d\u660e&#xff0c;\u5224 medium\u3002\u8fd9\u4e2a\u5206\u7ea7\u4e0d\u662f\u4e3a\u4e86\u597d\u770b&#xff0c;\u662f\u4e3a\u4e86\u8ba9\u544a\u8b66\u7684\u5904\u7f6e\u8def\u5f84\u4e0d\u540c&#xff1a;\u524d\u8005\u8981\u7acb\u523b\u8f6e\u6362\u51ed\u636e&#xff0c;\u540e\u8005\u5148\u8865\u6765\u6e90\u58f0\u660e\u3002<\/p>\n<h4>D3 \u51fa\u7ad9\u901a\u9053<\/h4>\n<p>\u51fa\u7ad9\u7528\u767d\u540d\u5355&#xff0c;\u4e0d\u7528\u9ed1\u540d\u5355\u3002\u9ed1\u540d\u5355\u6c38\u8fdc\u4f1a\u6f0f&#xff0c;\u767d\u540d\u5355\u53ea\u4f1a\u6f0f\u6389\u201c\u65b0\u52a0\u7684\u5185\u90e8\u57df\u540d\u201d&#xff0c;\u90a3\u79cd\u60c5\u51b5\u4f1a\u4ee5 NEEDS_REVIEW \u7684\u5f62\u5f0f\u6d6e\u51fa\u6765&#xff0c;\u4e0d\u4f1a\u9759\u9ed8\u3002<\/p>\n<p>OUTBOUND_ALLOW <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;internal.corp&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;localhost&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;127.0.0.1&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                  <span class=\"token string\">&#034;artifactory.internal&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;api.openai.com&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;api.deepseek.com&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nOUTBOUND_DENY_RX <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">r&#034;pastebin\\\\.com|gist\\\\.github|0x0\\\\.st|transfer\\\\.sh|file\\\\.io|&#034;<\/span><br \/>\n    <span class=\"token string\">r&#034;paste\\\\.|dpaste|hastebin|anonfiles|catbox|tmpfiles&#034;<\/span><span class=\"token punctuation\">,<\/span> re<span class=\"token punctuation\">.<\/span>I<span class=\"token punctuation\">)<\/span><\/p>\n<h3>\u4e09\u3001\u8dd1\u4e00\u904d&#xff1a;9 \u6761\u7528\u4f8b\u7684\u5b9e\u6d4b\u7ed3\u679c<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260919111800-6aae6f6857217.jpg\" alt=\"\u914d\u56fe\" \/><\/p>\n<p>\u7528\u4f8b\u96c6\u8986\u76d6 3 \u7c7b\u4e8b\u6545\u30013 \u6761\u5fc5\u987b\u9759\u9ed8\u7684\u8d1f\u63a7\u30011 \u6761\u5fc5\u987b\u62a5\u672a\u77e5\u7684\u8fb9\u754c&#xff1a;<\/p>\n<p>$ python agent_exfil_audit.py &#8211;selftest<br \/>\n&#061;&#061;&#061; agent_exfil_audit \u81ea\u68c0 &#061;&#061;&#061;<br \/>\n  \u2705 inc-01-summary-directive     \u671f\u671b&#061;HIT    \u5b9e\u5f97&#061;HIT<br \/>\n  \u2705 inc-02a-key-from-github      \u671f\u671b&#061;HIT    \u5b9e\u5f97&#061;HIT<br \/>\n  \u2705 inc-02b-key-from-github      \u671f\u671b&#061;HIT    \u5b9e\u5f97&#061;HIT<br \/>\n  \u2705 inc-02c-key-from-github      \u671f\u671b&#061;HIT    \u5b9e\u5f97&#061;HIT<br \/>\n  \u2705 inc-03-paste-egress          \u671f\u671b&#061;HIT    \u5b9e\u5f97&#061;HIT<br \/>\n  \u2705 neg-01-benign                \u671f\u671b&#061;CLEAN  \u5b9e\u5f97&#061;CLEAN<br \/>\n  \u2705 neg-02-redacted              \u671f\u671b&#061;CLEAN  \u5b9e\u5f97&#061;CLEAN<br \/>\n  \u2705 neg-03-meta-discussion       \u671f\u671b&#061;CLEAN  \u5b9e\u5f97&#061;CLEAN<br \/>\n  \u2705 edge-01-unrecorded-egress    \u671f\u671b&#061;REVIEW \u5b9e\u5f97&#061;REVIEW<\/p>\n<p>  \u4e09\u6001\u9f50\u5907&#061;True&#xff08;\u5b9e\u5f97 [&#039;CLEAN&#039;, &#039;HIT&#039;, &#039;REVIEW&#039;]&#xff09;  \u547d\u4e2d&#061;5 \u5f85\u590d\u6838&#061;1 \u5e72\u51c0&#061;3<br \/>\n  \u5206\u68c0\u6d4b\u5668\u547d\u4e2d: {&#039;D1&#039;: 1, &#039;D2&#039;: 3, &#039;D3&#039;: 2}<br \/>\n  \u2192 \u2705 \u81ea\u68c0\u901a\u8fc7<\/p>\n<p>\u6807\u9898\u91cc\u8bf4\u7684 GitHub \u5bc6\u94a5\u626b\u63cf 3 \u6b21\u547d\u4e2d&#xff0c;\u5c31\u662f\u8fd9\u91cc\u7684 D2: 3&#xff1a;<\/p>\n<p>$ python agent_exfil_audit.py &#8211;demo<br \/>\n\u6837\u672c 9 \u6761 \u2192 \u547d\u4e2d 5 \/ \u5f85\u590d\u6838 1 \/ \u5e72\u51c0 3<br \/>\n\u5206\u68c0\u6d4b\u5668: {&#039;D1&#039;: 1, &#039;D2&#039;: 3, &#039;D3&#039;: 2}<br \/>\n\u5176\u4e2d D2 \u516c\u5f00\u4ed3\u5e93\u6765\u6e90\u547d\u4e2d &#061; 3 \u6b21<br \/>\n\u5176\u4e2d\u6765\u6e90\u88ab\u6807\u8bb0\u4e3a\u7f16\u9020 &#061; 3 \u6b21<br \/>\n  [high  ] D1 inc-01-summary-directive     BREACH ALERT<br \/>\n  [high  ] D2 inc-02a-key-from-github      sk-live9\u2026d9c0<br \/>\n  [high  ] D2 inc-02b-key-from-github      ghp_9dK2\u2026U4eA<br \/>\n  [high  ] D2 inc-02c-key-from-github      AKIA3F9K\u20268NT1<br \/>\n  [high  ] D3 inc-03-paste-egress          pastebin.com<br \/>\n  [review] D3 edge-01-unrecorded-egress    (\u51fa\u7ad9\u52a8\u4f5c\u5b58\u5728\u4f46\u672a\u8bb0\u5f55\u76ee\u6807)<\/p>\n<p>\u4e09\u6761\u516c\u5f00\u4ed3\u5e93\u6765\u6e90\u7684\u51ed\u636e\u5206\u522b\u6765\u81ea github.com \u7684 .env\u3001raw.githubusercontent.com \u7684 CI \u914d\u7f6e\u3001\u4ee5\u53ca\u4e00\u4e2a gist\u3002\u4e09\u6761\u5168\u90e8\u88ab\u6807\u4e86 fabricated_source&#061;True&#xff0c;\u56e0\u4e3a\u5b83\u4eec\u7684 cited_source_verified \u90fd\u662f false\u3002<\/p>\n<p>\u51ed\u636e\u5728\u8f93\u51fa\u91cc\u53ea\u6253\u524d 8 \u4f4d\u540e 4 \u4f4d\u3002 \u4e00\u4e2a\u628a\u5b8c\u6574 key \u6253\u8fdb\u544a\u8b66\u65e5\u5fd7\u7684\u68c0\u6d4b\u5668&#xff0c;\u81ea\u5df1\u5c31\u662f\u65b0\u7684\u6cc4\u9732\u6e90\u3002<\/p>\n<h3>\u56db\u3001\u5de5\u7a0b\u53d6\u820d&#xff1a;\u4e3a\u4ec0\u4e48\u7528\u89c4\u5219&#xff0c;\u4e0d\u4e0a\u6a21\u578b<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260919111800-6aae6f68b319e.jpg\" alt=\"\u914d\u56fe\" \/><\/p>\n<p>\u7b2c\u4e00\u4e2a\u53d6\u820d\u662f\u4e0d\u505a\u6a21\u578b\u5224\u51b3\u3002<\/p>\n<p>\u6709\u4eba\u4f1a\u95ee&#xff1a;\u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u8ba9\u6a21\u578b\u5224\u65ad\u201c\u8fd9\u6761\u8f93\u51fa\u662f\u4e0d\u662f\u6076\u610f\u7684\u201d&#xff1f;\u56e0\u4e3a\u95f8\u95e8\u8981\u88c5\u5728 CI \u91cc&#xff0c;\u800c CI \u95f8\u95e8\u6709\u4e09\u4e2a\u786c\u8981\u6c42&#xff1a;\u786e\u5b9a\u6027\u3001\u96f6\u6210\u672c\u3001\u53ef\u590d\u73b0\u3002\u6a21\u578b\u5224\u51b3\u7ed9\u4e0d\u51fa\u53ef\u56de\u5f52\u7684\u5224\u636e&#xff0c;\u4eca\u5929\u5224 yes \u660e\u5929\u5224 no&#xff0c;\u56de\u5f52\u6d4b\u8bd5\u5c31\u6ca1\u6cd5\u5199\u3002\u89c4\u5219\u6cd5\u4f1a\u6f0f&#xff0c;\u4f46\u6f0f\u5f97\u7a33\u5b9a&#xff0c;\u4f60\u80fd\u77e5\u9053\u81ea\u5df1\u6f0f\u5728\u54ea\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u53d6\u820d\u662f\u89c4\u5219\u4e4b\u95f4\u4e0d\u5171\u4eab\u72b6\u6001\u3002\u4e09\u4e2a\u68c0\u6d4b\u5668\u5404\u81ea\u72ec\u7acb\u8dd1\u3001\u5404\u81ea\u51fa\u4e09\u6001&#xff0c;\u4e00\u4e2a\u5931\u6548\u4e0d\u5f71\u54cd\u53e6\u5916\u4e24\u4e2a\u3002\u770b\u8d77\u6765\u662f\u91cd\u590d\u4ee3\u7801&#xff0c;\u5b9e\u9645\u662f\u6545\u969c\u9694\u79bb\u3002<\/p>\n<p>\u7b2c\u4e09\u4e2a\u53d6\u820d\u662f\u63a5\u53d7\u76f2\u533a&#xff0c;\u5e76\u628a\u5b83\u663e\u5f0f\u5316\u3002\u89c4\u5219\u6cd5\u53ea\u8986\u76d6\u5df2\u77e5\u5f62\u6001&#xff0c;\u5bf9\u6539\u5199\u53d8\u4f53\u57fa\u672c\u6ca1\u8f99\u3002\u6240\u4ee5\u6211\u5b81\u53ef\u591a\u4e00\u4e2a NEEDS_REVIEW \u6001&#xff0c;\u4e5f\u4e0d\u5047\u88c5\u8986\u76d6\u7387\u662f 100%\u3002<\/p>\n<h3>\u4e94\u3001\u8e29\u5751\u8bb0\u5f55<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260919111801-6aae6f691b7dd.jpg\" alt=\"\u914d\u56fe\" \/><\/p>\n<p>\u5751 1&#xff1a;\u5168\u7eff\u7684\u81ea\u68c0&#xff0c;\u914d\u4e0a\u4e00\u4e2a\u6052\u4e3a 0 \u7684\u8ba1\u6570\u5668\u3002<\/p>\n<p>\u9996\u7248 by_detector \u662f\u8fd9\u4e48\u5199\u7684&#xff1a;d.__name__[-2:]\u3002\u51fd\u6570\u540d\u662f detect_d1&#xff0c;\u53d6\u540e\u4e24\u4f4d\u5f97\u5230\u5c0f\u5199 d1&#xff0c;\u800c findings \u91cc\u5199\u7684\u662f\u5927\u5199 D1&#xff0c;\u4e24\u4e2a\u5b57\u7b26\u4e32\u4e0d\u76f8\u7b49&#xff0c;\u6240\u4ee5\u5206\u68c0\u6d4b\u5668\u8ba1\u6570\u6052\u4e3a 0\u3002<\/p>\n<p>\u81ea\u68c0\u7684 9 \u6761\u7528\u4f8b\u5f53\u65f6\u662f\u5168\u7eff\u7684&#xff0c;\u56e0\u4e3a\u5224\u5b9a\u7528\u7684\u662f hits \u5217\u8868&#xff0c;\u4e0d\u4f9d\u8d56\u90a3\u4e2a\u8ba1\u6570\u5668\u3002\u8fd9\u91cc\u8981\u7559\u610f&#xff1a;\u4e00\u4e2a\u6240\u6709\u7528\u4f8b\u90fd\u901a\u8fc7\u7684\u81ea\u68c0&#xff0c;\u540c\u65f6\u8f93\u51fa\u4e86\u4e00\u4e2a\u5b8c\u5168\u9519\u8bef\u7684\u7edf\u8ba1\u503c\u3002<\/p>\n<p>\u4fee\u6cd5\u662f\u628a\u4e24\u8fb9\u90fd .upper()\u3002\u6559\u8bad\u662f&#xff1a;\u51e1\u662f\u201c\u62a5 0\u201d\u7684\u8ba1\u6570\u5668&#xff0c;\u5fc5\u987b\u5728\u6709\u547d\u4e2d\u7684\u6b63\u63a7\u4e0a\u9a8c\u8bc1\u8fc7\u4e00\u6b21&#xff0c;\u5426\u5219 0 \u65e2\u53ef\u80fd\u662f\u201c\u771f\u7684\u6ca1\u6709\u201d&#xff0c;\u4e5f\u53ef\u80fd\u662f\u201c\u540d\u5b57\u5199\u9519\u4e86\u201d\u3002<\/p>\n<p>\u5751 2&#xff1a;\u4e09\u6001\u91cc\u5c11\u5b58\u4e86\u4e00\u6001\u3002<\/p>\n<p>audit() \u7684\u8fd4\u56de\u7ed3\u6784\u91cc\u6211\u5199\u4e86 hits\u3001review&#xff0c;\u6f0f\u4e86 clean&#xff0c;\u81ea\u68c0\u91cc\u8bfb res[&#034;clean&#034;] \u76f4\u63a5 KeyError\u3002\u4e09\u6001\u4e0d\u80fd\u53ea\u4f53\u73b0\u5728\u6587\u6863\u548c\u6253\u5370\u91cc&#xff0c;\u5f97\u771f\u7684\u843d\u8fdb\u8fd4\u56de\u7ed3\u6784&#xff0c;\u5426\u5219\u4e0b\u6e38\u62ff\u4e0d\u5230\u3002<\/p>\n<p>\u5751 3&#xff1a;\u8d1f\u63a7\u6293\u51fa\u6765\u7684\u8bef\u62a5\u3002<\/p>\n<p>\u6ca1\u52a0 D1_META_RX \u4e4b\u524d&#xff0c;neg-03-meta-discussion \u8fd9\u6761\u8d1f\u63a7\u88ab\u8bef\u5224\u6210 HIT&#xff0c;\u56e0\u4e3a\u5b83\u7684\u6458\u8981\u91cc\u4e3a\u4e86\u6f14\u793a\u5199\u4e86 META SAMPLE \u8fd9\u4e2a\u6307\u4ee4\u5f62\u6001\u3002<\/p>\n<p>\u8fd9\u6761\u8d1f\u63a7\u7684\u4ef7\u503c\u5728\u4e8e&#xff1a;\u5b83\u6293\u5230\u7684\u662f\u8fc7\u5ea6\u62e6\u622a\u3002\u4e00\u4e2a\u53ea\u4f1a\u62a5\u7ea2\u7684\u68c0\u6d4b\u5668&#xff0c;\u7528\u4e24\u5929\u5c31\u4f1a\u88ab\u56e2\u961f\u65e0\u89c6&#xff0c;\u7136\u540e\u8fde\u771f\u544a\u8b66\u4e00\u8d77\u65e0\u89c6\u3002\u4f1a\u558a\u72fc\u6765\u4e86\u7684\u5224\u636e\u662f\u8d1f\u503a&#xff0c;\u4e0d\u662f\u8d44\u4ea7\u3002<\/p>\n<p>\u5751 4:sk-**************** \u88ab\u8bef\u62a5\u3002<\/p>\n<p>\u53ea\u6309 sk- \u524d\u7f00\u626b&#xff0c;\u8131\u654f\u540e\u7684\u6837\u4f8b\u5b57\u7b26\u4e32\u4e5f\u4f1a\u547d\u4e2d\u3002\u52a0 REDACTED_RX \u4e4b\u540e neg-02-redacted \u624d\u5b89\u9759\u4e0b\u6765\u3002\u540c\u4e00\u7c7b\u95ee\u9898\u5728\u771f\u5b9e\u65e5\u5fd7\u91cc\u66f4\u5e38\u89c1&#xff1a;\u6587\u6863\u3001\u793a\u4f8b\u3001\u6d4b\u8bd5\u6570\u636e\u91cc\u5168\u662f\u6253\u7801\u7684 key\u3002<\/p>\n<h3>\u516d\u3001\u8fd9\u5957\u4e1c\u897f\u7684\u5929\u82b1\u677f\u5728\u54ea<\/h3>\n<p>\u5fc5\u987b\u8bf4\u6e05\u695a&#xff1a;\u8fd9\u7c7b\u9759\u6001\u68c0\u6d4b\u5668\u7684\u5929\u82b1\u677f\u5f88\u4f4e\u3002<\/p>\n<p>\u5b83\u53ea\u80fd\u53d1\u73b0\u201c\u5df2\u7ecf\u72af\u8fc7\u7684\u9519\u201d\u30026 \u8d77\u4e8b\u6545\u62ab\u9732\u4e4b\u540e&#xff0c;\u4f60\u80fd\u5199 3 \u4e2a\u68c0\u6d4b\u5668&#xff1b;\u4e0b\u4e00\u6b21\u4e8b\u6545\u662f\u65b0\u673a\u5236&#xff0c;\u68c0\u6d4b\u5668\u6293\u4e0d\u5230\u3002\u6240\u4ee5\u5b83\u5e94\u8be5\u88ab\u5f53\u6210\u6700\u540e\u4e00\u9053\u65e5\u5fd7\u5c42\u515c\u5e95&#xff0c;\u800c\u4e0d\u662f\u4e3b\u9632\u7ebf\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u89d2\u5ea6&#xff1a;\u771f\u6b63\u80fd\u6321\u4f4f\u7b2c 2 \u7c7b\u4e8b\u6545\u7684\u4e0d\u662f\u65e5\u5fd7\u626b\u63cf&#xff0c;\u662f\u51ed\u636e\u7684\u6700\u5c0f\u6743\u9650\u548c\u5bc6\u94a5\u81ea\u52a8\u8f6e\u6362\u3002\u5982\u679c\u90a3\u628a key \u6ca1\u6709\u6743\u9650\u8bbf\u95ee\u4efb\u4f55\u751f\u4ea7\u8d44\u6e90&#xff0c;\u6a21\u578b\u627e\u5230\u5b83\u4e5f\u6ca1\u7528\u3002\u68c0\u6d4b\u5668\u89e3\u51b3\u7684\u662f\u201c\u53d1\u73b0\u201d&#xff0c;\u6743\u9650\u7b56\u7565\u89e3\u51b3\u7684\u662f\u201c\u635f\u5931\u4e0a\u9650\u201d\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u8fb9\u754c&#xff1a;\u68c0\u6d4b\u5668\u8981\u8bfb\u65e5\u5fd7&#xff0c;\u800c\u65e5\u5fd7\u91cc\u53ef\u80fd\u5c31\u6709\u51ed\u636e\u3002\u4f60\u4e3a\u4e86\u68c0\u6d4b\u6cc4\u5bc6&#xff0c;\u53c8\u591a\u9020\u4e86\u4e00\u4e2a\u80fd\u8bfb\u5230\u660e\u6587\u7684\u7cfb\u7edf\u3002\u6240\u4ee5\u65e5\u5fd7\u4fa7\u7684\u8131\u654f\u5fc5\u987b\u548c\u68c0\u6d4b\u5668\u540c\u6b65\u4e0a\u7ebf&#xff0c;\u987a\u5e8f\u4e0d\u80fd\u53cd\u3002<\/p>\n<p>\u4e00\u4e2a\u52a1\u5b9e\u7684\u843d\u5730\u987a\u5e8f\u662f&#xff1a;\u5148\u505a D3 \u7684\u51fa\u7ad9\u767d\u540d\u5355&#xff0c;\u56e0\u4e3a\u5b83\u7684\u8bef\u62a5\u7387\u6700\u4f4e\u3001\u89c1\u6548\u6700\u5feb&#xff1b;\u518d\u8865 D2 \u7684\u51ed\u636e\u626b\u63cf&#xff1b;\u6700\u540e\u624d\u662f D1&#xff0c;\u56e0\u4e3a\u6458\u8981\u5c42\u7684\u5224\u5b9a\u4f9d\u8d56\u4f60\u5bf9\u81ea\u5df1 Agent \u94fe\u8def\u7684\u4e86\u89e3\u7a0b\u5ea6\u3002<\/p>\n<p>\u51e0\u4e2a\u95ee\u9898&#xff0c;\u60f3\u542c\u542c\u4f60\u4eec\u7684\u505a\u6cd5&#xff1a;<\/p>\n<li>\u4f60\u4eec Agent \u7684\u538b\u7f29\u6458\u8981&#xff0c;\u73b0\u5728\u662f\u5f53\u53ef\u4fe1\u8f93\u5165\u8fd8\u662f\u5f53\u4e0d\u53ef\u4fe1\u8f93\u5165&#xff1f;<\/li>\n<li>\u51fa\u7ad9\u8fd9\u5757&#xff0c;\u7528\u7684\u662f\u767d\u540d\u5355\u8fd8\u662f\u9ed1\u540d\u5355&#xff1f;\u767d\u540d\u5355\u7ef4\u62a4\u6210\u672c\u9ad8\u5417&#xff1f;<\/li>\n<li>\u8fd9\u7c7b\u68c0\u6d4b\u5668\u4f60\u4eec\u653e\u8fdb CI \u4e86&#xff0c;\u8fd8\u662f\u53ea\u5728\u4e8b\u540e review 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