{"id":119223,"date":"2026-10-29T04:00:25","date_gmt":"2026-10-28T20:00:25","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/119223.html"},"modified":"2026-10-29T04:00:25","modified_gmt":"2026-10-28T20:00:25","slug":"ai%e5%ae%89%e5%85%a8-ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%b5%8b%e8%83%bd%e5%ae%89%e5%85%a8%e6%94%bb%e9%98%b2%e7%9a%84%e5%85%b3%e9%94%ae%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/119223.html","title":{"rendered":"AI\u5b89\u5168--AI\u5927\u6a21\u578b\u8d4b\u80fd\u5b89\u5168\u653b\u9632\u7684\u5173\u952e\u6280\u672f"},"content":{"rendered":"

\u4e00\u3001AI\u5927\u6a21\u578b\u8d4b\u80fd\u5b89\u5168\u653b\u9632\u7684\u76f8\u5173\u6982\u5ff5<\/h2>\n

1\u3001\u5b89\u5168\u5927\u6a21\u578b（Security LLM）<\/p>\n

\u628a\u5927\u91cf\u5b89\u5168\u4e13\u4e1a\u77e5\u8bc6\u6ce8\u5165\u901a\u7528\u5927\u6a21\u578b\u4e4b\u540e\u5f97\u5230\u7684\u5782\u57df\u5927\u6a21\u578b\u3002\u80fd\u529b\u6765\u81ea\u62ff\u6d77\u91cf\u5b89\u5168\u9886\u57df\u6570\u636e\u5bf9\u901a\u7528\u5927\u6a21\u578b\u505a\u5fae\u8c03\u8bad\u7ec3，\u6a21\u578b\u7531\u6b64\u5bf9\u5404\u7c7b\u5b89\u5168\u5a01\u80c1\u5f62\u6210\u6df1\u523b\u7406\u89e3，\u80fd\u5bf9\u7f51\u7edc\u6d41\u91cf\u3001\u7cfb\u7edf\u65e5\u5fd7\u3001\u6f0f\u6d1e\u4fe1\u606f\u8fd9\u51e0\u7c7b\u591a\u6e90\u6570\u636e\u505a\u6df1\u5ea6\u5206\u6790，\u628a\u6f5c\u5728\u7684\u5b89\u5168\u98ce\u9669\u7cbe\u51c6\u8bc6\u522b\u51fa\u6765\u3002<\/p>\n

\u6784\u5efa\u8981\u8d70\u516d\u4e2a\u73af\u8282：\u6570\u636e\u6536\u96c6\u4e0e\u9884\u5904\u7406，\u6a21\u578b\u9009\u62e9\u4e0e\u9884\u8bad\u7ec3，\u5fae\u8c03\u8bad\u7ec3，\u4eba\u7c7b\u5bf9\u9f50，\u6a21\u578b\u8bc4\u4f30\u4e0e\u4f18\u5316，\u6700\u540e\u662f\u90e8\u7f72\u4e0e\u5e94\u7528\u3002<\/p>\n

\u5148\u5929\u5c40\u9650：\u4e0e\u6240\u6709\u5927\u6a21\u578b\u4e00\u6837，\u5b89\u5168\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u8fb9\u754c\u7531\u8bad\u7ec3\u6570\u636e\u5212\u5b9a，\u8bad\u7ec3\u6570\u636e\u505c\u5728 2025 \u5e74，2026 \u5e74\u53d1\u751f\u7684\u5b89\u5168\u4e8b\u4ef6\u3001\u62ab\u9732\u7684\u5b89\u5168\u6f0f\u6d1e\u5b83\u4fbf\u4e00\u6982\u4e0d\u77e5；\u800c\u5a01\u80c1\u60c5\u62a5\u5206\u6790\u3001\u5a01\u80c1\u68c0\u6d4b\u3001\u5b89\u5168\u7b56\u7565\u5236\u5b9a\u5bf9\u6570\u636e\u7684\u5b9e\u65f6\u6027\u548c\u53ef\u9760\u6027\u8981\u6c42\u6781\u9ad8，\u4e00\u65e6\u8ddf\u4e0d\u4e0a\u6700\u65b0\u62ab\u9732\u7684\u6f0f\u6d1e\u4fe1\u606f，\u5c31\u4f1a\u57cb\u4e0b\u5de8\u5927\u7684\u5b89\u5168\u9690\u60a3\u3002<\/p>\n<\/p>\n

2\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210（RAG）<\/p>\n

\u4e00\u79cd\u628a\u5927\u6a21\u578b\u548c\u5916\u90e8\u77e5\u8bc6\u6e90\u68c0\u7d22\u7ed1\u5728\u4e00\u8d77\u7528\u7684\u5de5\u7a0b\u6846\u67b6，\u540c\u65f6\u5bf9\u4ed8\u4e24\u4e2a\u6bdb\u75c5：\u5176\u4e00，\u9884\u8bad\u7ec3\u6a21\u578b\u4e0d\u77e5\u9053\u8bad\u7ec3\u96c6\u4e4b\u5916\u7684\u77e5\u8bc6；\u5176\u4e8c，\u6a21\u578b\u53ef\u80fd\u751f\u6210\u4e0d\u51c6\u786e\u5185\u5bb9，\u4e5f\u5c31\u662f\u300c\u5e7b\u89c9\u300d\u3002<\/p>\n

\u6838\u5fc3\u673a\u5236\u662f\u7ed5\u5f00\u751f\u6210\u6a21\u578b\u53d7\u8bad\u7ec3\u6570\u636e\u6240\u9650\u7684\u56f0\u5883，\u6539\u4e3a\u5b9e\u65f6\u68c0\u7d22\u6700\u65b0\u4fe1\u606f，\u5305\u62ec\u6587\u6863\u3001\u6570\u636e\u5e93\u3001\u4e92\u8054\u7f51\u90fd\u5728\u68c0\u7d22\u8303\u56f4\u5185，\u8ba9\u751f\u6210\u5185\u5bb9\u7684\u51c6\u786e\u6027\u3001\u65f6\u6548\u6027\u3001\u903b\u8f91\u6027\u90fd\u4e0a\u4e00\u4e2a\u53f0\u9636\u3002<\/p>\n<\/p>\n

3\u3001\u667a\u80fd\u4f53（agent）\u7684\u56db\u5927\u6a21\u5757<\/p>\n

\u611f\u77e5\u6a21\u5757\u662f\u667a\u80fd\u4f53\u7684\u300c\u773c\u775b\u300d，\u9760\u4f20\u611f\u5668\u611f\u77e5\u73af\u5883，\u6bd4\u5982\u7528\u6444\u50cf\u5934\u6355\u6349\u56fe\u50cf\u3001\u7528\u9ea6\u514b\u98ce\u63a5\u6536\u58f0\u97f3；<\/p>\n

\u51b3\u7b56\u6a21\u5757\u662f\u300c\u5927\u8111\u300d，\u51b3\u7b56\u80cc\u540e\u662f\u590d\u6742\u7684\u7b97\u6cd5\u548c\u6a21\u578b，\u6df1\u5ea6\u5b66\u4e60\u3001\u5f3a\u5316\u5b66\u4e60\u90fd\u5c5e\u6b64\u7c7b；<\/p>\n

\u6267\u884c\u6a21\u5757\u662f\u300c\u624b\u300d，\u9760\u6267\u884c\u5668\u628a\u4efb\u52a1\u505a\u5b8c，\u673a\u68b0\u81c2\u64cd\u4f5c\u3001\u8f6f\u4ef6\u6307\u4ee4\u6267\u884c\u90fd\u662f\u4f8b\u5b50；<\/p>\n

\u5b66\u4e60\u6a21\u5757\u8d1f\u8d23\u300c\u81ea\u4e3b\u8fdb\u5316\u300d，\u4f9d\u636e\u8fc7\u5f80\u7ecf\u9a8c\u8fed\u4ee3\u66f4\u65b0\u81ea\u5df1\u7684\u7b56\u7565\u3002<\/p>\n<\/p>\n

4\u3001\u5b89\u5168\u667a\u80fd\u52a9\u624b\u4e0e\u901a\u7528 AI \u5e94\u7528\u5dee\u5728\u54ea<\/p>\n

\u5dee\u5728\u300c\u6218\u573a\u300d\u548c\u300c\u672c\u9886\u300d\u3002\u8c46\u5305\u3001\u5343\u95ee\u8fd9\u7c7b\u901a\u7528\u5e94\u7528\u5904\u7406\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u5f88\u51fa\u8272\u3001\u843d\u5730\u9762\u4e5f\u5e7f，\u53ef\u5a01\u80c1\u8bc6\u522b\u3001\u5f02\u5e38\u68c0\u6d4b\u3001\u5b89\u5168\u7b56\u7565\u5236\u5b9a\u8fd9\u4e9b\u4e13\u4e1a\u672c\u9886\u5e76\u4e0d\u5728\u5b83\u4eec\u7684\u80fd\u529b\u6e05\u5355\u91cc，\u78b0\u4e0a\u653b\u9632\u7c7b\u4e13\u4e1a\u95ee\u9898\u7b54\u5377\u5f80\u5f80\u4e0d\u7406\u60f3\u3002\u5b89\u5168\u667a\u80fd\u52a9\u624b\u628a\u6218\u573a\u9650\u5b9a\u5728\u5b89\u5168\u653b\u9632\u573a\u666f，\u4e13\u4e1a\u95ee\u9898\u81ea\u7136\u7b54\u5f97\u66f4\u51c6\u3001\u66f4\u5feb\u3002<\/p>\n<\/p>\n

\u4e8c\u3001\u4e09\u5927\u6280\u672f\u5e95\u5ea7\u5bf9\u7167<\/h2>\n\n\n\n\n\n\n\n\n
\n

\u5bf9\u6bd4\u7ef4\u5ea6<\/p>\n<\/td>\n

\n

\u5b89\u5168\u5927\u6a21\u578b<\/p>\n<\/td>\n

\n

RAG<\/p>\n<\/td>\n

\n

\u667a\u80fd\u4f53（LLM-based）<\/p>\n<\/td>\n<\/tr>\n

\n

\u5b9a\u4f4d<\/p>\n<\/td>\n

\n

\u6ce8\u5165\u5b89\u5168\u4e13\u4e1a\u77e5\u8bc6\u7684\u5782\u57df\u5927\u6a21\u578b<\/p>\n<\/td>\n

\n

\u628a\u5927\u6a21\u578b\u4e0e\u5916\u90e8\u77e5\u8bc6\u6e90\u68c0\u7d22\u7ed1\u5b9a\u7684\u5de5\u7a0b\u6846\u67b6<\/p>\n<\/td>\n

\n

\u4ee5 LLM \u4e3a\u6838\u5fc3\u8ba1\u7b97\u5f15\u64ce\u7684\u667a\u80fd\u7cfb\u7edf<\/p>\n<\/td>\n<\/tr>\n

\n

\u89e3\u51b3\u7684\u95ee\u9898<\/p>\n<\/td>\n

\n

\u8ba9\u6a21\u578b\u771f\u6b63\u300c\u61c2\u5b89\u5168\u300d：\u5a01\u80c1\u8bc6\u522b\u3001\u5f02\u5e38\u68c0\u6d4b\u3001\u7b56\u7565\u5236\u5b9a<\/p>\n<\/td>\n

\n

\u8bad\u7ec3\u622a\u6b62\u540e\u7684\u77e5\u8bc6\u7f3a\u53e3\u4e0e\u5e7b\u89c9<\/p>\n<\/td>\n

\n

\u4ece\u300c\u4f1a\u56de\u7b54\u300d\u5230\u300c\u4f1a\u52a8\u624b\u300d\u7684\u81ea\u4e3b\u884c\u52a8<\/p>\n<\/td>\n<\/tr>\n

\n

\u6838\u5fc3\u673a\u5236<\/p>\n<\/td>\n

\n

\u6d77\u91cf\u5b89\u5168\u9886\u57df\u6570\u636e\u5fae\u8c03\u8bad\u7ec3，\u516d\u73af\u8282\u6784\u5efa<\/p>\n<\/td>\n

\n

\u4f5c\u7b54\u524d\u5b9e\u65f6\u68c0\u7d22\u6587\u6863\u3001\u6570\u636e\u5e93\u3001\u4e92\u8054\u7f51<\/p>\n<\/td>\n

\n

\u8bb0\u5fc6\u3001\u89c4\u5212\u3001\u5de5\u5177\u3001\u6267\u884c\u73af\u7ed5 LLM<\/p>\n<\/td>\n<\/tr>\n

\n

\u5728\u667a\u80fd\u4f53\u67b6\u6784\u4e2d\u7684\u4f4d\u7f6e<\/p>\n<\/td>\n

\n

\u5b89\u5168\u667a\u80fd\u4f53\u7684\u6838\u5fc3<\/p>\n<\/td>\n

\n

\u957f\u671f\u8bb0\u5fc6\u7684\u5b9e\u73b0\u624b\u6bb5\u4e4b\u4e00<\/p>\n<\/td>\n

\n

\u603b\u4f53\u5f62\u6001\u672c\u8eab<\/p>\n<\/td>\n<\/tr>\n

\n

\u4e3b\u8981\u77ed\u677f<\/p>\n<\/td>\n

\n

\u77e5\u8bc6\u8fb9\u754c\u5373\u8bad\u7ec3\u6570\u636e\u622a\u6b62\u65f6\u95f4<\/p>\n<\/td>\n

\n

\u68c0\u7d22\u6e90\u88ab\u6c61\u67d3\u4f1a\u628a\u9519\u8bef\u5305\u88c5\u6210\u300c\u6709\u636e\u53ef\u67e5\u300d<\/p>\n<\/td>\n

\n

\u89c4\u5212\u4e0e\u5de5\u5177\u4e0d\u9f50\u5c31\u505c\u7559\u5728\u95ee\u7b54\u5c42\u9762<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e09\u3001\u5e38\u89c1\u7684\u5b89\u5168\u573a\u666f<\/h2>\n

1\u3001RAG \u80fd\u5426\u89e3\u51b3\u5927\u6a21\u578b\u8d4b\u80fd\u5b89\u5168\u653b\u9632\u7684\u6240\u6709\u95ee\u9898？\u6709\u54ea\u4e9b\u4f18\u5316\u65b9\u5411？<\/p>\n

\u7b54：\u4e0d\u80fd\u3002RAG \u7ba1\u7684\u53ea\u662f\u300c\u77e5\u8bc6\u4ece\u54ea\u6765\u3001\u591f\u4e0d\u591f\u65b0\u300d，\u7ba1\u4e0d\u4e86\u77e5\u8bc6\u5bf9\u4e0d\u5bf9\u3001\u80fd\u4e0d\u80fd\u52a8\u624b\u3001\u7ed3\u8bba\u6562\u4e0d\u6562\u4fe1\u3002<\/p>\n

    \n
  • RAG \u7684\u804c\u8d23\u8fb9\u754c\u5f88\u6e05\u695a：\u7a81\u7834\u751f\u6210\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u9650\u5236，\u9760\u5b9e\u65f6\u68c0\u7d22\u628a\u51c6\u786e\u6027\u3001\u65f6\u6548\u6027\u3001\u903b\u8f91\u6027\u63d0\u4e0a\u6765，\u5c5e\u4e8e\u77e5\u8bc6\u4f9b\u7ed9\u4fa7；\u800c\u5b89\u5168\u653b\u9632\u8fd8\u8981\u6267\u884c\u4fa7\u80fd\u529b，\u90a3\u8981\u9760\u667a\u80fd\u4f53\u67b6\u6784\u91cc\u7684\u89c4\u5212\u3001\u6267\u884c\u6a21\u5757\u548c\u5de5\u5177\u8c03\u7528\u6765\u5b8c\u6210，\u4e24\u8005\u65e0\u6cd5\u4e92\u76f8\u66ff\u4ee3\u3002<\/li>\n
  • \u751f\u6210\u8d28\u91cf\u88ab\u68c0\u7d22\u8d28\u91cf\u5361\u7740：\u82e5\u5916\u90e8\u6570\u636e\u6e90\u672c\u8eab\u4e0d\u53ef\u9760\u6216\u88ab\u6295\u6bd2（\u4f8b\u5982\u5a01\u80c1\u60c5\u62a5\u6e90\u906d\u6c61\u67d3），RAG \u5c31\u4f1a\u628a\u9519\u8bef\u4fe1\u606f\u5305\u88c5\u6210\u300c\u6709\u636e\u53ef\u67e5\u300d\u7684\u6837\u5b50，\u7b49\u4e8e\u628a\u5e7b\u89c9\u653e\u5927\u3002<\/li>\n
  • RAG \u5e76\u4e0d\u6539\u52a8\u6a21\u578b\u7684\u5e95\u5c42\u63a8\u7406\u80fd\u529b，\u4e5f\u4e0d\u6539\u52a8\u5b89\u5168\u5bf9\u9f50\u6c34\u5e73，\u56e0\u6b64\u5bf9\u8d8a\u6743\u64cd\u4f5c\u3001\u8bef\u5904\u7f6e\u3001\u63d0\u793a\u6ce8\u5165\u8fd9\u7c7b\u884c\u4e3a\u98ce\u9669\u6ca1\u6709\u76f4\u63a5\u7ea6\u675f\u529b\u3002<\/li>\n<\/ul>\n

    \u843d\u5730\u5efa\u8bae：<\/p>\n

      \n
    • \u5efa\u53ef\u4fe1\u68c0\u7d22\u6e90\u767d\u540d\u5355，\u53ea\u6536\u5b98\u65b9\u6f0f\u6d1e\u5e93\u3001\u5185\u90e8\u8d44\u4ea7\u5e93\u3001\u81ea\u6709\u60c5\u62a5\u5e73\u53f0；\u5bf9\u5165\u5e93\u60c5\u62a5\u505a\u6765\u6e90\u6821\u9a8c\u3001\u65f6\u6548\u6807\u8bb0\u4e0e\u6c61\u67d3\u68c0\u6d4b\u3002<\/li>\n
    • \u5f3a\u5236\u300c\u7b54\u6848\u5e26\u5f15\u7528\u300d：\u6bcf\u6761\u5b89\u5168\u7ed3\u8bba\u90fd\u56de\u94fe\u5230\u68c0\u7d22\u7247\u6bb5\u539f\u6587，\u65b9\u4fbf\u4eba\u5de5\u590d\u6838，\u4e5f\u65b9\u4fbf\u4e8b\u540e\u8ffd\u8d23\u3002<\/li>\n
    • \u6253\u78e8\u68c0\u7d22\u94fe\u8def：\u6df7\u5408\u68c0\u7d22（\u5173\u952e\u8bcd\u52a0\u5411\u91cf）\u3001\u91cd\u6392\u5e8f\u3001\u5206\u5757\u7c92\u5ea6\u8c03\u4f18\u3001\u7d22\u5f15\u5b9a\u671f\u91cd\u5efa，\u5e76\u6301\u7eed\u76ef\u53ec\u56de\u547d\u4e2d\u7387\u3002<\/li>\n
    • \u628a RAG \u4e0e\u667a\u80fd\u4f53\u7684\u89c4\u5212\u3001\u5de5\u5177\u6a21\u5757\u6253\u901a，\u8ba9\u68c0\u7d22\u7ed3\u679c\u80fd\u76f4\u63a5\u9a71\u52a8\u5904\u7f6e\u52a8\u4f5c；\u540c\u65f6\u7ed9\u9ad8\u5371\u52a8\u4f5c\u52a0\u4e0a\u4eba\u5de5\u786e\u8ba4\u95f8\u95e8\u3002<\/li>\n<\/ul>\n

      \n

      2\u3001\u9664\u5b89\u5168\u4e13\u4e1a\u80fd\u529b\u5916，\u5b89\u5168\u5927\u6a21\u578b\u8fd8\u9700\u8981\u5173\u6ce8\u54ea\u4e9b\u65b9\u9762？<\/p>\n

      \u7b54：\u81f3\u5c11\u56db\u4e2a\u7ef4\u5ea6：\u77e5\u8bc6\u65f6\u6548\u3001\u81ea\u8eab\u5b89\u5168\u3001\u53ef\u63a7\u53ef\u5ba1\u8ba1\u3001\u6570\u636e\u5408\u89c4；\u4e13\u4e1a\u80fd\u529b\u53ea\u662f\u5165\u573a\u5238\u3002<\/p>\n

        \n
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