{"id":67691,"date":"2026-01-29T02:57:08","date_gmt":"2026-01-28T18:57:08","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/67691.html"},"modified":"2026-01-29T02:57:08","modified_gmt":"2026-01-28T18:57:08","slug":"%e4%b8%ba%e4%bb%80%e4%b9%88ai%e5%ae%89%e5%85%a8%e6%b5%8b%e8%af%95%e6%88%902026%e5%b9%b4%e5%88%9a%e9%9c%80%ef%bc%9f-%e7%bb%99%e8%bd%af%e4%bb%b6%e6%b5%8b%e8%af%95%e4%bb%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/67691.html","title":{"rendered":"\u200c\u4e3a\u4ec0\u4e48AI\u5b89\u5168\u6d4b\u8bd5\u62102026\u5e74\u521a\u9700\uff1f\u2014\u2014\u7ed9\u8f6f\u4ef6\u6d4b\u8bd5\u4ece\u4e1a\u8005\u7684\u4e13\u4e1a\u6df1\u5ea6\u89e3\u6790"},"content":{"rendered":"<h4>\u200c\u4e00\u3001\u5e02\u573a\u4e0e\u6280\u672f\u53cc\u8f6e\u9a71\u52a8&#xff1a;AI\u6d4b\u8bd5\u5df2\u4ece\u201c\u53ef\u9009\u201d\u53d8\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u200c<\/h4>\n<p>2026\u5e74&#xff0c;\u5168\u7403AI\u6d4b\u8bd5\u5de5\u5177\u5e02\u573a\u89c4\u6a21\u5df2\u7a81\u7834\u200c50\u4ebf\u7f8e\u5143\u200c&#xff08;\u7ea6\u5408\u4eba\u6c11\u5e01350\u4ebf\u5143&#xff09;&#xff0c;\u4e2d\u56fd\u8d21\u732e\u8d8530%\u4efd\u989d&#xff0c;\u91d1\u878d\u3001\u4e92\u8054\u7f51\u4e0e\u667a\u80fd\u6c7d\u8f66\u9886\u57df\u6e17\u900f\u7387\u8d8565%\u3002\u8fd9\u4e00\u589e\u957f\u5e76\u975e\u6e90\u4e8e\u6280\u672f\u5671\u5934&#xff0c;\u800c\u662f\u4f01\u4e1a\u5bf9\u200c\u8d28\u91cf\u57fa\u7840\u8bbe\u65bd\u200c\u7684\u521a\u6027\u9700\u6c42\u3002<\/p>\n<p>AI\u6d4b\u8bd5\u5de5\u5177\u5df2\u8fdb\u5316\u4e3a\u5177\u5907\u200c\u611f\u77e5\u3001\u51b3\u7b56\u3001\u81ea\u6108\u3001\u534f\u540c\u4e0e\u9884\u6d4b\u80fd\u529b\u200c\u7684\u201c\u81ea\u4e3b\u8d28\u91cf\u667a\u80fd\u4f53\u201d&#xff1a;<\/p>\n<ul>\n<li>\u200c\u52a8\u6001\u6d4b\u8bd5\u6570\u636e\u751f\u6210\u200c&#xff1a;\u57fa\u4e8eGAN\u7f51\u7edc&#xff0c;\u8986\u76d690%\u8fb9\u754c\u573a\u666f&#xff08;\u5982\u53cd\u6b3a\u8bc8\u903b\u8f91&#xff09;&#xff0c;\u89e3\u51b3\u4f20\u7edf\u6570\u636e\u4e0d\u8db3\u75db\u70b9&#xff1b;<\/li>\n<li>\u200c\u5b9e\u65f6\u98ce\u9669\u9884\u6d4b\u200c&#xff1a;\u7ed3\u5408\u4ee3\u7801\u8bed\u4e49\u5206\u6790&#xff0c;\u7f3a\u9677\u62e6\u622a\u7387\u63d0\u5347\u81f368%&#xff0c;\u63d0\u524d\u9501\u5b9a\u9ad8\u98ce\u9669\u6a21\u5757&#xff1b;<\/li>\n<li>\u200c\u81ea\u4e3b\u4fee\u590d\u4e0e\u591a\u667a\u80fd\u4f53\u534f\u540c\u9a8c\u8bc1\u200c&#xff1a;\u81ea\u52a8\u8bca\u65ad\u5f02\u5e38\u5e76\u89e6\u53d1\u8de8\u6a21\u5757\u9a8c\u8bc1&#xff0c;\u663e\u8457\u964d\u4f4e\u53d1\u5e03\u5931\u8d25\u7387\u3002<\/li>\n<\/ul>\n<p>\u6d4b\u8bd5\u5de5\u7a0b\u5e08\u7684\u89d2\u8272\u6b63\u4ece\u201c\u811a\u672c\u5de5\u4eba\u201d\u8f6c\u5411\u201cAI\u8bad\u7ec3\u5e08\u201d\u2014\u2014\u4e0d\u518d\u624b\u5199Selenium&#xff0c;\u800c\u662f\u8bbe\u8ba1\u63d0\u793a\u8bcd&#xff08;Prompt&#xff09;\u3001\u6807\u6ce8\u8bad\u7ec3\u6570\u636e\u3001\u8bc4\u4f30AI\u751f\u6210\u7ed3\u679c\u7684\u51c6\u786e\u6027\u3002 \u4f8b\u5982&#xff1a;\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u201c\u9a8c\u8bc1\u652f\u4ed8\u5931\u8d25\u540e\u8ba2\u5355\u72b6\u6001\u56de\u6eda\u201d&#xff0c;AI\u5373\u53ef\u81ea\u52a8\u751f\u6210\u5b8c\u6574\u7aef\u5230\u7aef\u6d4b\u8bd5\u6d41\u7a0b&#xff0c;\u51c6\u786e\u7387\u9884\u8ba12027\u5e74\u7a81\u783492%\u3002<\/p>\n<hr \/>\n<h4>\u200c\u4e8c\u3001\u771f\u5b9e\u653b\u51fb\u6848\u4f8b&#xff1a;AI\u6d4b\u8bd5\u5931\u8d25\u5df2\u9020\u6210\u6cd5\u5f8b\u4e0e\u7ecf\u6d4e\u635f\u5931\u200c<\/h4>\n<p>AI\u5b89\u5168\u98ce\u9669\u5df2\u4ece\u7406\u8bba\u5a01\u80c1\u6f14\u53d8\u4e3a\u73b0\u5b9e\u707e\u96be&#xff0c;\u591a\u4e2a\u6848\u4f8b\u76f4\u63a5\u51b2\u51fb\u4f01\u4e1a\u5408\u89c4\u4e0e\u54c1\u724c\u4fe1\u8a89&#xff1a;<\/p>\n<table>\n<tr>\u6848\u4f8b\u4e8b\u4ef6\u63cf\u8ff0\u540e\u679c<\/tr>\n<tbody>\n<tr>\n<td>\u200c\u52a0\u62ff\u5927\u822a\u7a7aAI\u804a\u5929\u673a\u5668\u4eba\u8bef\u5bfc\u4e58\u5ba2\u200c<\/td>\n<td>AI\u9519\u8bef\u627f\u8bfa\u201c\u4e27\u4eb2\u53ef\u4eab\u6298\u6263\u201d&#xff0c;\u8bf1\u5bfc\u7528\u6237\u8d2d\u7968<\/td>\n<td>\u6cd5\u9662\u5224\u51b3\u4f01\u4e1a\u8d54\u507f&#xff0c;\u5f00\u521bAI\u670d\u52a1\u8d23\u4efb\u5148\u4f8b<\/td>\n<\/tr>\n<tr>\n<td>\u200c\u56fd\u5185\u9996\u4f8b\u201cAI\u5e7b\u89c9\u201d\u4fb5\u6743\u6848\u200c<\/td>\n<td>AI\u751f\u6210\u4e0d\u5b58\u5728\u7684\u9ad8\u6821\u6821\u533a\u4fe1\u606f&#xff0c;\u5e76\u627f\u8bfa\u201c\u8d54\u507f10\u4e07\u201d<\/td>\n<td>\u676d\u5dde\u4e92\u8054\u7f51\u6cd5\u9662\u9a73\u56de\u8bc9\u8bbc&#xff0c;\u4f46\u660e\u786eAI\u201c\u627f\u8bfa\u201d\u4e0d\u6784\u6210\u6cd5\u5f8b\u610f\u601d\u8868\u793a&#xff0c;\u5212\u6e05\u8d23\u4efb\u8fb9\u754c<\/td>\n<\/tr>\n<tr>\n<td>\u200c\u5f8b\u5e08\u7528AI\u4f2a\u9020\u53f8\u6cd5\u6848\u4f8b\u200c<\/td>\n<td>\u4e3a\u4f50\u8bc1\u89c2\u70b9&#xff0c;AI\u751f\u6210\u865a\u5047\u6848\u53f7&#xff08;\u5982(2022)\u6caa01\u6c11\u7ec812345&#xff09;\u5e76\u63d0\u4ea4\u6cd5\u9662<\/td>\n<td>\u6cd5\u5b98\u5f53\u5ead\u9a73\u56de&#xff0c;\u6279\u8bc4\u5176\u6270\u4e71\u53f8\u6cd5\u79e9\u5e8f&#xff0c;\u5165\u9009\u6700\u9ad8\u6cd5\u6848\u4f8b\u5e93<\/td>\n<\/tr>\n<tr>\n<td>\u200cGPT\u751f\u6210\u5e26\u540e\u95e8\u4ee3\u7801\u81f4\u635f\u59311.8\u4e07\u5143\u200c<\/td>\n<td>\u7a0b\u5e8f\u5458\u4f7f\u7528AI\u751f\u6210\u7684GitHub\u4ee3\u7801&#xff0c;\u6cc4\u9732\u79c1\u94a5<\/td>\n<td>\u76f4\u63a5\u7ecf\u6d4e\u635f\u5931&#xff0c;\u66b4\u9732AI\u8f85\u52a9\u5f00\u53d1\u4e2d\u7684\u4f9b\u5e94\u94fe\u6c61\u67d3\u98ce\u9669<\/td>\n<\/tr>\n<tr>\n<td>\u200cAI\u6295\u6bd2\u653b\u51fb&#xff1a;\u4ec5250\u6837\u672c\u690d\u5165\u540e\u95e8\u200c<\/td>\n<td>\u653b\u51fb\u8005\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u6ce8\u5165\u6076\u610f\u6587\u6863&#xff0c;\u89e6\u53d1\u7279\u5b9a\u8bcd\u5373\u6cc4\u9732\u654f\u611f\u4fe1\u606f<\/td>\n<td>\u7834\u574f\u201c\u6a21\u578b\u8d8a\u5927\u8d8a\u5b89\u5168\u201d\u5047\u8bbe&#xff0c;\u653b\u51fb\u6210\u672c\u8fdc\u4f4e\u4e8e\u9632\u5fa1\u6210\u672c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e9b\u4e8b\u4ef6\u8868\u660e&#xff1a;\u200cAI\u7cfb\u7edf\u7684\u201c\u5e7b\u89c9\u201d\u201c\u6295\u6bd2\u201d\u201c\u63d0\u793a\u6ce8\u5165\u201d\u4e0d\u518d\u662f\u6280\u672f\u8bba\u6587\u4e2d\u7684\u672f\u8bed&#xff0c;\u800c\u662f\u6cd5\u5ead\u3001\u5ba1\u8ba1\u4e0e\u5b89\u5168\u4e8b\u4ef6\u62a5\u544a\u4e2d\u7684\u5173\u952e\u8bcd\u3002\u200c<\/p>\n<hr \/>\n<h4>\u200c\u4e09\u3001\u56fd\u9645\u6807\u51c6\u4f53\u7cfb\u786e\u7acb&#xff1a;AI\u5b89\u5168\u6d4b\u8bd5\u6709\u636e\u53ef\u4f9d\u200c<\/h4>\n<p>2026\u5e74&#xff0c;AI\u5b89\u5168\u6d4b\u8bd5\u4e0d\u518d\u4f9d\u8d56\u7ecf\u9a8c\u5224\u65ad&#xff0c;\u800c\u662f\u9075\u5faa\u5168\u7403\u6743\u5a01\u6846\u67b6&#xff1a;<\/p>\n<h5>\u200cOWASP AI Top 10 (2025) \u6838\u5fc3\u98ce\u9669&#xff08;\u6d4b\u8bd5\u5fc5\u68c0\u9879&#xff09;\u200c<\/h5>\n<table>\n<tr>\u98ce\u9669\u7b49\u7ea7\u98ce\u9669\u540d\u79f0\u6d4b\u8bd5\u5e94\u5bf9\u7b56\u7565<\/tr>\n<tbody>\n<tr>\n<td>\u200c1\u200c<\/td>\n<td>\u200c\u63d0\u793a\u6ce8\u5165&#xff08;Prompt Injection&#xff09;\u200c<\/td>\n<td>\u6784\u5efa\u5bf9\u6297\u6027\u8f93\u5165\u96c6&#xff0c;\u6d4b\u8bd5\u6a21\u578b\u662f\u5426\u7ed5\u8fc7\u5b89\u5168\u89c4\u5219&#xff1b;\u9a8c\u8bc1\u8f93\u5165\u8fc7\u6ee4\u4e0e\u4e0a\u4e0b\u6587\u9694\u79bb\u673a\u5236<\/td>\n<\/tr>\n<tr>\n<td>\u200c2\u200c<\/td>\n<td>\u200c\u6076\u610f\u667a\u80fd\u4f53\u884c\u4e3a&#xff08;Malicious Agent Behavior&#xff09;\u200c<\/td>\n<td>\u6a21\u62df\u6743\u9650\u63d0\u5347\u653b\u51fb&#xff0c;\u68c0\u6d4bAI\u667a\u80fd\u4f53\u662f\u5426\u53ef\u8c03\u7528\u672a\u6388\u6743API\u6216\u6267\u884c\u7cfb\u7edf\u547d\u4ee4<\/td>\n<\/tr>\n<tr>\n<td>\u200c3\u200c<\/td>\n<td>\u200c\u6570\u636e\u6295\u6bd2&#xff08;Data Poisoning&#xff09;\u200c<\/td>\n<td>\u5bf9\u8bad\u7ec3\u6570\u636e\u96c6\u8fdb\u884c\u6837\u672c\u6270\u52a8\u6d4b\u8bd5&#xff0c;\u68c0\u6d4b\u6a21\u578b\u662f\u5426\u5728\u7279\u5b9a\u89e6\u53d1\u8bcd\u4e0b\u884c\u4e3a\u5f02\u5e38<\/td>\n<\/tr>\n<tr>\n<td>\u200c4\u200c<\/td>\n<td>\u200c\u8fc7\u5ea6\u6743\u9650&#xff08;Superuser Problem&#xff09;\u200c<\/td>\n<td>\u5ba1\u8ba1AI\u667a\u80fd\u4f53\u7684\u8bbf\u95ee\u6743\u9650\u6e05\u5355&#xff0c;\u5b9e\u65bd\u6700\u5c0f\u6743\u9650\u539f\u5219\u4e0e\u52a8\u6001\u6743\u9650\u56de\u6536<\/td>\n<\/tr>\n<tr>\n<td>\u200c5\u200c<\/td>\n<td>\u200c\u6a21\u578b\u7a83\u53d6&#xff08;Model Extraction&#xff09;\u200c<\/td>\n<td>\u68c0\u6d4bAPI\u54cd\u5e94\u662f\u5426\u6cc4\u9732\u6a21\u578b\u7ed3\u6784\u6216\u53c2\u6570&#xff0c;\u5b9e\u65bd\u54cd\u5e94\u6df7\u6dc6\u4e0e\u901f\u7387\u9650\u5236<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>OWASP\u660e\u786e\u6307\u51fa&#xff1a;\u200c\u201c\u4f20\u7edf\u6e17\u900f\u6d4b\u8bd5\u65e0\u6cd5\u8986\u76d6AI\u7279\u6709\u7684\u653b\u51fb\u9762\u201d\u200c&#xff0c;\u5fc5\u987b\u5efa\u7acb\u200cAI\u4e13\u5c5e\u6d4b\u8bd5\u7528\u4f8b\u5e93\u200c\u4e0e\u200c\u5bf9\u6297\u6837\u672c\u751f\u6210\u6d41\u7a0b\u200c\u3002<\/p>\n<h5>\u200cNIST AI\u98ce\u9669\u7ba1\u7406\u6846\u67b6&#xff08;AI 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\/>\n<h4>\u200c\u56db\u3001\u4ece\u4e1a\u8005\u80fd\u529b\u8f6c\u578b&#xff1a;\u4f60\u5fc5\u987b\u638c\u63e1\u76845\u9879\u65b0\u6280\u80fd\u200c<\/h4>\n<table>\n<tr>\u4f20\u7edf\u6d4b\u8bd5\u6280\u80fd2026\u5e74AI\u65f6\u4ee3\u65b0\u80fd\u529b\u63a8\u8350\u5b66\u4e60\u8def\u5f84<\/tr>\n<tbody>\n<tr>\n<td>\u7f16\u5199Selenium\u811a\u672c<\/td>\n<td>\u200c\u63d0\u793a\u5de5\u7a0b&#xff08;Prompt Engineering&#xff09;\u200c<\/td>\n<td>\u300aAI\u6d4b\u8bd5\u63d0\u793a\u8bbe\u8ba1\u5b9e\u6218\u300b&#xff08;Coursera&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u624b\u52a8\u6267\u884c\u56de\u5f52\u6d4b\u8bd5<\/td>\n<td>\u200c\u6570\u636e\u8d28\u91cf\u8bc4\u4f30\u200c&#xff08;\u5206\u5e03\u504f\u79fb\u3001\u7f3a\u5931\u503c\u3001\u6807\u7b7e\u566a\u58f0&#xff09;<\/td>\n<td>\u4f7f\u7528Great Expectations\u3001Pandas Profiling<\/td>\n<\/tr>\n<tr>\n<td>\u529f\u80fd\u8fb9\u754c\u6d4b\u8bd5<\/td>\n<td>\u200c\u6a21\u578b\u6f02\u79fb\u76d1\u6d4b\u200c&#xff08;Drift Detection&#xff09;<\/td>\n<td>\u90e8\u7f72Evidently 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