{"id":112781,"date":"2026-10-04T20:57:02","date_gmt":"2026-10-04T12:57:02","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112781.html"},"modified":"2026-10-04T20:57:02","modified_gmt":"2026-10-04T12:57:02","slug":"agent-%e5%86%99%e6%9d%83%e9%99%90%ef%bc%9a%e6%95%a2%e4%b8%8d%e6%95%a2%e5%bc%80%ef%bc%9f%e4%b8%80%e6%96%87%e8%ae%b2%e9%80%8f%e9%a3%8e%e9%99%a9%e4%b8%8e%e7%ae%a1%e6%8e%a7%e6%96%b9%e6%a1%88","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112781.html","title":{"rendered":"Agent \u5199\u6743\u9650\uff1a\u6562\u4e0d\u6562\u5f00\uff1f\u4e00\u6587\u8bb2\u900f\u98ce\u9669\u4e0e\u7ba1\u63a7\u65b9\u6848"},"content":{"rendered":"<p>\u6458\u8981&#xff1a;AI Agent \u5199\u6743\u9650\u7ba1\u63a7\u5e76\u975e\u300c\u6562\u4e0d\u6562\u300d\u7684\u4e8c\u5143\u95ee\u9898&#xff0c;\u901a\u8fc7\u5206\u7ea7\u6388\u6743\u3001\u6c99\u7bb1\u9694\u79bb\u3001\u5ba1\u6279\u6d41\u4e0e\u56de\u6eda\u673a\u5236\u7684\u7ec4\u5408\u8bbe\u8ba1&#xff0c;\u5373\u53ef\u5b9e\u73b0\u5b89\u5168\u53ef\u63a7\u7684\u81ea\u4e3b\u6267\u884c\u3002\u672c\u6587\u4ece\u98ce\u9669\u6a21\u578b\u3001\u6743\u9650\u8bbe\u8ba1\u5230\u6280\u672f\u843d\u5730&#xff0c;\u7cfb\u7edf\u8bb2\u89e3\u5982\u4f55\u6784\u5efa\u53ef\u5ba1\u8ba1\u3001\u53ef\u56de\u6eda\u7684\u5199\u6743\u9650\u4f53\u7cfb&#xff0c;\u5e2e\u52a9\u4f60\u5728\u91ca\u653e Agent \u81ea\u4e3b\u6267\u884c\u80fd\u529b\u7684\u540c\u65f6&#xff0c;\u5c06\u8bef\u5199\u3001\u8986\u76d6\u3001\u5220\u9664\u7b49\u98ce\u9669\u63a7\u5236\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185\u3002<\/p>\n<h3>1. \u5f15\u8a00&#xff1a;Agent \u5199\u6743\u9650\u7684\u4e89\u8bae\u4e0e\u73b0\u72b6<\/h3>\n<p>\u968f\u7740 AI Agent \u4ece\u300c\u53ea\u8bfb\u95ee\u7b54\u300d\u8d70\u5411\u300c\u81ea\u4e3b\u6267\u884c\u300d&#xff0c;\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\u6d6e\u51fa\u6c34\u9762&#xff1a;Agent \u5230\u5e95\u8be5\u4e0d\u8be5\u62e5\u6709\u5199\u6743\u9650&#xff1f;\u672c\u6587\u4ece\u6280\u672f\u539f\u7406\u3001\u98ce\u9669\u6a21\u578b\u3001\u6743\u9650\u8bbe\u8ba1\u4e09\u4e2a\u7ef4\u5ea6\u5c55\u5f00\u5206\u6790&#xff0c;\u5e2e\u52a9\u8bfb\u8005\u5efa\u7acb\u4e00\u5957\u53ef\u843d\u5730\u7684\u5199\u6743\u9650\u7ba1\u63a7\u65b9\u6848\u3002<\/p>\n<h3>2. \u4ec0\u4e48\u662f Agent \u7684\u5199\u6743\u9650<\/h3>\n<p>\u5199\u6743\u9650\u6307 Agent \u5728\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u5bf9\u6587\u4ef6\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u3001\u8fdc\u7a0b\u4ed3\u5e93\u7b49\u8d44\u6e90\u6267\u884c\u521b\u5efa\u3001\u4fee\u6539\u3001\u5220\u9664\u64cd\u4f5c\u7684\u80fd\u529b\u3002\u5b83\u4e0e\u53ea\u8bfb\u6743\u9650\u7684\u672c\u8d28\u533a\u522b\u5728\u4e8e&#xff1a;\u5199\u64cd\u4f5c\u4f1a\u6539\u53d8\u7cfb\u7edf\u72b6\u6001&#xff0c;\u4e14\u96be\u4ee5\u5b8c\u5168\u56de\u6eda\u3002<\/p>\n<ul>\n<li>\u6587\u4ef6\u5199\u5165&#xff1a;\u751f\u6210\u4ee3\u7801\u3001\u4fee\u6539\u914d\u7f6e\u3001\u8986\u76d6\u6587\u6863\u3002<\/li>\n<li>\u6570\u636e\u53d8\u66f4&#xff1a;\u589e\u5220\u6539\u6570\u636e\u5e93\u8bb0\u5f55\u3001\u66f4\u65b0\u7f13\u5b58\u3002<\/li>\n<li>\u5916\u90e8\u526f\u4f5c\u7528&#xff1a;\u63d0\u4ea4\u4ee3\u7801\u3001\u53d1\u5e03\u5236\u54c1\u3001\u8c03\u7528\u7b2c\u4e09\u65b9 API\u3002<\/li>\n<\/ul>\n<h3>3. \u4e3a\u4ec0\u4e48\u5199\u6743\u9650\u662f\u9ad8\u98ce\u9669\u64cd\u4f5c<\/h3>\n<p>\u5199\u6743\u9650\u7684\u98ce\u9669\u5e76\u4e0d\u5728\u4e8e\u300c\u5199\u300d\u672c\u8eab&#xff0c;\u800c\u5728\u4e8e Agent \u7684\u51b3\u7b56\u94fe\u8def\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u3002\u5373\u4f7f\u5355\u6b21\u64cd\u4f5c\u6b63\u786e&#xff0c;\u7ec4\u5408\u64cd\u4f5c\u4e5f\u53ef\u80fd\u4ea7\u751f\u4e0d\u53ef\u9884\u671f\u7684\u540e\u679c\u3002<\/p>\n<ul>\n<li>\u4e0d\u53ef\u9006\u6027&#xff1a;\u8986\u76d6\u6587\u4ef6\u3001\u5220\u9664\u6570\u636e\u540e\u96be\u4ee5\u6062\u590d\u3002<\/li>\n<li>\u7ea7\u8054\u5f71\u54cd&#xff1a;\u4e00\u4e2a\u6587\u4ef6\u7684\u6539\u52a8\u53ef\u80fd\u89e6\u53d1\u6784\u5efa\u3001\u90e8\u7f72\u7b49\u8fde\u9501\u53cd\u5e94\u3002<\/li>\n<li>\u4e0a\u4e0b\u6587\u5e7b\u89c9&#xff1a;Agent \u53ef\u80fd\u57fa\u4e8e\u9519\u8bef\u7406\u89e3\u5199\u5165\u9519\u8bef\u5185\u5bb9\u3002<\/li>\n<li>\u6743\u9650\u653e\u5927&#xff1a;\u5199\u6743\u9650\u5e38\u4f34\u968f\u6267\u884c\u6743\u9650&#xff0c;\u5f62\u6210\u300c\u5199 &#043; \u8dd1\u300d\u7684\u590d\u5408\u98ce\u9669\u3002<\/li>\n<\/ul>\n<h3>4. \u5e38\u89c1\u98ce\u9669\u573a\u666f\u4e0e\u771f\u5b9e\u6848\u4f8b<\/h3>\n<p>\u4ee5\u4e0b\u573a\u666f\u662f Agent \u5199\u6743\u9650\u4e8b\u6545\u7684\u9ad8\u53d1\u533a&#xff0c;\u503c\u5f97\u5728\u6743\u9650\u8bbe\u8ba1\u65f6\u91cd\u70b9\u9632\u8303\u3002<\/p>\n<ul>\n<li>\u8bef\u6539\u751f\u4ea7\u914d\u7f6e&#xff1a;Agent \u628a\u6d4b\u8bd5\u73af\u5883\u53c2\u6570\u5199\u5165\u751f\u4ea7\u914d\u7f6e\u6587\u4ef6\u3002<\/li>\n<li>\u8986\u76d6\u4ed6\u4eba\u6210\u679c&#xff1a;\u591a Agent \u534f\u4f5c\u65f6\u4e92\u76f8\u8986\u76d6\u672a\u63d0\u4ea4\u7684\u6539\u52a8\u3002<\/li>\n<li>\u5220\u9664\u5173\u952e\u6587\u4ef6&#xff1a;\u6e05\u7406\u300c\u4e34\u65f6\u6587\u4ef6\u300d\u65f6\u8bef\u5220\u6784\u5efa\u4ea7\u7269\u6216\u5907\u4efd\u3002<\/li>\n<li>\u6ce8\u5165\u6076\u610f\u5185\u5bb9&#xff1a;\u63d0\u793a\u8bcd\u6ce8\u5165\u5bfc\u81f4 Agent \u5199\u5165\u540e\u95e8\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<h3>5. \u6743\u9650\u8bbe\u8ba1\u539f\u5219&#xff1a;\u6700\u5c0f\u5316\u4e0e\u53ef\u5ba1\u8ba1<\/h3>\n<p>\u7ed9 Agent \u5f00\u5199\u6743\u9650\u4e0d\u662f\u300c\u5f00\u6216\u4e0d\u5f00\u300d\u7684\u4e8c\u5143\u9009\u62e9&#xff0c;\u800c\u662f\u4e00\u5957\u5206\u7ea7\u6388\u6743\u4f53\u7cfb\u3002\u6838\u5fc3\u539f\u5219\u662f&#xff1a;\u80fd\u8bfb\u4e0d\u5199\u3001\u80fd\u5199\u4e0d\u6267\u884c\u3001\u80fd\u6267\u884c\u5fc5\u5ba1\u8ba1\u3002<\/p>\n<ul>\n<li>\u6700\u5c0f\u6743\u9650&#xff1a;\u53ea\u6388\u4e88\u5b8c\u6210\u4efb\u52a1\u6240\u9700\u7684\u6700\u5c0f\u5199\u8303\u56f4\u3002<\/li>\n<li>\u8def\u5f84\u767d\u540d\u5355&#xff1a;\u9650\u5b9a\u53ef\u5199\u7684\u76ee\u5f55\u548c\u6587\u4ef6\u7c7b\u578b\u3002<\/li>\n<li>\u64cd\u4f5c\u5206\u7ea7&#xff1a;\u521b\u5efa &gt; \u4fee\u6539 &gt; \u5220\u9664&#xff0c;\u9010\u7ea7\u6536\u7d27\u3002<\/li>\n<li>\u5168\u7a0b\u5ba1\u8ba1&#xff1a;\u8bb0\u5f55\u6bcf\u6b21\u5199\u5165\u7684 diff\u3001\u65f6\u95f4\u548c\u89e6\u53d1\u539f\u56e0\u3002<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u4e0d\u540c\u5199\u6743\u9650\u6a21\u5f0f\u7684\u5dee\u5f02&#xff0c;\u4e0b\u8868\u4ece\u98ce\u9669\u7b49\u7ea7\u3001\u9002\u7528\u573a\u666f\u3001\u5ba1\u8ba1\u8981\u6c42\u548c\u56de\u6eda\u80fd\u529b\u56db\u4e2a\u7ef4\u5ea6&#xff0c;\u5bf9\u4e09\u79cd\u5178\u578b\u6743\u9650\u6a21\u5f0f\u8fdb\u884c\u5bf9\u6bd4\u3002<\/p>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6\u53ea\u8bfb\u6743\u9650\u53d7\u9650\u5199\u6743\u9650\u5b8c\u5168\u5199\u6743\u9650<\/tr>\n<tbody>\n<tr>\n<td>\u98ce\u9669\u7b49\u7ea7<\/td>\n<td>\u4f4e&#xff0c;\u4e0d\u6539\u53d8\u7cfb\u7edf\u72b6\u6001<\/td>\n<td>\u4e2d&#xff0c;\u4ec5\u5141\u8bb8\u5728\u9650\u5b9a\u8def\u5f84\u5185\u5199\u5165<\/td>\n<td>\u9ad8&#xff0c;\u53ef\u4efb\u610f\u521b\u5efa\u3001\u4fee\u6539\u3001\u5220\u9664<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u7528\u573a\u666f<\/td>\n<td>\u4ee3\u7801\u5ba1\u67e5\u3001\u65e5\u5fd7\u5206\u6790\u3001\u914d\u7f6e\u67e5\u8be2<\/td>\n<td>\u6c99\u7bb1\u5185\u4ee3\u7801\u751f\u6210\u3001\u6d4b\u8bd5\u73af\u5883\u6570\u636e\u66f4\u65b0<\/td>\n<td>\u751f\u4ea7\u73af\u5883\u90e8\u7f72\u3001\u6570\u636e\u5e93\u8fc1\u79fb\u3001\u6279\u91cf\u6570\u636e\u4fee\u590d<\/td>\n<\/tr>\n<tr>\n<td>\u5ba1\u8ba1\u8981\u6c42<\/td>\n<td>\u4f4e&#xff0c;\u8bb0\u5f55\u8bfb\u53d6\u884c\u4e3a\u5373\u53ef<\/td>\n<td>\u4e2d&#xff0c;\u9700\u8bb0\u5f55\u5199\u5165 diff\u3001\u8def\u5f84\u548c\u89e6\u53d1\u539f\u56e0<\/td>\n<td>\u9ad8&#xff0c;\u6bcf\u6b21\u5199\u5165\u9700\u5b8c\u6574\u5ba1\u8ba1\u5e76\u652f\u6301\u8ffd\u6eaf<\/td>\n<\/tr>\n<tr>\n<td>\u56de\u6eda\u80fd\u529b<\/td>\n<td>\u65e0\u9700\u56de\u6eda<\/td>\n<td>\u652f\u6301\u5feb\u7167\u56de\u6eda&#xff0c;\u8303\u56f4\u9650\u5b9a\u5728\u6388\u6743\u8def\u5f84<\/td>\n<td>\u9700\u4f9d\u8d56\u5907\u4efd\u6216\u4e8b\u52a1\u673a\u5236&#xff0c;\u56de\u6eda\u6210\u672c\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5178\u578b\u4f7f\u7528\u6848\u4f8b&#xff1a;<\/p>\n<ul>\n<li>\u53ea\u8bfb\u6743\u9650&#xff1a;\u5b89\u5168\u5ba1\u8ba1\u56e2\u961f\u4f7f\u7528 Agent \u626b\u63cf\u4ee3\u7801\u4ed3\u5e93&#xff0c;\u5206\u6790\u6f5c\u5728\u6f0f\u6d1e&#xff0c;\u5168\u7a0b\u53ea\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9&#xff0c;\u4e0d\u4ea7\u751f\u4efb\u4f55\u5199\u5165\u64cd\u4f5c\u3002<\/li>\n<li>\u53d7\u9650\u5199\u6743\u9650&#xff1a;\u7814\u53d1\u56e2\u961f\u5728 Docker \u6c99\u7bb1\u4e2d\u8fd0\u884c\u4ee3\u7801\u751f\u6210 Agent&#xff0c;\u4ec5\u6388\u4e88\u5bb9\u5668\u5185 \/workspace \u76ee\u5f55\u5199\u6743\u9650&#xff0c;\u5bbf\u4e3b\u673a\u4fdd\u6301\u53ea\u8bfb&#xff0c;Agent \u751f\u6210\u7684\u4ee3\u7801\u5148\u843d\u5728\u6c99\u7bb1\u5185\u4f9b\u4eba\u5de5\u5ba1\u67e5\u3002<\/li>\n<li>\u5b8c\u5168\u5199\u6743\u9650&#xff1a;\u8fd0\u7ef4\u56e2\u961f\u5728\u7ef4\u62a4\u7a97\u53e3\u671f\u6388\u6743 Agent \u76f4\u63a5\u4fee\u6539\u751f\u4ea7\u6570\u636e\u5e93\u914d\u7f6e&#xff0c;\u914d\u5408\u5b8c\u6574\u5ba1\u8ba1\u65e5\u5fd7\u548c\u6570\u636e\u5e93\u5feb\u7167&#xff0c;\u7528\u4e8e\u6279\u91cf\u4fee\u590d\u6570\u636e\u6216\u8c03\u6574\u7ebf\u4e0a\u53c2\u6570\u3002<\/li>\n<\/ul>\n<p>\u8def\u5f84\u767d\u540d\u5355\u4e0e\u64cd\u4f5c\u5206\u7ea7\u540c\u6837\u53ef\u4ee5\u5728\u4ee3\u7801\u5c42\u9762\u843d\u5730\u3002\u4e0b\u9762\u793a\u4f8b\u6f14\u793a\u5982\u4f55\u901a\u8fc7\u88c5\u9970\u5668\u5b9e\u73b0\u8def\u5f84\u767d\u540d\u5355\u6821\u9a8c&#xff0c;\u5e76\u5bf9\u521b\u5efa\u3001\u4fee\u6539\u3001\u5220\u9664\u4e09\u7c7b\u64cd\u4f5c\u8fdb\u884c\u5206\u7ea7\u63a7\u5236&#xff1a;<\/p>\n<p>import functools<br \/>\nimport os<br \/>\nimport logging<br \/>\nlogger &#061; logging.getLogger(&#034;agent.permission&#034;)<br \/>\n\u8def\u5f84\u767d\u540d\u5355&#xff1a;\u4ec5\u5141\u8bb8\u5199\u5165 \/workspace \u4e0b\u7684\u76ee\u5f55<br \/>\nALLOWED_PREFIX &#061; &#034;\/workspace&#034;<br \/>\n\u64cd\u4f5c\u5206\u7ea7&#xff1a;\u521b\u5efa &gt; \u4fee\u6539 &gt; \u5220\u9664&#xff0c;\u9010\u7ea7\u6536\u7d27<br \/>\nACTION_LEVELS &#061; {&#034;create&#034;: 1, &#034;modify&#034;: 2, &#034;delete&#034;: 3}<br \/>\nMAX_ALLOWED_LEVEL &#061; 2  # \u5f53\u524d\u4ec5\u5f00\u653e\u5230\u300c\u4fee\u6539\u300d&#xff0c;\u5220\u9664\u9700\u989d\u5916\u5ba1\u6279<br \/>\ndef check_path(path):<br \/>\n&#034;&#034;&#034;\u8def\u5f84\u767d\u540d\u5355\u6821\u9a8c&#xff1a;\u786e\u4fdd\u76ee\u6807\u8def\u5f84\u4f4d\u4e8e\u6388\u6743\u524d\u7f00\u5185&#034;&#034;&#034;<br \/>\nreal_path &#061; os.path.realpath(path)  # \u89e3\u6790\u7b26\u53f7\u94fe\u63a5&#xff0c;\u9632\u6b62\u8def\u5f84\u9003\u9038<br \/>\nif not real_path.startswith(ALLOWED_PREFIX):<br \/>\nlogger.warning(&#034;\u5ba1\u8ba1\u65e5\u5fd7&#xff1a;\u8def\u5f84 %s \u4e0d\u5728\u767d\u540d\u5355\u5185&#xff0c;\u5df2\u62d2\u7edd\u5199\u5165&#034;, path)<br \/>\nraise PermissionError(f&#034;\u8def\u5f84 {path} \u4e0d\u5728\u6388\u6743\u8303\u56f4\u5185&#034;)<br \/>\ndef check_action(action):<br \/>\n&#034;&#034;&#034;\u64cd\u4f5c\u5206\u7ea7\u6821\u9a8c&#xff1a;\u6309\u521b\u5efa\u3001\u4fee\u6539\u3001\u5220\u9664\u9010\u7ea7\u6536\u7d27&#034;&#034;&#034;<br \/>\nlevel &#061; ACTION_LEVELS.get(action, 1)<br \/>\nif level &gt; MAX_ALLOWED_LEVEL:<br \/>\nlogger.warning(&#034;\u5ba1\u8ba1\u65e5\u5fd7&#xff1a;\u64cd\u4f5c %s \u8d85\u51fa\u5f53\u524d\u6388\u6743\u7ea7\u522b&#xff0c;\u5df2\u62d2\u7edd&#034;, action)<br \/>\nraise PermissionError(f&#034;\u64cd\u4f5c {action} \u672a\u83b7\u6388\u6743&#034;)<br \/>\ndef permission_guard(func):<br \/>\n&#034;&#034;&#034;\u88c5\u9970\u5668&#xff1a;\u5148\u6821\u9a8c\u8def\u5f84\u767d\u540d\u5355&#xff0c;\u518d\u6821\u9a8c\u64cd\u4f5c\u5206\u7ea7&#xff0c;\u6700\u540e\u6267\u884c\u5199\u5165&#034;&#034;&#034;<br \/>\n&#064;functools.wraps(func)<br \/>\ndef wrapper(path, *args, **kwargs):<br \/>\naction &#061; kwargs.get(&#034;action&#034;, &#034;create&#034;)<br \/>\ncheck_path(path)      # \u7b2c\u4e00\u5c42&#xff1a;\u8def\u5f84\u767d\u540d\u5355\u6821\u9a8c<br \/>\ncheck_action(action)  # \u7b2c\u4e8c\u5c42&#xff1a;\u64cd\u4f5c\u5206\u7ea7\u6821\u9a8c<br \/>\nlogger.info(&#034;\u5ba1\u8ba1\u65e5\u5fd7&#xff1a;\u5141\u8bb8 %s \u64cd\u4f5c %s&#034;, action, path)<br \/>\nreturn func(path, *args, **kwargs)<br \/>\nreturn wrapper<br \/>\n&#064;permission_guard<br \/>\ndef write_file(path, content, action&#061;&#034;create&#034;):<br \/>\nwith open(path, &#034;w&#034;) as f:<br \/>\nf.write(content)<br \/>\nreturn &#034;done&#034;<\/p>\n<p>\u5176\u4e2d check_path \u8d1f\u8d23\u8def\u5f84\u767d\u540d\u5355\u6821\u9a8c&#xff0c;\u901a\u8fc7 os.path.realpath \u89e3\u6790\u7b26\u53f7\u94fe\u63a5&#xff0c;\u786e\u4fdd\u76ee\u6807\u8def\u5f84\u59cb\u7ec8\u4f4d\u4e8e \/workspace \u6388\u6743\u524d\u7f00\u5185&#xff0c;\u9632\u6b62\u8def\u5f84\u9003\u9038&#xff1b;check_action \u8d1f\u8d23\u64cd\u4f5c\u5206\u7ea7\u6821\u9a8c&#xff0c;\u5c06\u521b\u5efa\u3001\u4fee\u6539\u3001\u5220\u9664\u6620\u5c04\u4e3a 1\u30012\u30013 \u4e09\u4e2a\u98ce\u9669\u7b49\u7ea7&#xff0c;\u5f53\u524d\u4ec5\u5f00\u653e\u5230\u300c\u4fee\u6539\u300d&#xff0c;\u5220\u9664\u64cd\u4f5c\u4f1a\u88ab\u62d2\u7edd&#xff1b;permission_guard \u88c5\u9970\u5668\u5c06\u4e24\u8005\u4e32\u8054&#xff0c;\u5148\u6821\u9a8c\u8def\u5f84\u518d\u6821\u9a8c\u64cd\u4f5c\u7ea7\u522b&#xff0c;\u5168\u90e8\u901a\u8fc7\u540e\u624d\u6267\u884c\u5b9e\u9645\u5199\u5165&#xff0c;\u5e76\u540c\u6b65\u8f93\u51fa\u5ba1\u8ba1\u65e5\u5fd7\u3002<\/p>\n<h3>6. \u6280\u672f\u5b9e\u73b0&#xff1a;\u6c99\u7bb1\u3001\u5ba1\u6279\u6d41\u4e0e\u56de\u6eda\u673a\u5236<\/h3>\n<p>\u4e0b\u9762\u8fd9\u5f20\u6d41\u7a0b\u56fe\u5c55\u793a\u4e86\u300c\u9694\u79bb &#043; \u5ba1\u6279 &#043; \u56de\u6eda\u300d\u7ec4\u5408\u65b9\u6848\u7684\u5b8c\u6574\u6267\u884c\u94fe\u8def&#xff0c;\u4ece Agent \u53d1\u8d77\u5199\u64cd\u4f5c\u5230\u5f02\u5e38\u56de\u6eda&#xff0c;\u6bcf\u4e00\u6b65\u90fd\u6709\u660e\u786e\u7684\u804c\u8d23\u8fb9\u754c\u3002<\/p>\n<p>flowchart TD<br \/>\n    A[Agent \u53d1\u8d77\u5199\u64cd\u4f5c] &#8211;&gt; B[\u6c99\u7bb1\u9694\u79bb\u68c0\u67e5]<br \/>\n    B &#8211;&gt;|\u901a\u8fc7| C{\u662f\u5426\u4e3a\u9ad8\u98ce\u9669\u64cd\u4f5c?}<br \/>\n    B &#8211;&gt;|\u672a\u901a\u8fc7| X[\u62d2\u7edd\u5199\u5165\u5e76\u8bb0\u5f55\u65e5\u5fd7]<br \/>\n    C &#8211;&gt;|\u662f| D[\u8fdb\u5165\u4eba\u5de5\u5ba1\u6279\u6d41]<br \/>\n    C &#8211;&gt;|\u5426| E[\u5199\u5165\u524d\u521b\u5efa\u5feb\u7167]<br \/>\n    D &#8211;&gt;|\u5ba1\u6279\u901a\u8fc7| E<br \/>\n    D &#8211;&gt;|\u5ba1\u6279\u62d2\u7edd| X<br \/>\n    E &#8211;&gt; F[\u6267\u884c\u5199\u5165]<br \/>\n    F &#8211;&gt; G{\u5199\u5165\u662f\u5426\u6b63\u5e38?}<br \/>\n    G &#8211;&gt;|\u662f| H[\u5199\u5165\u5b8c\u6210]<br \/>\n    G &#8211;&gt;|\u5f02\u5e38| I[\u89e6\u53d1\u56de\u6eda\u673a\u5236]<br \/>\n    I &#8211;&gt; J[\u6062\u590d\u5230\u5199\u5165\u524d\u5feb\u7167]<br \/>\n    J &#8211;&gt; K[\u8bb0\u5f55\u5ba1\u8ba1\u65e5\u5fd7\u5e76\u544a\u8b66]<\/p>\n<p>\u6574\u4e2a\u6d41\u7a0b\u7684\u8854\u63a5\u903b\u8f91\u662f&#xff1a;Agent \u7684\u6bcf\u6b21\u5199\u64cd\u4f5c\u9996\u5148\u7ecf\u8fc7\u6c99\u7bb1\u9694\u79bb\u68c0\u67e5&#xff0c;\u786e\u8ba4\u5199\u5165\u8def\u5f84\u662f\u5426\u5728\u6388\u6743\u8303\u56f4\u5185&#xff1b;\u82e5\u64cd\u4f5c\u5c5e\u4e8e\u5220\u9664\u3001\u8986\u76d6\u7b49\u9ad8\u98ce\u9669\u7c7b\u578b&#xff0c;\u5219\u8fdb\u5165\u4eba\u5de5\u5ba1\u6279\u6d41&#xff0c;\u5ba1\u6279\u901a\u8fc7\u540e\u624d\u80fd\u7ee7\u7eed&#xff1b;\u65e0\u8bba\u662f\u5426\u7ecf\u8fc7\u5ba1\u6279&#xff0c;\u5199\u5165\u524d\u90fd\u4f1a\u81ea\u52a8\u521b\u5efa\u5feb\u7167&#xff0c;\u4e3a\u540e\u7eed\u56de\u6eda\u63d0\u4f9b\u515c\u5e95&#xff1b;\u5199\u5165\u5b8c\u6210\u540e\u82e5\u68c0\u6d4b\u5230\u5f02\u5e38&#xff0c;\u7cfb\u7edf\u4f1a\u57fa\u4e8e\u5feb\u7167\u4e00\u952e\u8fd8\u539f&#xff0c;\u5e76\u540c\u6b65\u8bb0\u5f55\u5ba1\u8ba1\u65e5\u5fd7\u3002\u901a\u8fc7\u8fd9\u79cd\u5c42\u5c42\u9012\u8fdb\u7684\u8854\u63a5&#xff0c;\u6bcf\u4e2a\u73af\u8282\u90fd\u4e3a\u4e0b\u4e00\u73af\u8282\u63d0\u4f9b\u524d\u7f6e\u4fdd\u969c&#xff0c;\u6700\u7ec8\u5f62\u6210\u300c\u5148\u9694\u79bb\u3001\u518d\u5ba1\u6279\u3001\u540e\u56de\u6eda\u300d\u7684\u95ed\u73af\u7ba1\u63a7\u3002<\/p>\n<p>\u6743\u9650\u8bbe\u8ba1\u9700\u8981\u843d\u5230\u5177\u4f53\u6280\u672f\u65b9\u6848\u3002\u672c\u8282\u7ed9\u51fa\u4e09\u79cd\u53ef\u7ec4\u5408\u7684\u843d\u5730\u624b\u6bb5\u3002<\/p>\n<ul>\n<li>\u6c99\u7bb1\u9694\u79bb&#xff1a;\u5728\u5bb9\u5668\u6216\u865a\u62df\u673a\u4e2d\u6388\u4e88\u5199\u6743\u9650&#xff0c;\u5bbf\u4e3b\u673a\u4fdd\u6301\u53ea\u8bfb\u3002<\/li>\n<li>\u4eba\u5de5\u5ba1\u6279\u6d41&#xff1a;\u9ad8\u98ce\u9669\u5199\u64cd\u4f5c&#xff08;\u5220\u9664\u3001\u8986\u76d6&#xff09;\u8fdb\u5165\u5f85\u5ba1\u6279\u961f\u5217\u3002<\/li>\n<li>\u5feb\u7167\u56de\u6eda&#xff1a;\u5199\u64cd\u4f5c\u524d\u81ea\u52a8\u521b\u5efa\u5feb\u7167&#xff0c;\u652f\u6301\u4e00\u952e\u8fd8\u539f\u3002<\/li>\n<\/ul>\n<p>\u4ee5 Docker \u4e3a\u4f8b&#xff0c;\u53ef\u901a\u8fc7\u53ea\u8bfb\u6302\u8f7d\u5bbf\u4e3b\u673a\u76ee\u5f55\u3001\u4ec5\u6388\u4e88\u5bb9\u5668\u5185 \/workspace \u5199\u6743\u9650\u6765\u6784\u5efa\u6c99\u7bb1&#xff1a;<\/p>\n<p>docker run -d \\\\<br \/>\n  &#8211;name agent-sandbox \\\\<br \/>\n  -v \/host\/readonly:\/data:ro \\\\<br \/>\n  -v \/host\/workspace:\/workspace \\\\<br \/>\n  agent-image<\/p>\n<p>\u5176\u4e2d -v \/host\/readonly:\/data:ro \u5c06\u5bbf\u4e3b\u673a\u76ee\u5f55\u4ee5\u53ea\u8bfb\u65b9\u5f0f\u6302\u8f7d&#xff0c;\u5bb9\u5668\u65e0\u6cd5\u4fee\u6539\u5bbf\u4e3b\u673a\u6570\u636e&#xff1b;-v \/host\/workspace:\/workspace \u4ec5\u628a\u5de5\u4f5c\u76ee\u5f55\u6302\u8f7d\u4e3a\u53ef\u5199&#xff0c;Agent \u7684\u5199\u64cd\u4f5c\u88ab\u9650\u5236\u5728 \/workspace \u5185\u3002<\/p>\n<p>\u5ba1\u6279\u6d41\u540c\u6837\u53ef\u4ee5\u901a\u8fc7\u88c5\u9970\u5668\u5728\u4ee3\u7801\u5c42\u9762\u5b9e\u73b0\u3002\u4e0b\u9762\u793a\u4f8b\u6f14\u793a\u5982\u4f55\u62e6\u622a Agent \u7684\u5199\u64cd\u4f5c&#xff0c;\u5f53\u6d89\u53ca\u5220\u9664\u6216\u8986\u76d6\u65f6\u81ea\u52a8\u8fdb\u5165\u5f85\u5ba1\u6279\u961f\u5217&#xff0c;\u5e76\u6253\u5370\u5ba1\u8ba1\u65e5\u5fd7&#xff1a;<\/p>\n<p>import functools<br \/>\nimport logging<\/p>\n<p>logger &#061; logging.getLogger(&#034;agent.audit&#034;)<br \/>\npending_approval &#061; []<\/p>\n<p>def approval_required(func):<br \/>\n    &#064;functools.wraps(func)<br \/>\n    def wrapper(path, *args, **kwargs):<br \/>\n        action &#061; kwargs.get(&#034;action&#034;, &#034;write&#034;)<br \/>\n        if action in (&#034;delete&#034;, &#034;overwrite&#034;):<br \/>\n            logger.info(&#034;\u5ba1\u8ba1\u65e5\u5fd7&#xff1a;%s \u64cd\u4f5c %s \u5df2\u8fdb\u5165\u5f85\u5ba1\u6279\u961f\u5217&#034;, action, path)<br \/>\n            pending_approval.append((func.__name__, path, action))<br \/>\n            return &#034;pending&#034;<br \/>\n        return func(path, *args, **kwargs)<br \/>\n    return wrapper<\/p>\n<p>&#064;approval_required<br \/>\ndef write_file(path, content, action&#061;&#034;write&#034;):<br \/>\n    with open(path, &#034;w&#034;) as f:<br \/>\n        f.write(content)<br \/>\n    return &#034;done&#034;<\/p>\n<p>\u5176\u4e2d action \u53c2\u6570\u7528\u4e8e\u6807\u8bb0\u64cd\u4f5c\u7c7b\u578b&#xff0c;\u5f53\u53d6\u503c\u4e3a delete \u6216 overwrite \u65f6&#xff0c;\u88c5\u9970\u5668\u4f1a\u62e6\u622a\u5199\u64cd\u4f5c\u5e76\u52a0\u5165\u5f85\u5ba1\u6279\u961f\u5217&#xff0c;\u540c\u65f6\u901a\u8fc7 logger \u8f93\u51fa\u5ba1\u8ba1\u65e5\u5fd7&#xff1b;\u5176\u4f59\u666e\u901a\u5199\u5165\u5219\u76f4\u63a5\u6267\u884c\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u5bf9\u6bd4\u4e09\u79cd\u6280\u672f\u624b\u6bb5\u7684\u5b9a\u4f4d&#xff0c;\u4e0b\u8868\u4ece\u5b9e\u73b0\u6210\u672c\u3001\u9694\u79bb\u5f3a\u5ea6\u3001\u9002\u7528\u573a\u666f\u548c\u56de\u6eda\u80fd\u529b\u56db\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u68b3\u7406\u3002<\/p>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6Docker \u6c99\u7bb1\u4eba\u5de5\u5ba1\u6279\u6d41\u5feb\u7167\u56de\u6eda<\/tr>\n<tbody>\n<tr>\n<td>\u5b9e\u73b0\u6210\u672c<\/td>\n<td>\u4e2d&#xff0c;\u9700\u7ef4\u62a4\u955c\u50cf\u3001\u6302\u8f7d\u4e0e\u6743\u9650\u914d\u7f6e<\/td>\n<td>\u4f4e&#xff0c;\u57fa\u4e8e\u73b0\u6709\u5ba1\u6279\u7cfb\u7edf\u5373\u53ef\u63a5\u5165<\/td>\n<td>\u4e2d&#xff0c;\u9700\u4f9d\u8d56\u6587\u4ef6\u7cfb\u7edf\u5feb\u7167\u6216\u6570\u636e\u5e93\u5907\u4efd\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u9694\u79bb\u5f3a\u5ea6<\/td>\n<td>\u9ad8&#xff0c;\u5bbf\u4e3b\u673a\u4fdd\u6301\u53ea\u8bfb&#xff0c;\u5199\u64cd\u4f5c\u88ab\u9650\u5236\u5728\u5bb9\u5668\u5185<\/td>\n<td>\u65e0\u9694\u79bb&#xff0c;\u4ec5\u901a\u8fc7\u4eba\u5de5\u5224\u65ad\u63a7\u5236\u98ce\u9669<\/td>\n<td>\u65e0\u9694\u79bb&#xff0c;\u4ec5\u63d0\u4f9b\u4e8b\u540e\u6062\u590d\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u7528\u573a\u666f<\/td>\n<td>\u4ee3\u7801\u751f\u6210\u3001\u6d4b\u8bd5\u73af\u5883\u6570\u636e\u66f4\u65b0\u7b49\u9700\u8981\u9650\u5236\u5199\u5165\u8303\u56f4\u7684\u573a\u666f<\/td>\n<td>\u5220\u9664\u3001\u8986\u76d6\u7b49\u9ad8\u98ce\u9669\u64cd\u4f5c&#xff0c;\u9700\u8981\u4eba\u5de5\u628a\u5173\u7684\u573a\u666f<\/td>\n<td>\u6279\u91cf\u6570\u636e\u4fee\u590d\u3001\u914d\u7f6e\u53d8\u66f4\u7b49\u9700\u8981\u53ef\u9006\u6027\u7684\u573a\u666f<\/td>\n<\/tr>\n<tr>\n<td>\u56de\u6eda\u80fd\u529b<\/td>\n<td>\u5f31&#xff0c;\u5bb9\u5668\u5185\u6570\u636e\u53d8\u66f4\u9700\u989d\u5916\u914d\u5408\u5feb\u7167\u624d\u80fd\u56de\u6eda<\/td>\n<td>\u5f31&#xff0c;\u5ba1\u6279\u901a\u8fc7\u540e\u4ecd\u9700\u4f9d\u8d56\u5176\u4ed6\u673a\u5236\u56de\u6eda<\/td>\n<td>\u5f3a&#xff0c;\u5199\u64cd\u4f5c\u524d\u81ea\u52a8\u521b\u5efa\u5feb\u7167&#xff0c;\u652f\u6301\u4e00\u952e\u8fd8\u539f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u79cd\u624b\u6bb5\u5e76\u975e\u4e92\u65a5&#xff0c;\u800c\u662f\u53ef\u4ee5\u7ec4\u5408\u4f7f\u7528&#xff1a;\u5148\u7528 Docker \u6c99\u7bb1\u628a Agent \u7684\u5199\u64cd\u4f5c\u9650\u5236\u5728\u9694\u79bb\u73af\u5883\u5185&#xff0c;\u518d\u5bf9\u5220\u9664\u3001\u8986\u76d6\u7b49\u9ad8\u98ce\u9669\u64cd\u4f5c\u53e0\u52a0\u4eba\u5de5\u5ba1\u6279\u6d41&#xff0c;\u6700\u540e\u914d\u5408\u5feb\u7167\u56de\u6eda\u63d0\u4f9b\u4e8b\u540e\u515c\u5e95\u3002\u4f8b\u5982&#xff0c;\u7814\u53d1\u56e2\u961f\u5728\u6c99\u7bb1\u4e2d\u8fd0\u884c\u4ee3\u7801\u751f\u6210 Agent&#xff0c;\u4ec5\u6388\u4e88\u5bb9\u5668\u5185 \/workspace \u5199\u6743\u9650&#xff1b;\u5f53 Agent \u9700\u8981\u8986\u76d6\u5df2\u6709\u6587\u4ef6\u65f6&#xff0c;\u5ba1\u6279\u6d41\u81ea\u52a8\u62e6\u622a\u5e76\u901a\u77e5\u4eba\u5de5\u786e\u8ba4&#xff1b;\u5ba1\u6279\u901a\u8fc7\u540e\u5199\u5165\u524d\u81ea\u52a8\u521b\u5efa\u5feb\u7167&#xff0c;\u4e00\u65e6\u53d1\u73b0\u95ee\u9898\u5373\u53ef\u4e00\u952e\u8fd8\u539f\u3002\u901a\u8fc7\u8fd9\u79cd\u300c\u9694\u79bb &#043; \u5ba1\u6279 &#043; \u56de\u6eda\u300d\u7684\u7ec4\u5408&#xff0c;\u65e2\u80fd\u91ca\u653e Agent \u7684\u81ea\u4e3b\u6267\u884c\u80fd\u529b&#xff0c;\u53c8\u80fd\u628a\u98ce\u9669\u63a7\u5236\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185\u3002<\/p>\n<p>\u5feb\u7167\u56de\u6eda\u540c\u6837\u53ef\u4ee5\u5728\u4ee3\u7801\u5c42\u9762\u5b9e\u73b0\u3002\u4e0b\u9762\u793a\u4f8b\u6f14\u793a\u5982\u4f55\u5728\u5199\u64cd\u4f5c\u524d\u81ea\u52a8\u521b\u5efa\u6587\u4ef6\u5feb\u7167&#xff0c;\u5e76\u5728\u5199\u5165\u5f02\u5e38\u65f6\u4e00\u952e\u8fd8\u539f&#xff1a;<\/p>\n<p>import os<br \/>\nimport shutil<br \/>\nimport time<\/p>\n<p>SNAPSHOT_DIR &#061; &#034;\/tmp\/agent_snapshots&#034;<\/p>\n<p>def create_snapshot(path):<br \/>\n    &#034;&#034;&#034;\u5199\u5165\u524d\u521b\u5efa\u5feb\u7167&#xff1a;\u5c06\u539f\u6587\u4ef6\u590d\u5236\u5230\u72ec\u7acb\u76ee\u5f55&#xff0c;\u5e76\u8bb0\u5f55\u65f6\u95f4\u6233&#034;&#034;&#034;<br \/>\n    os.makedirs(SNAPSHOT_DIR, exist_ok&#061;True)<br \/>\n    snapshot_path &#061; os.path.join(<br \/>\n        SNAPSHOT_DIR,<br \/>\n        f&#034;{os.path.basename(path)}.{int(time.time())}.bak&#034;<br \/>\n    )<br \/>\n    shutil.copy2(path, snapshot_path)  # copy2 \u4fdd\u7559\u5143\u6570\u636e<br \/>\n    return snapshot_path<\/p>\n<p>def restore_snapshot(snapshot_path, target_path):<br \/>\n    &#034;&#034;&#034;\u5f02\u5e38\u65f6\u4e00\u952e\u8fd8\u539f&#xff1a;\u7528\u5feb\u7167\u8986\u76d6\u76ee\u6807\u6587\u4ef6&#xff0c;\u6062\u590d\u5199\u5165\u524d\u72b6\u6001&#034;&#034;&#034;<br \/>\n    shutil.copy2(snapshot_path, target_path)<\/p>\n<p>def safe_write(path, content):<br \/>\n    &#034;&#034;&#034;\u5e26\u5feb\u7167\u7684\u5199\u64cd\u4f5c&#xff1a;\u5148\u5907\u4efd&#xff0c;\u518d\u5199\u5165&#xff0c;\u5f02\u5e38\u65f6\u81ea\u52a8\u56de\u6eda&#034;&#034;&#034;<br \/>\n    snapshot &#061; create_snapshot(path)<br \/>\n    try:<br \/>\n        with open(path, &#034;w&#034;) as f:<br \/>\n            f.write(content)<br \/>\n        return &#034;done&#034;<br \/>\n    except Exception:<br \/>\n        restore_snapshot(snapshot, path)  # \u5199\u5165\u5931\u8d25\u5219\u8fd8\u539f<br \/>\n        raise<\/p>\n<p>\u5176\u4e2d create_snapshot \u5728\u5199\u5165\u524d\u628a\u539f\u6587\u4ef6\u590d\u5236\u5230\u72ec\u7acb\u5feb\u7167\u76ee\u5f55&#xff0c;\u6587\u4ef6\u540d\u9644\u5e26\u65f6\u95f4\u6233\u4fbf\u4e8e\u533a\u5206\u7248\u672c&#xff1b;restore_snapshot \u5728\u5199\u5165\u5f02\u5e38\u65f6\u7528\u5feb\u7167\u8986\u76d6\u76ee\u6807\u6587\u4ef6&#xff0c;\u5b9e\u73b0\u4e00\u952e\u8fd8\u539f&#xff1b;safe_write \u5c06\u4e24\u8005\u4e32\u8054&#xff0c;\u5148\u5907\u4efd\u518d\u5199\u5165&#xff0c;\u4e00\u65e6\u53d1\u751f\u5f02\u5e38\u7acb\u5373\u56de\u6eda\u5e76\u629b\u51fa\u9519\u8bef&#xff0c;\u786e\u4fdd\u6587\u4ef6\u59cb\u7ec8\u5904\u4e8e\u53ef\u6062\u590d\u72b6\u6001\u3002<\/p>\n<h3>7. \u5b9e\u6218\u5efa\u8bae&#xff1a;\u5982\u4f55\u5b89\u5168\u5730\u5f00\u653e\u5199\u6743\u9650<\/h3>\n<p>\u5199\u6743\u9650\u7684\u5f00\u653e\u4e0d\u80fd\u4e00\u8e74\u800c\u5c31&#xff0c;\u539f\u56e0\u5728\u4e8e Agent \u7684\u51b3\u7b56\u94fe\u8def\u5b58\u5728\u4e0d\u786e\u5b9a\u6027&#xff0c;\u76f4\u63a5\u5728\u751f\u4ea7\u73af\u5883\u653e\u5f00\u5199\u6743\u9650&#xff0c;\u4e00\u65e6\u51fa\u73b0\u8bef\u5199\u3001\u8986\u76d6\u6216\u5220\u9664&#xff0c;\u4ee3\u4ef7\u5f80\u5f80\u96be\u4ee5\u627f\u53d7\u3002\u6e10\u8fdb\u5f0f\u5f00\u653e\u7684\u6838\u5fc3\u601d\u8def\u662f&#xff1a;\u5148\u5728\u4f4e\u98ce\u9669\u3001\u53ef\u56de\u6eda\u7684\u73af\u5883\u4e2d\u9a8c\u8bc1 Agent \u7684\u5199\u5165\u884c\u4e3a&#xff0c;\u9010\u6b65\u5efa\u7acb\u4fe1\u4efb\u57fa\u7ebf&#xff0c;\u518d\u6309\u98ce\u9669\u7b49\u7ea7\u9010\u7ea7\u6269\u5927\u6388\u6743\u8303\u56f4\u3002\u8fd9\u6837\u65e2\u80fd\u5c3d\u65e9\u66b4\u9732\u95ee\u9898&#xff0c;\u53c8\u80fd\u628a\u6bcf\u4e00\u6b21\u6743\u9650\u5347\u7ea7\u90fd\u5efa\u7acb\u5728\u53ef\u89c2\u6d4b\u3001\u53ef\u5ba1\u8ba1\u7684\u57fa\u7840\u4e4b\u4e0a\u3002<\/p>\n<p>\u4e0b\u9762\u56db\u4e2a\u6b65\u9aa4\u73af\u73af\u76f8\u6263&#xff0c;\u6bcf\u4e00\u6b65\u90fd\u6709\u660e\u786e\u7684\u64cd\u4f5c\u5bf9\u8c61\u548c\u9884\u671f\u6548\u679c&#xff0c;\u5efa\u8bae\u6309\u987a\u5e8f\u63a8\u8fdb\u3002<\/p>\n<h3>8. \u5e38\u89c1\u95ee\u9898\u4e0e\u6392\u67e5\u601d\u8def<\/h3>\n<p>\u5373\u4f7f\u5b8c\u6210\u4e86\u6743\u9650\u8bbe\u8ba1&#xff0c;\u5b9e\u9645\u8fd0\u884c\u4e2d\u4ecd\u53ef\u80fd\u9047\u5230\u5404\u79cd\u5f02\u5e38\u3002\u4e0b\u9762\u9488\u5bf9\u4e09\u4e2a\u9ad8\u9891\u95ee\u9898&#xff0c;\u5206\u522b\u7ed9\u51fa\u539f\u56e0\u5206\u6790\u3001\u771f\u5b9e\u6848\u4f8b\u548c\u89e3\u51b3\u6b65\u9aa4\u3002<\/p>\n<h4>8.1 Agent \u5199\u5165\u5185\u5bb9\u88ab\u56de\u6eda<\/h4>\n<p>\u539f\u56e0\u5206\u6790&#xff1a;\u5feb\u7167\u56de\u6eda\u673a\u5236\u8fc7\u4e8e\u6fc0\u8fdb&#xff0c;\u6216\u56de\u6eda\u89e6\u53d1\u6761\u4ef6\u8bbe\u7f6e\u4e0d\u5f53\u3002\u4f8b\u5982&#xff0c;Agent \u5728\u5199\u5165\u540e\u89e6\u53d1\u4e86\u67d0\u4e2a\u8bef\u5224\u7684\u5f02\u5e38&#xff0c;\u5bfc\u81f4\u7cfb\u7edf\u81ea\u52a8\u56de\u6eda\u5230\u5199\u5165\u524d\u7684\u5feb\u7167&#xff1b;\u4e5f\u53ef\u80fd\u662f\u56de\u6eda\u7b56\u7565\u8986\u76d6\u4e86\u6b63\u5e38\u5199\u5165\u7ed3\u679c&#xff0c;\u628a\u5df2\u63d0\u4ea4\u7684\u6539\u52a8\u4e00\u5e76\u8fd8\u539f\u3002<\/p>\n<p>\u6848\u4f8b\u63cf\u8ff0&#xff1a;\u67d0\u6570\u636e\u5e73\u53f0\u56e2\u961f\u4e0a\u7ebf\u4e86 Agent \u81ea\u52a8\u751f\u6210\u62a5\u8868\u914d\u7f6e\u7684\u529f\u80fd\u3002\u67d0\u5929\u8fd0\u7ef4\u540c\u5b66\u53d1\u73b0&#xff0c;Agent \u521a\u5199\u5165\u7684 3 \u4efd\u62a5\u8868\u914d\u7f6e\u5728 5 \u5206\u949f\u5185\u5168\u90e8\u88ab\u8fd8\u539f\u4e3a\u65e7\u7248\u672c&#xff0c;\u5bfc\u81f4\u5f53\u5929\u65e9\u4e0a\u7684\u6570\u636e\u770b\u677f\u5c55\u793a\u5f02\u5e38\u3002\u6392\u67e5\u53d1\u73b0&#xff0c;Agent \u5728\u5199\u5165\u914d\u7f6e\u540e\u7d27\u63a5\u7740\u6267\u884c\u4e86\u4e00\u6b21\u5065\u5eb7\u68c0\u67e5&#xff0c;\u7531\u4e8e\u65b0\u914d\u7f6e\u4e2d\u5f15\u7528\u7684\u4e00\u4e2a\u6570\u636e\u6e90\u5c1a\u672a\u5c31\u7eea&#xff0c;\u5065\u5eb7\u68c0\u67e5\u8fd4\u56de\u4e86\u300c\u914d\u7f6e\u5f02\u5e38\u300d\u7684\u9519\u8bef\u7801&#xff0c;\u89e6\u53d1\u4e86\u7cfb\u7edf\u9884\u8bbe\u7684\u81ea\u52a8\u56de\u6eda\u7b56\u7565&#xff0c;\u628a\u521a\u5199\u5165\u7684\u914d\u7f6e\u8fde\u540c\u4e4b\u524d\u5df2\u63d0\u4ea4\u7684\u6539\u52a8\u4e00\u5e76\u8fd8\u539f\u3002\u6700\u7ec8\u65b9\u6848\u662f&#xff1a;\u5c06\u5065\u5eb7\u68c0\u67e5\u4e0e\u56de\u6eda\u89e6\u53d1\u89e3\u8026&#xff0c;\u56de\u6eda\u524d\u589e\u52a0\u4eba\u5de5\u786e\u8ba4\u73af\u8282&#xff0c;\u5e76\u628a\u56de\u6eda\u8303\u56f4\u9650\u5b9a\u5728\u672c\u6b21\u5199\u5165\u6d89\u53ca\u7684\u914d\u7f6e\u6587\u4ef6\u76ee\u5f55&#xff0c;\u907f\u514d\u5168\u5c40\u56de\u6eda\u8bef\u4f24\u5176\u4ed6\u6b63\u5e38\u6539\u52a8\u3002<\/p>\n<p>\u89e3\u51b3\u6b65\u9aa4&#xff1a;<\/p>\n<ul>\n<li>\u68c0\u67e5\u56de\u6eda\u89e6\u53d1\u6761\u4ef6&#xff0c;\u786e\u8ba4\u662f\u5426\u56e0\u8bef\u62a5\u5f02\u5e38\u800c\u89e6\u53d1\u56de\u6eda\u3002<\/li>\n<li>\u5728\u56de\u6eda\u524d\u589e\u52a0\u4eba\u5de5\u786e\u8ba4\u6216\u4e8c\u6b21\u6821\u9a8c&#xff0c;\u907f\u514d\u81ea\u52a8\u56de\u6eda\u8bef\u4f24\u6b63\u5e38\u5199\u5165\u3002<\/li>\n<li>\u4e3a\u56de\u6eda\u64cd\u4f5c\u5355\u72ec\u8bb0\u5f55\u65e5\u5fd7&#xff0c;\u4fbf\u4e8e\u4e8b\u540e\u5b9a\u4f4d\u89e6\u53d1\u539f\u56e0\u3002<\/li>\n<li>\u5c06\u56de\u6eda\u8303\u56f4\u9650\u5b9a\u5728\u672c\u6b21\u5199\u5165\u6d89\u53ca\u7684\u76ee\u5f55\u6216\u6587\u4ef6&#xff0c;\u907f\u514d\u5168\u5c40\u56de\u6eda\u3002<\/li>\n<\/ul>\n<h4>8.2 \u5ba1\u6279\u6d41\u8d85\u65f6\u5bfc\u81f4\u4efb\u52a1\u4e2d\u65ad<\/h4>\n<p>\u539f\u56e0\u5206\u6790&#xff1a;\u5ba1\u6279\u6d41\u4f9d\u8d56\u4eba\u5de5\u6216\u5916\u90e8\u7cfb\u7edf\u54cd\u5e94&#xff0c;\u5f53\u5ba1\u6279\u4eba\u672a\u53ca\u65f6\u5904\u7406\u3001\u5ba1\u6279\u63a5\u53e3\u8d85\u65f6\u6216\u961f\u5217\u79ef\u538b\u65f6&#xff0c;Agent \u4efb\u52a1\u4f1a\u56e0\u7b49\u5f85\u5ba1\u6279\u800c\u963b\u585e&#xff0c;\u6700\u7ec8\u89e6\u53d1\u8d85\u65f6\u4e2d\u65ad\u3002<\/p>\n<p>\u6848\u4f8b\u63cf\u8ff0&#xff1a;\u67d0\u7535\u5546\u56e2\u961f\u4f7f\u7528 Agent \u81ea\u52a8\u66f4\u65b0\u5546\u54c1\u5e93\u5b58\u548c\u4ef7\u683c&#xff0c;\u6d89\u53ca\u8986\u76d6\u64cd\u4f5c\u65f6\u9700\u4eba\u5de5\u5ba1\u6279\u3002\u4e00\u6b21\u5927\u4fc3\u524d\u7684\u6279\u91cf\u8c03\u4ef7\u4efb\u52a1\u4e2d&#xff0c;Agent \u8fde\u7eed\u63d0\u4ea4\u4e86 40 \u4e2a\u5f85\u5ba1\u6279\u7684\u8986\u76d6\u8bf7\u6c42&#xff0c;\u4f46\u5ba1\u6279\u4eba\u5f53\u65f6\u6b63\u5728\u5f00\u4f1a&#xff0c;\u672a\u80fd\u53ca\u65f6\u5904\u7406\u3002\u7531\u4e8e\u5ba1\u6279\u961f\u5217\u79ef\u538b&#xff0c;Agent \u4efb\u52a1\u5728\u7b49\u5f85\u7b2c 12 \u4e2a\u5ba1\u6279\u65f6\u89e6\u53d1\u4e86 10 \u5206\u949f\u7684\u8d85\u65f6\u9650\u5236&#xff0c;\u5bfc\u81f4\u6574\u4e2a\u6279\u91cf\u4efb\u52a1\u4e2d\u65ad&#xff0c;\u540e\u7eed 28 \u4e2a\u5546\u54c1\u7684\u8c03\u4ef7\u5168\u90e8\u672a\u6267\u884c\u3002\u4e8b\u540e\u56e2\u961f\u4e3a\u5ba1\u6279\u6d41\u914d\u7f6e\u4e86 5 \u5206\u949f\u8d85\u65f6\u81ea\u52a8\u8f6c\u4eba\u5de5\u7684\u964d\u7ea7\u7b56\u7565&#xff0c;\u5e76\u589e\u52a0\u9489\u9489\u6d88\u606f\u63d0\u9192&#xff1b;\u540c\u65f6\u5c06\u5ba1\u6279\u961f\u5217\u4e0e\u4efb\u52a1\u6267\u884c\u89e3\u8026&#xff0c;\u5ba1\u6279\u671f\u95f4\u5141\u8bb8 Agent 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\u6267\u884c\u5176\u4ed6\u4f4e\u98ce\u9669\u64cd\u4f5c\u3002<\/li>\n<li>\u76d1\u63a7\u5ba1\u6279\u961f\u5217\u957f\u5ea6\u548c\u5e73\u5747\u5904\u7406\u65f6\u957f&#xff0c;\u53ca\u65f6\u6269\u5bb9\u6216\u4f18\u5316\u5ba1\u6279\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n<h4>8.3 \u6c99\u7bb1\u5185\u5199\u6743\u9650\u610f\u5916\u9003\u9038<\/h4>\n<p>\u539f\u56e0\u5206\u6790&#xff1a;\u6c99\u7bb1\u914d\u7f6e\u5b58\u5728\u6f0f\u6d1e&#xff0c;\u4f8b\u5982\u6302\u8f7d\u4e86\u5bbf\u4e3b\u673a\u654f\u611f\u76ee\u5f55\u3001\u5bb9\u5668\u5185\u8fdb\u7a0b\u4ee5 root \u8fd0\u884c\u3001\u6216\u901a\u8fc7\u7b26\u53f7\u94fe\u63a5\u7b49\u65b9\u5f0f\u7ed5\u8fc7\u8def\u5f84\u9650\u5236&#xff0c;\u5bfc\u81f4 Agent \u7684\u5199\u64cd\u4f5c\u8d85\u51fa\u9884\u671f\u8303\u56f4\u3002<\/p>\n<p>\u6848\u4f8b\u63cf\u8ff0&#xff1a;\u67d0\u7814\u53d1\u56e2\u961f\u5728 Docker \u6c99\u7bb1\u4e2d\u8fd0\u884c\u4ee3\u7801\u751f\u6210 Agent&#xff0c;\u5bbf\u4e3b\u673a\u53ea\u8bfb\u6302\u8f7d\u4e86 \/data 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Agent\u3001\u7981\u7528\u5bb9\u5668\u5185\u7b26\u53f7\u94fe\u63a5&#xff0c;\u5e76\u91cd\u65b0\u5ba1\u67e5\u6240\u6709\u6302\u8f7d\u914d\u7f6e\u786e\u4fdd\u5bbf\u4e3b\u673a\u76ee\u5f55\u5747\u4ee5\u53ea\u8bfb\u65b9\u5f0f\u6302\u8f7d&#xff0c;\u540c\u65f6\u589e\u52a0\u5f02\u5e38\u5199\u5165\u8def\u5f84\u7684\u5b9e\u65f6\u544a\u8b66&#xff0c;\u6b64\u540e\u672a\u518d\u53d1\u751f\u9003\u9038\u4e8b\u4ef6\u3002<\/p>\n<p>\u89e3\u51b3\u6b65\u9aa4&#xff1a;<\/p>\n<ul>\n<li>\u91cd\u65b0\u5ba1\u67e5 Docker \u6302\u8f7d\u914d\u7f6e&#xff0c;\u786e\u4fdd\u5bbf\u4e3b\u673a\u76ee\u5f55\u5747\u4ee5\u53ea\u8bfb\u65b9\u5f0f\u6302\u8f7d\u3002<\/li>\n<li>\u5728\u5bb9\u5668\u5185\u4f7f\u7528\u975e root \u7528\u6237\u8fd0\u884c Agent&#xff0c;\u964d\u4f4e\u63d0\u6743\u98ce\u9669\u3002<\/li>\n<li>\u7981\u7528\u5bb9\u5668\u5185\u7684\u7b26\u53f7\u94fe\u63a5\u6216\u9650\u5236\u5176\u6307\u5411\u8303\u56f4&#xff0c;\u9632\u6b62\u8def\u5f84\u9003\u9038\u3002<\/li>\n<li>\u5b9a\u671f\u626b\u63cf\u6c99\u7bb1\u914d\u7f6e\u548c\u8fd0\u884c\u65e5\u5fd7&#xff0c;\u53d1\u73b0\u5f02\u5e38\u5199\u5165\u8def\u5f84\u7acb\u5373\u544a\u8b66\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u51b3\u5b9a\u7ed9 Agent \u5f00\u653e\u5199\u6743\u9650&#xff0c;\u5efa\u8bae\u6309\u4ee5\u4e0b\u6b65\u9aa4\u6e10\u8fdb\u5f0f\u63a8\u8fdb&#xff0c;\u5148\u5c0f\u8303\u56f4\u9a8c\u8bc1\u518d\u9010\u6b65\u6269\u5927\u3002<\/p>\n<ul>\n<li>\u7b2c\u4e00\u6b65&#xff1a;\u5728\u9694\u79bb\u73af\u5883&#xff08;\u5982\u4e34\u65f6\u5206\u652f\u3001\u6d4b\u8bd5\u76ee\u5f55&#xff09;\u5f00\u653e\u5199\u6743\u9650\u3002<\/li>\n<li>\u7b2c\u4e8c\u6b65&#xff1a;\u89c2\u5bdf Agent \u7684\u5199\u5165\u884c\u4e3a&#xff0c;\u5efa\u7acb\u57fa\u7ebf\u6570\u636e\u3002<\/li>\n<li>\u7b2c\u4e09\u6b65&#xff1a;\u5f15\u5165\u5ba1\u6279\u6d41\u548c\u5ba1\u8ba1\u65e5\u5fd7&#xff0c;\u518d\u6269\u5c55\u5230\u751f\u4ea7\u73af\u5883\u3002<\/li>\n<li>\u7b2c\u56db\u6b65&#xff1a;\u5b9a\u671f\u590d\u76d8\u5199\u5165\u65e5\u5fd7&#xff0c;\u6301\u7eed\u6536\u7d27\u5f02\u5e38\u8def\u5f84\u3002<\/li>\n<\/ul>\n<h3>9. \u603b\u7ed3&#xff1a;\u5199\u6743\u9650\u4e0d\u662f\u7981\u533a&#xff0c;\u800c\u662f\u9700\u8981\u8bbe\u8ba1<\/h3>\n<p>Agent \u6562\u4e0d\u6562\u5f00\u5199\u6743\u9650&#xff0c;\u7b54\u6848\u4e0d\u662f\u7b80\u5355\u7684\u300c\u6562\u300d\u6216\u300c\u4e0d\u6562\u300d&#xff0c;\u800c\u662f\u300c\u5728\u4ec0\u4e48\u6761\u4ef6\u4e0b\u6562\u300d\u3002\u901a\u8fc7\u6700\u5c0f\u6743\u9650\u3001\u6c99\u7bb1\u9694\u79bb\u3001\u5ba1\u6279\u6d41\u548c\u56de\u6eda\u673a\u5236\u7684\u7ec4\u5408\u8bbe\u8ba1&#xff0c;\u5b8c\u5168\u53ef\u4ee5\u5728\u53ef\u63a7\u8303\u56f4\u5185\u91ca\u653e Agent \u7684\u81ea\u4e3b\u6267\u884c\u80fd\u529b\u3002\u5efa\u8bae\u8bfb\u8005\u4ece\u4f4e\u98ce\u9669\u573a\u666f\u5f00\u59cb\u5b9e\u8df5&#xff0c;\u9010\u6b65\u5efa\u7acb\u9002\u5408\u81ea\u5df1\u56e2\u961f\u7684\u6743\u9650\u4f53\u7cfb\u3002<\/p>\n<h3>10. \u53c2\u8003\u8d44\u6599\u4e0e\u5ef6\u4f38\u9605\u8bfb<\/h3>\n<p>\u4ee5\u4e0b\u8d44\u6599\u8986\u76d6\u5bb9\u5668\u9694\u79bb\u3001\u6743\u9650\u7b56\u7565\u3001\u6700\u5c0f\u6743\u9650\u539f\u5219\u4e0e AI Agent \u5b89\u5168\u5b9e\u8df5&#xff0c;\u53ef\u4f5c\u4e3a\u6df1\u5165\u5b66\u4e60\u7684\u8d77\u70b9\u3002<\/p>\n<li>Docker \u5b98\u65b9\u5b89\u5168\u6587\u6863&#xff08;\u6765\u6e90&#xff1a;Docker Docs&#xff09;\u2014\u2014\u7cfb\u7edf\u8bb2\u89e3\u5bb9\u5668\u9694\u79bb\u673a\u5236\u3001\u53ea\u8bfb\u6302\u8f7d&#xff08;:ro&#xff09;\u4e0e\u5b89\u5168\u52a0\u56fa\u7684\u6700\u4f73\u5b9e\u8df5&#xff0c;\u662f\u6784\u5efa Agent \u6c99\u7bb1\u7684\u57fa\u7840\u53c2\u8003\u3002<\/li>\n<li>Open Policy Agent 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