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\u5408\u8ba1&#xff1a;78%\u8981\u6c423\u5e74\u4ee5\u4e0a\u7ecf\u9a8c<\/p>\n<h4>\u8def\u7ebfB&#xff1a;\u6267\u884c\u66ff\u4ee3\u578b<\/h4>\n<p>\u6838\u5fc3\u903b\u8f91&#xff1a;\u5faa\u73af\u5de5\u7a0b\u8ba9&#034;\u6267\u884c\u5c42&#034;\u5de5\u4f5c\u53ef\u4ee5\u88abAgent\u66ff\u4ee3\u2014\u2014\u8fd9\u6070\u6070\u662f\u5e74\u8f7b\u4eba\u7684\u4f18\u52bf\u9886\u57df\u3002<\/p>\n<table>\n<tr>\u88ab\u66ff\u4ee3\u7684\u5de5\u4f5c\u4f20\u7edf\u9700\u8981Agent\u66ff\u4ee3\u540e<\/tr>\n<tbody>\n<tr>\n<td>\u5199CRUD\u4ee3\u7801<\/td>\n<td>\u521d\u7ea7\u5de5\u7a0b\u5e08<\/td>\n<td>Agent<\/td>\n<\/tr>\n<tr>\n<td>\u5199\u5355\u5143\u6d4b\u8bd5<\/td>\n<td>\u521d\u7ea7\u5de5\u7a0b\u5e08<\/td>\n<td>Agent<\/td>\n<\/tr>\n<tr>\n<td>\u4fee\u7b80\u5355Bug<\/td>\n<td>\u521d\u7ea7\u5de5\u7a0b\u5e08<\/td>\n<td>Agent<\/td>\n<\/tr>\n<tr>\n<td>\u5199\u6587\u6863<\/td>\n<td>\u521d\u7ea7\u5de5\u7a0b\u5e08<\/td>\n<td>Agent<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6b8b\u9177\u7684\u6570\u5b66&#xff1a;<\/p>\n<p>\u4e00\u4e2aAgent\u5de5\u7a0b\u5e08 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class=\"nodeLabel\"><\/p>\n<p>\u8d85\u7ea7\u89e3\u836f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7ecf\u9a8c\u88ab\u653e\u59271\u4e2a\u67b6\u6784\u5e08\u5927\u4e8e10\u4e2a\u6267\u884c\u8005<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6267\u884c\u5c42\u88ab\u66ff\u4ee3Agent\u6bd4\u4f60\u4fbf\u5b9c\u6bd4\u4f60\u4e0d\u7d2f<\/p>\n<p><\/span><\/p>\n<p>         <span 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class=\"nodeLabel\"><\/p>\n<p>AI\u5546\u4e1a\u5316\u8d1f\u8d23\u4eba<\/p>\n<p><\/span><\/p>\n<p>\u5177\u4f53\u884c\u52a8&#xff1a;<\/p>\n<li>\u884c\u4e1a\u77e5\u8bc6&#xff1a;\u628a\u4f60\u7684\u884c\u4e1aKnow-how\u7ed3\u6784\u5316&#xff0c;\u505a\u6210Agent\u7684\u89c4\u5219\u5e93&#xff1b;<\/li>\n<li>\u67b6\u6784\u5224\u65ad&#xff1a;\u5f80\u4f01\u4e1a\u7ea7\u3001\u5408\u89c4\u3001\u5bb9\u9519\u65b9\u5411\u6df1\u8015&#xff1b;<\/li>\n<li>\u4eba\u8109\u8d44\u6e90&#xff1a;\u505aAI\u843d\u5730\u7684&#034;\u7ffb\u8bd1\u5b98&#034;&#xff0c;\u8fde\u63a5\u6280\u672f\u4e0e\u4e1a\u52a1\u3002<\/li>\n<hr \/>\n<h3>\u516d\u3001\u53cd\u76f4\u89c9\u7684\u53d1\u73b0\u4e0e\u91cf\u5316\u81ea\u8bca<\/h3>\n<p>\u5148\u629b\u4e00\u4e2a\u548c\u5927\u4f17\u76f4\u89c9\u76f8\u53cd\u7684\u5224\u65ad&#xff1a;\u8fd9\u573a\u53d8\u9769\u7684\u5929\u5e73&#xff0c;\u5176\u5b9e\u662f\u5f80\u8d44\u6df1\u8005\u503e\u659c\u7684\u3002\u539f\u56e0\u7528\u6570\u636e\u548c\u903b\u8f91\u8bf4\u8bdd\u3002<\/p>\n<p>\u4f20\u7edf\u89c2\u5ff5&#xff1a;AI\u8ba9\u5e74\u8f7b\u4eba\u66f4\u6709\u4f18\u52bf&#xff08;\u5b66\u5f97\u5feb\u3001\u7cbe\u529b\u65fa&#xff09;<br \/>\n\u5faa\u73af\u5de5\u7a0b\u73b0\u5b9e&#xff1a;AI\u8ba9\u8d44\u6df1\u8005\u66f4\u6709\u4f18\u52bf&#xff08;\u7ecf\u9a8c\u6760\u6746&#xff09;<\/p>\n<h4>\u4e3a\u4ec0\u4e48&#xff1f;<\/h4>\n<table>\n<tr>\u7ef4\u5ea6\u5e74\u8f7b\u4eba\u4f18\u52bf\u8d44\u6df1\u8005\u4f18\u52bf\u5faa\u73af\u5de5\u7a0b\u653e\u5927\u8c01<\/tr>\n<tbody>\n<tr>\n<td>\u5b66\u65b0\u5de5\u5177<\/td>\n<td>\u2705 \u5feb<\/td>\n<td>\u274c \u6162<\/td>\n<td>\u5de5\u5177\u4f1a\u6807\u51c6\u5316&#xff0c;\u5dee\u8ddd\u7f29\u5c0f<\/td>\n<\/tr>\n<tr>\n<td>\u5199\u4ee3\u7801\u901f\u5ea6<\/td>\n<td>\u2705 \u5feb<\/td>\n<td>\u274c \u6162<\/td>\n<td>Agent\u66ff\u4ee3\u6267\u884c\u5c42&#xff0c;\u901f\u5ea6\u4e0d\u91cd\u8981<\/td>\n<\/tr>\n<tr>\n<td>\u67b6\u6784\u5224\u65ad<\/td>\n<td>\u274c \u7f3a\u7ecf\u9a8c<\/td>\n<td>\u2705 \u4e30\u5bcc<\/td>\n<td>\u2705 \u5faa\u73af\u8bbe\u8ba1\u9700\u8981\u67b6\u6784\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u98ce\u9669\u9884\u4f30<\/td>\n<td>\u274c \u6ca1\u8e29\u8fc7\u5751<\/td>\n<td>\u2705 \u77e5\u9053\u4ec0\u4e48\u4f1a\u51fa\u9519<\/td>\n<td>\u2705 \u505c\u6b62\u6761\u4ef6\/\u5347\u7ea7\u89c4\u5219\u9700\u8981\u7ecf\u9a8c<\/td>\n<\/tr>\n<tr>\n<td>\u9a8c\u8bc1\u5668\u8bbe\u8ba1<\/td>\n<td>\u274c \u4e0d\u77e5\u9053\u6d4b\u4ec0\u4e48<\/td>\n<td>\u2705 \u77e5\u9053\u4ec0\u4e48\u662f&#034;\u5bf9&#034;<\/td>\n<td>\u2705 \u9a8c\u8bc1\u5668\u662f\u5faa\u73af\u6838\u5fc3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7ed3\u8bba&#xff1a;\u5faa\u73af\u5de5\u7a0b\u628a\u7ade\u4e89\u4ece&#034;\u8c01\u5199\u4ee3\u7801\u5feb&#034;\u53d8\u6210\u4e86&#034;\u8c01\u66f4\u61c2\u4ec0\u4e48\u662f\u5bf9\u7684&#034;\u2014\u2014\u540e\u8005\u662f\u7ecf\u9a8c\u7684\u9886\u5730\u3002<\/p>\n<h4>\u4f46\u522b\u9ad8\u5174\u592a\u65e9&#xff1a;\u7ecf\u9a8c\u7684\u4fdd\u8d28\u671f<\/h4>\n<p>\u6cfc\u4e00\u76c6\u7ed9\u81ea\u5df1\u4eba\u7684\u51b7\u6c34&#xff1a;\u7ecf\u9a8c\u6760\u6746\u6210\u7acb\u7684\u524d\u63d0\u662f\u4f60\u7684\u7ecf\u9a8c\u8fd8\u80fd\u88ab\u5199\u6210\u89c4\u5219\u3002\u5982\u679c\u4f60\u7684\u7ecf\u9a8c\u53ea\u662f&#034;\u719f\u624b&#034;\u800c\u4e0d\u662f&#034;\u65b9\u6cd5\u8bba&#034;&#xff0c;\u90a3\u6760\u6746\u65e0\u4ece\u8c08\u8d77\u3002\u68c0\u9a8c\u6807\u51c6\u5f88\u7b80\u5355&#xff1a;\u628a\u4f60\u6700\u5f97\u610f\u7684\u7ecf\u9a8c\u5199\u621010\u6761\u89c4\u5219&#xff0c;\u5199\u4e0d\u51fa\u6765&#xff0c;\u8bf4\u660e\u5b83\u662f\u808c\u8089\u8bb0\u5fc6\u4e0d\u662f\u5224\u65ad\u529b\u3002\u808c\u8089\u8bb0\u5fc6\u6b63\u662fAgent\u6700\u64c5\u957f\u66ff\u4ee3\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u8e29\u5751\u63d0\u793a&#xff1a;35\u5c81\u8f6c\u578b\u6700\u5927\u7684\u654c\u4eba\u4e0d\u662f\u6280\u672f&#xff0c;\u662f\u5fc3\u6001\u3002\u6211\u89c1\u8fc7\u592a\u591a\u4eba\u653e\u4e0d\u4e0b&#034;\u6211\u5f53\u5e74\u5982\u4f55\u5982\u4f55&#034;\u7684\u8eab\u6bb5&#xff0c;\u4ece\u5934\u5b66\u5faa\u73af\u65f6\u5acc\u793a\u4f8b\u592a\u7b80\u5355\u3001\u5acc\u9879\u76ee\u592a\u5c0f\u3002\u8f6c\u578b\u671f\u7684\u6b63\u786e\u59ff\u52bf\u662f&#034;\u5f52\u96f6\u4f46\u4e0d\u81ea\u5351&#034;&#xff1a;\u627f\u8ba4\u6267\u884c\u5c42\u8981\u91cd\u5b66&#xff0c;\u540c\u65f6\u77e5\u9053\u81ea\u5df1\u7684\u5224\u65ad\u529b\u662f\u5e95\u724c\u3002<\/p>\n<hr \/>\n<h4>\u7528\u4ee3\u7801\u7ed9\u81ea\u5df1\u505a\u4e2a\u8bca\u65ad<\/h4>\n<p>\u8bf4\u4e86\u8fd9\u4e48\u591a\u5b9a\u6027\u5224\u65ad&#xff0c;\u4e0d\u5982\u6765\u70b9\u5b9a\u91cf\u7684\u3002\u6211\u7ed9\u81ea\u5df1\u548c\u5b66\u5458\u8bbe\u8ba1\u8fc7\u4e00\u4e2a&#034;\u7ecf\u9a8c\u6760\u6746\u4f53\u68c0&#034;\u811a\u672c&#xff1a;\u4e94\u4e2a\u7ef4\u5ea6\u6253\u5206&#xff0c;\u7528pydantic\u6821\u9a8c\u8f93\u5165&#xff08;\u9632\u6b62\u81ea\u6b3a\u6b3a\u4eba\u76840\u5206\u6216101\u5206&#xff09;&#xff0c;\u8f93\u51fa\u4f60\u7684\u5b9a\u4f4d\u548c\u884c\u52a8\u5efa\u8bae&#xff1a;<\/p>\n<p><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;35\u5c81\u5371\u673a\u81ea\u68c0&#xff1a;\u4f60\u7684\u7ecf\u9a8c\u662f\u6760\u6746\u8fd8\u662f\u5305\u88b1&#034;&#034;&#034;<\/span><br \/>\n<span class=\"token keyword\">import<\/span> logging<br \/>\n<span class=\"token keyword\">from<\/span> pydantic <span class=\"token keyword\">import<\/span> BaseModel<span class=\"token punctuation\">,<\/span> Field<\/p>\n<p>logging<span class=\"token punctuation\">.<\/span>basicConfig<span class=\"token punctuation\">(<\/span>level<span class=\"token operator\">&#061;<\/span>logging<span class=\"token punctuation\">.<\/span>INFO<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">format<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;%(asctime)s %(levelname)s %(message)s&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nlog <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>getLogger<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;career_check&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Ability<\/span><span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e94\u7ef4\u80fd\u529b\u81ea\u8bc4&#xff0c;\u6bcf\u98790-10\u5206&#034;&#034;&#034;<\/span><br \/>\n    judge<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u67b6\u6784\u5224\u65ad\u529b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    verify<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u9a8c\u8bc1\u5668\u8bbe\u8ba1\u80fd\u529b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    domain<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u884c\u4e1a\u9886\u57df\u77e5\u8bc6&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    coding<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u7f16\u7801\u6267\u884c\u529b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    manage<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> Field<span class=\"token punctuation\">(<\/span>ge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> le<span class=\"token operator\">&#061;<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u4eba\u4e0eAgent\u6df7\u5408\u7ba1\u7406&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">diagnose<\/span><span class=\"token punctuation\">(<\/span>a<span class=\"token punctuation\">:<\/span> Ability<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    leverage <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>a<span class=\"token punctuation\">.<\/span>judge <span class=\"token operator\">&#043;<\/span> a<span class=\"token punctuation\">.<\/span>verify <span class=\"token operator\">&#043;<\/span> a<span class=\"token punctuation\">.<\/span>domain<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">3<\/span>      <span class=\"token comment\"># \u7ecf\u9a8c\u6760\u6746\u9879<\/span><br \/>\n    replaceable <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>a<span class=\"token punctuation\">.<\/span>coding <span class=\"token operator\">&#043;<\/span> a<span class=\"token punctuation\">.<\/span>manage<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token number\">2<\/span>             <span class=\"token comment\"># \u53ef\u66ff\u4ee3\u9879<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7ecf\u9a8c\u6760\u6746\u5747\u5206&#061;%.1f \u6267\u884c\u529b\u5747\u5206&#061;%.1f&#034;<\/span><span class=\"token punctuation\">,<\/span> leverage<span class=\"token punctuation\">,<\/span> replaceable<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> leverage <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">7<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5b9a\u4f4d&#xff1a;\u89e3\u836f\u533a&#xff0c;\u51b2Loop\u67b6\u6784\u5e08&#xff0c;\u76ee\u6807\u85aa\u8d44\u7ffb\u500d&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> leverage <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5b9a\u4f4d&#xff1a;\u6447\u6446\u533a&#xff0c;6\u4e2a\u6708\u5185\u628a\u8e29\u5751\u7ecf\u9a8c\u5199\u6210\u9a8c\u8bc1\u89c4\u5219&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5b9a\u4f4d&#xff1a;\u5371\u9669\u533a&#xff0c;\u6267\u884c\u5c42\u88ab\u66ff\u4ee3\u98ce\u9669\u9ad8&#xff0c;\u5148\u8865\u9a8c\u8bc1\u5de5\u7a0b&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    log<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6760\u6746\/\u6267\u884c\u6bd4&#061;%.2f&#xff08;\u5927\u4e8e1.5\u8bf4\u660e\u7ecf\u9a8c\u5728\u653e\u5927\u4f60&#xff0c;\u5c0f\u4e8e1\u8bf4\u660e\u5728\u62d6\u7d2f\u4f60&#xff09;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n             leverage <span class=\"token operator\">\/<\/span> replaceable <span class=\"token keyword\">if<\/span> replaceable <span class=\"token keyword\">else<\/span> <span class=\"token number\">9.99<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    diagnose<span class=\"token punctuation\">(<\/span>Ability<span class=\"token punctuation\">(<\/span>judge<span class=\"token operator\">&#061;<\/span><span class=\"token number\">8<\/span><span class=\"token punctuation\">,<\/span> verify<span class=\"token operator\">&#061;<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">,<\/span> domain<span class=\"token operator\">&#061;<\/span><span class=\"token number\">7<\/span><span class=\"token punctuation\">,<\/span> coding<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> manage<span class=\"token operator\">&#061;<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u63a7\u5236\u53f0\u8f93\u51fa&#xff1a;<\/p>\n<p>2026-04-08 22:14:05 INFO \u7ecf\u9a8c\u6760\u6746\u5747\u5206&#061;7.0 \u6267\u884c\u529b\u5747\u5206&#061;4.5<br \/>\n2026-04-08 22:14:05 INFO \u5b9a\u4f4d&#xff1a;\u89e3\u836f\u533a&#xff0c;\u51b2Loop\u67b6\u6784\u5e08&#xff0c;\u76ee\u6807\u85aa\u8d44\u7ffb\u500d<br \/>\n2026-04-08 22:14:05 INFO 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