{"id":20851,"date":"2026-06-11T13:15:12","date_gmt":"2026-06-11T05:15:12","guid":{"rendered":"https:\/\/92it.top\/?p=20851"},"modified":"2026-06-11T13:30:51","modified_gmt":"2026-06-11T05:30:51","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aa-ai-%e7%9f%a5%e8%af%86%e7%82%b9-embedding%ef%bc%88%e8%af%8d%e5%90%91%e9%87%8f%ef%bc%89-2","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=20851","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2a AI \u77e5\u8bc6\u70b9 \u2014\u2014AI Agent(\u667a\u80fd\u4f53)\u8bc4\u4f30"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u524d\u8a00\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5927\u5bb6\u597d\uff0cAI Agent\uff08\u667a\u80fd\u4f53\uff09\u8fd9\u4e2a\u8bcd\u5728 2026 \u5e74\u706b\u5f97\u4e00\u584c\u7cca\u6d82\u3002\u4ece OpenClaw \u5230 Hermes\uff0c\u4ece\u5e2e\u4f60\u5199\u4ee3\u7801\u7684 AI \u7a0b\u5e8f\u5458\uff0c\u5230\u80fd\u5e2e\u4f60\u8ba2\u673a\u7968\u3001\u505a\u7814\u7a76\u7684 AI \u52a9\u7406\uff0c\u662f\u4e0d\u662f\u611f\u89c9\u5df2\u7ecf\u767e\u82b1\u9f50\u653e\u4e86\uff1f<\/p>\n\n\n\n<p>\u5f88\u591a\u670b\u53cb\u4eec\u90fd\u8dc3\u8dc3\u6b32\u8bd5\uff0c\u60f3\u81ea\u5df1\u624b\u6413\u4e00\u4e2a AI Agent\u3002\u4f46\u95ee\u9898\u6765\u4e86\uff1a\u6211\u600e\u4e48\u77e5\u9053\u6211\u8fd9\u4e2a AI Agent \u9760\u4e0d\u9760\u8c31\uff1f<\/p>\n\n\n\n<ul>\n<li>\u662f\u4e0d\u662f\u53d1\u73b0\u5b83\u5728\u67d0\u4e9b\u4efb\u52a1\u4e0a\u8868\u73b0\u5f88\u597d\uff0c\u5728\u53e6\u4e00\u4e9b\u4efb\u52a1\u4e0a\u53c8\u8822\u5f97\u79bb\u8c31\uff1f<\/li>\n\n\n\n<li>\u662f\u4e0d\u662f\u9664\u4e86\u9760\u81ea\u5df1\u624b\u52a8\u4e00\u904d\u904d\u5730\u8bd5\uff0c\u5c31\u6ca1\u522b\u7684\u529e\u6cd5\u6765\u8861\u91cf\u5b83\u7684\u597d\u574f\uff1f<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u4f60\u6709\u8fd9\u4e9b\u56f0\u60d1\uff0c\u90a3\u4e48\u4eca\u5929\u54b1\u4eec\u804a\u7684\u8bdd\u9898\u4f60\u4e00\u5b9a\u611f\u5174\u8da3 \u2014\u2014 \u5982\u4f55\u7ed9 AI Agent \u505a\u8bc4\u4f30\uff08Evaluation\uff09\u3002<\/p>\n\n\n\n<p>\u4ece\u672c\u8d28\u4e0a\uff0c\u5bf9 Agent \u8fdb\u884c\u8bc4\u4f30\u4e3b\u8981\u662f\u4e3a\u4e86\u627e\u51fa Agent \u5b58\u5728\u7684\u95ee\u9898\uff0c\u8fd9\u5c31\u50cf\u7ed9 Agent \u505a\u4f53\u68c0\u4e00\u6837\uff0c\u4eca\u5929\uff0c\u54b1\u4eec\u8bd5\u56fe\u8bb2\u6e05\u695a\u4ee5\u4e0b\u51e0\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4e3a\u5565\u7ed9 AI Agent \u505a\u8bc4\u4f30\u8fd9\u4e48\u96be\uff1f\u5230\u5e95\u96be\u5728\u54ea\uff1f<\/li>\n\n\n\n<li>\u4e00\u6b21\u4e13\u4e1a\u7684 \u201cAI \u4f53\u68c0\u201d \u90fd\u5305\u542b\u54ea\u4e9b\u9879\u76ee\uff1f\uff08\u540d\u8bcd\u626b\u76f2\uff09<\/li>\n\n\n\n<li>\u4ee3\u7801\u578b\u3001\u5bf9\u8bdd\u578b\u3001\u7814\u7a76\u578b\u2026\u2026 \u4e0d\u540c\u7c7b\u578b\u7684 AI Agent\uff0c\u4f53\u68c0\u7684\u79d1\u5ba4\u548c\u624b\u6bb5\u6709\u5565\u4e0d\u540c\uff1f<\/li>\n\n\n\n<li>\u4ece\u96f6\u5f00\u59cb\uff0c\u5982\u4f55\u4e00\u6b65\u6b65\u5efa\u7acb\u8d77\u4f60\u81ea\u5df1\u7684 AI \u4f53\u68c0\u4e2d\u5fc3 (Agent \u8bc4\u4f30\u4f53\u7cfb)\uff1f<\/li>\n<\/ul>\n\n\n\n<p>\u597d\u4e86\uff0c\u5927\u5bb6\u51c6\u5907\u597d\u4e86\u5417\uff1f\u54b1\u4eec\u53d1\u8f66\u4e86\uff01<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u4e3a\u5565\u7ed9 AI Agent \u505a\u4f53\u68c0\u8fd9\u4e48\u96be\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4f20\u7edf\u7684\u8f6f\u4ef6\u6d4b\u8bd5\uff0c\u76f8\u5bf9\u7b80\u5355\u3002\u4f60\u70b9\u4e00\u4e2a\u6309\u94ae\uff0c\u5b83\u5f39\u51fa\u4e00\u4e2a\u7a97\u53e3\uff0c\u7ed3\u679c\u662f\u786e\u5b9a\u7684\u3001\u53ef\u9884\u6d4b\u7684\u3002<\/p>\n\n\n\n<p>\u4f46 AI Agent\uff0c\u5b83\u5177\u5907\u81ea\u4e3b\u6027\u3001\u667a\u80fd\u6027\u548c\u7075\u6d3b\u6027\uff0c\u8fd9\u65e2\u662f\u5b83\u5f3a\u5927\u7684\u539f\u56e0\uff0c\u4e5f\u662f\u8bc4\u4f30\u5b83\u7684\u96be\u70b9\u6240\u5728\u3002<\/p>\n\n\n\n<ol>\n<li>\u5b83\u662f\u591a\u52a8\u75c7\uff0c\u4e0d\u662f\u4e56\u5b9d\u5b9d\uff1a\u4e00\u4e2a AI Agent \u5b8c\u6210\u4efb\u52a1\uff0c\u4e0d\u662f\u4e00\u6b65\u5230\u4f4d\u3002\u5b83\u4f1a\u53cd\u590d\u548c\u73af\u5883\u4e92\u52a8\uff08\u8c03\u7528\u5de5\u5177\u3001\u4fee\u6539\u72b6\u6001\u3001\u6839\u636e\u4e2d\u95f4\u7ed3\u679c\u8c03\u6574\u7b56\u7565\u2026\u2026\uff09\u8fd9\u4e2a\u8fc7\u7a0b\u53eb\u591a\u8f6e\u4ea4\u4e92\uff08multi-turn\uff09\u3002\u4f60\u7684\u4efb\u4f55\u4e00\u6b21\u5c0f\u6539\u52a8\uff0c\u90fd\u53ef\u80fd\u5728\u8fd9\u4e2a\u957f\u957f\u7684\u94fe\u6761\u4e0a\uff0c\u5f15\u53d1\u8774\u8776\u6548\u5e94\u3002<\/li>\n\n\n\n<li>\u5b83\u662f\u521b\u610f\u5bb6\uff0c\u4e0d\u662f\u590d\u8bfb\u673a\uff1a\u6700\u8981\u547d\u7684\u662f\uff0c\u5389\u5bb3\u7684 AI Agent \u4e0d\u6309\u5957\u8def\u51fa\u724c\uff01\u4f60\u7ed9\u5b83\u8bbe\u5b9a\u7684\u6807\u51c6\u7b54\u6848\u662f A\uff0c\u5b83\u53ef\u80fd\u4f1a\u60f3\u51fa\u4e00\u4e2a\u66f4\u725b\u7684\u3001\u4f60\u538b\u6839\u6ca1\u60f3\u5230\u7684\u89e3\u51b3\u65b9\u6848 B\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e00\u4e2a\u771f\u5b9e\u7684\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Anthropic \u516c\u53f8\u5728\u6d4b\u8bd5\u4ed6\u4eec\u7684 AI Agent \u65f6\uff0c\u7ed9\u5b83\u4e00\u4e2a\u4efb\u52a1\uff1a\u8ba2\u4e00\u5f20\u53bb\u67d0\u4e2a\u5730\u65b9\u7684\u673a\u7968\uff0c\u4f46\u9644\u52a0\u4e86\u4e00\u4e2a\u590d\u6742\u7684\u3001\u51e0\u4e4e\u4e0d\u53ef\u80fd\u6ee1\u8db3\u7684\u9000\u6539\u7b7e\u653f\u7b56\u3002\u6309\u7167\u9884\u8bbe\u7684\u6807\u51c6\u7b54\u6848\uff0cAgent \u5e94\u8be5\u8bc6\u522b\u51fa\u65e0\u6cd5\u6ee1\u8db3\uff0c\u7136\u540e\u62a5\u544a\u5931\u8d25\u3002<br>\u7ed3\u679c\u5462\uff1f\u8fd9\u4e2a\u806a\u660e\u7684 Agent \u5c45\u7136\u9605\u8bfb\u4e86\u822a\u7a7a\u516c\u53f8\u7684\u6574\u4e2a\u653f\u7b56\u6587\u6863\uff0c\u53d1\u73b0\u4e86\u4e00\u4e2a\u9690\u85cf\u7684\u6f0f\u6d1e\uff0c\u901a\u8fc7\u4e00\u79cd\u8fc2\u56de\u7684\u65b9\u5f0f\uff0c\u5b8c\u7f8e\u5730\u4e3a\u7528\u6237\u8ba2\u597d\u4e86\u7968\uff0c\u8fd8\u6ee1\u8db3\u4e86\u90a3\u4e2a\u82db\u523b\u7684\u653f\u7b56\uff01<br>\u4ece\u8bc4\u6d4b\u7cfb\u7edf\u7684\u89d2\u5ea6\u770b\uff0c\u5b83\u5931\u8d25\u4e86\uff0c\u56e0\u4e3a\u5b83\u6ca1\u6309\u6807\u51c6\u7b54\u6848\u8d70\u3002\u4f46\u4ece\u7528\u6237\u7684\u89d2\u5ea6\u770b\uff0c\u5b83\u7684\u64cd\u4f5c\u90a3\u662f\u76f8\u5f53\u5b8c\u7f8e\uff01<br>\u4f60\u770b\uff0c\u8fd9\u79cd\u521b\u9020\u6027\u8ba9\u7b80\u5355\u7684\u5bf9\u9519\u5224\u65ad\u53d8\u5f97\u975e\u5e38\u56f0\u96be\u3002<\/pre>\n\n\n\n<ol start=\"3\">\n<li>\u5b83\u662f\u60c5\u7eea\u5c0f\u5b50\uff0c\u72b6\u6001\u4e0d\u7a33\u5b9a\uff1a\u7531\u4e8e\u5927\u6a21\u578b\u7684\u4e0d\u786e\u5b9a\u6027\uff08non-determinism\uff09\uff0c\u4f60\u7528\u540c\u6837\u7684\u95ee\u9898\u95ee\u5b83\u4e24\u6b21\uff0c\u5b83\u7ed9\u7684\u7b54\u6848\u548c\u89e3\u51b3\u8def\u5f84\u90fd\u53ef\u80fd\u4e0d\u4e00\u6837\u3002\u8fd9\u4e00\u6b21\u6210\u529f\u4e86\uff0c\u4e0b\u4e00\u6b21\u53ef\u80fd\u5c31\u5931\u8d25\u4e86\u3002\u8fd9\u7ed9\u8bc4\u4f30\u5e26\u6765\u4e86\u5de8\u5927\u7684\u566a\u97f3\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6240\u4ee5\uff0c\u7ed9 AI Agent \u505a\u4f53\u68c0\uff0c\u7edd\u4e0d\u662f\u7b80\u5355\u5730\u505a\u51e0\u9053\u9009\u62e9\u9898\u3002\u5b83\u9700\u8981\u4e00\u5957\u7cfb\u7edf\u5316\u7684\u8bc4\u4f30\u4f53\u7cfb\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u4e00\u5957\u4e13\u4e1a\u7684 AI \u4f53\u68c0\u90fd\u5305\u542b\u5565\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u6211\u4eec\u540e\u9762\u7684\u8ba8\u8bba\u5728\u540c\u4e00\u4e2a\u9891\u9053\u4e0a\uff0c\u6211\u4eec\u5148\u6765\u5feb\u901f\u8fc7\u4e00\u904d AI \u4f53\u68c0\u4e2d\u7684\u4e00\u4e9b\u672f\u8bed\u3002<\/p>\n\n\n\n<p><strong>\u4f53\u68c0\u4e2d\u7684\u5173\u952e\u89d2\u8272\u548c\u9053\u5177\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u4efb\u52a1\uff08Task\uff09<\/strong>\uff1a\u4e5f\u53eb\u6d4b\u8bd5\u7528\u4f8b\u3002\u5c31\u662f\u4f60\u7ed9 AI Agent \u51fa\u7684\u4e00\u9053\u5177\u4f53\u7684\u8003\u9898\u3002\u6bd4\u5982\uff0c\u201c\u8bf7\u5e2e\u6211\u4fee\u590d\u8fd9\u4e2a\u4ee3\u7801 Bug\u201d\u3001\u201c\u8bf7\u5e2e\u6211\u9884\u8ba2\u660e\u5929\u4e0b\u5348\u4e24\u70b9\u4ece\u5317\u4eac\u5230\u4e0a\u6d77\u7684\u673a\u7968\u201d\u3002\u4e00\u9053\u597d\u7684\u8003\u9898\uff0c\u5fc5\u987b\u6709\u660e\u786e\u7684\u8f93\u5165\u548c\u6210\u529f\u6807\u51c6\u3002<\/li>\n\n\n\n<li><strong>\u8bd5\u7528\uff08Trial\uff09<\/strong>\uff1aAI Agent \u5c1d\u8bd5\u505a\u8fd9\u9053\u9898\u7684\u4e00\u6b21\u5b8c\u6574\u8fc7\u7a0b\u3002\u56e0\u4e3a AI \u8868\u73b0\u4e0d\u7a33\u5b9a\uff0c\u6211\u4eec\u901a\u5e38\u4f1a\u8ba9\u5b83\u591a\u8bd5\u51e0\u6b21\uff08\u6bd4\u5982\u8003 3 \u904d\uff09\uff0c\u6765\u5f97\u5230\u66f4\u53ef\u9760\u7684\u7ed3\u679c\u3002<\/li>\n\n\n\n<li><strong>\u8bb0\u5f55\uff08Transcript \/ Trace\uff09<\/strong>\uff1a\u8fd9\u662f\u6700\u91cd\u8981\u7684\u75c5\u5386\uff01\u5b83\u8be6\u7ec6\u8bb0\u5f55\u4e86 AI \u5728\u4e00\u6b21\u8bd5\u7528\u4e2d\u7684\u6240\u6709\u601d\u8003\u548c\u52a8\u4f5c\uff1a\u5b83\u8ddf\u4f60\u7684\u5bf9\u8bdd\u3001\u5b83\u7684\u5185\u5fc3\u601d\u8003\uff08Chain of Thought\uff09\u3001\u5b83\u8c03\u7528\u4e86\u54ea\u4e9b\u5de5\u5177\u3001\u5de5\u5177\u8fd4\u56de\u4e86\u4ec0\u4e48\u7ed3\u679c\u2026\u2026 \u6240\u6709\u7684\u4e00\u5207\uff0c\u90fd\u8981\u88ab\u5b8c\u6574\u5730\u8bb0\u5f55\u4e0b\u6765\u3002<\/li>\n\n\n\n<li><strong>\u6700\u7ec8\u7ed3\u679c\uff08Outcome\uff09<\/strong>\uff1aAI Agent \u6298\u817e\u5b8c\u4e00\u901a\u540e\uff0c\u5728\u771f\u5b9e\u4e16\u754c\u91cc\u7559\u4e0b\u7684\u6700\u7ec8\u72b6\u6001\u3002\u6bd4\u5982\uff0cAgent \u5728\u5bf9\u8bdd\u91cc\u8bf4 \u201c\u673a\u7968\u5df2\u7ecf\u8ba2\u597d\u4e86\u201d\uff0c\u8fd9\u53ea\u662f\u5b83\u7684\u53e3\u5934\u627f\u8bfa\u3002\u800c\u6700\u7ec8\u7ed3\u679c\u662f\uff0c\u4f60\u7684\u822a\u65c5 App \u91cc\uff0c\u662f\u5426\u771f\u7684\u51fa\u73b0\u4e86\u4e00\u5f20\u5df2\u51fa\u7968\u7684\u8ba2\u5355\u3002\u6211\u4eec\u8981\u770b\u7684\u662f\u7597\u6548\uff0c\u4e0d\u662f\u5e7f\u544a\u3002<\/li>\n\n\n\n<li><strong>\u8bc4\u5206\u5668\uff08Grader\uff09<\/strong>\uff1a\u8fd9\u5c31\u662f\u4f53\u68c0\u533b\u751f\u3002\u5b83\u662f\u4e00\u6bb5\u903b\u8f91\u4ee3\u7801\u6216\u53e6\u4e00\u4e2a AI \u6a21\u578b\uff0c\u7528\u6765\u6839\u636e\u9884\u8bbe\u7684\u6807\u51c6\uff0c\u7ed9 AI Agent \u7684\u8868\u73b0\u6253\u5206\u3002\u4e00\u9053\u9898\u53ef\u4ee5\u6709\u597d\u51e0\u4e2a\u8bc4\u5206\u5668\uff0c\u4ece\u4e0d\u540c\u7ef4\u5ea6\u6253\u5206\u3002<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\u6846\u67b6\uff08Evaluation Harness\uff09<\/strong>\uff1a\u6574\u4e2a\u81ea\u52a8\u5316\u4f53\u68c0\u4e2d\u5fc3\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u8d1f\u8d23\u7ba1\u7406\u6240\u6709\u8003\u9898\u3001\u5b89\u6392\u8003\u8bd5\u3001\u5e76\u53d1\u6267\u884c\u3001\u8bb0\u5f55\u5168\u8fc7\u7a0b\u3001\u8c03\u7528\u8bc4\u5206\u5668\u6253\u5206\u3001\u6700\u540e\u6c47\u603b\u51fa\u4f53\u68c0\u62a5\u544a\u3002<\/li>\n\n\n\n<li><strong>AI Agent \u6846\u67b6\uff08Agent Harness \/ Scaffold\uff09<\/strong>\uff1a\u8fd9\u4e2a\u662f AI Agent \u80fd\u52a8\u8d77\u6765\u7684\u9a71\u52a8\u7cfb\u7edf\u3002\u5b83\u8d1f\u8d23\u63a5\u6536\u4f60\u7684\u6307\u4ee4\u3001\u7ec4\u7ec7 AI \u5927\u8111\uff08LLM\uff09\u548c\u624b\u811a\uff08\u5de5\u5177\uff09\u534f\u540c\u5de5\u4f5c\u3002\u6211\u4eec\u8bc4\u4f30\u4e00\u4e2a AI Agent \u65f6\uff0c\u5176\u5b9e\u662f\u5728\u8bc4\u4f30 AI \u6a21\u578b + \u8fd9\u4e2a\u9a71\u52a8\u6846\u67b6\u7684\u6574\u4f53\u8868\u73b0\u3002<\/li>\n\n\n\n<li>\u8bc4\u4f30\u5957\u4ef6\uff08Evaluation Suite\uff09\uff1a\u4e00\u5957\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6a21\u62df\u8003\u5377\u3002\u8fd9\u5957\u5377\u5b50\u91cc\u7684\u6240\u6709\u9898\u76ee\uff0c\u90fd\u56f4\u7ed5\u7740\u4e00\u4e2a\u7279\u5b9a\u7684\u80fd\u529b\u6216\u573a\u666f\u3002\u6bd4\u5982\uff0c\u201c\u5ba2\u670d\u80fd\u529b\u8bc4\u4f30\u5957\u4ef6\u201d \u91cc\u53ef\u80fd\u5c31\u5305\u542b\u4e86\u9000\u6b3e\u3001\u6295\u8bc9\u3001\u4ea7\u54c1\u54a8\u8be2\u7b49\u5404\u79cd\u573a\u666f\u7684\u8003\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u597d\u4e86\uff0c\u6709\u4e86\u8fd9\u4e9b\u57fa\u672c\u6982\u5ff5\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u8fdb\u5165\u6df1\u6c34\u533a\u4e86\uff01<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u4f53\u68c0\u79d1\u5ba4 \u2014\u2014 \u4e09\u5927\u6838\u5fc3\u8bc4\u5206\u5668\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u7ed9 AI Agent \u6253\u5206\uff0c\u4e0d\u80fd\u53ea\u9760\u4e00\u79cd\u65b9\u6cd5\u3002\u4e00\u4e2a\u6210\u719f\u7684\u8bc4\u4f30\u4f53\u7cfb\uff0c\u901a\u5e38\u4f1a\u7ec4\u5408\u4f7f\u7528\u4ee5\u4e0b\u4e09\u79cd\u8bc4\u5206\u5668\uff0c\u5c31\u50cf\u4e00\u4e2a\u4f1a\u8bca\u7684\u4e13\u5bb6\u56e2\u961f\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd393.1 \u4ee3\u7801\u8bc4\u5206\u5668\uff08Code-based Graders\uff09\uff1a\u5ba2\u89c2\u3001\u5feb\u901f\u7684\u4eea\u5668\u68c0\u6d4b<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u6700\u57fa\u7840\u3001\u6700\u5ba2\u89c2\u7684\u8bc4\u5206\u65b9\u5f0f\u3002\u5b83\u901a\u8fc7\u5199\u4ee3\u7801\u6765\u68c0\u67e5\u4e00\u4e9b\u786c\u6307\u6807\u3002<\/p>\n\n\n\n<p><strong>\u68c0\u67e5\u65b9\u6cd5\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5b57\u7b26\u4e32\u5339\u914d\uff1a\u68c0\u67e5 AI \u7684\u56de\u7b54\u91cc\u662f\u5426\u5305\u542b\u4e86\u67d0\u4e2a\u5173\u952e\u8bcd\uff08\u6bd4\u5982 \u201c\u9000\u6b3e\u6210\u529f\u201d\uff09\u3002<\/li>\n\n\n\n<li>\u5355\u5143\u6d4b\u8bd5\uff1a\u5bf9\u4e8e\u4ee3\u7801\u751f\u6210\u4efb\u52a1\uff0c\u76f4\u63a5\u8dd1\u6d4b\u8bd5\u7528\u4f8b\uff0c\u770b\u4ee3\u7801\u80fd\u4e0d\u80fd\u901a\u8fc7\u3002\u8fd9\u662f\u6700\u521a\u6027\u7684\u6807\u51c6\u3002<\/li>\n\n\n\n<li>\u9759\u6001\u5206\u6790\uff1a\u7528\u5de5\u5177\u68c0\u67e5\u751f\u6210\u7684\u4ee3\u7801\u662f\u5426\u7b26\u5408\u89c4\u8303\u3001\u6709\u6ca1\u6709\u5b89\u5168\u6f0f\u6d1e\u3002<\/li>\n\n\n\n<li>\u72b6\u6001\u68c0\u67e5\uff1a\u76f4\u63a5\u53bb\u67e5\u6570\u636e\u5e93\u6216\u8005\u6587\u4ef6\u7cfb\u7edf\uff0c\u770b\u6700\u7ec8\u7ed3\u679c\u662f\u5426\u7b26\u5408\u9884\u671f\uff08\u6bd4\u5982\uff0c\u7528\u6237\u7684\u8d26\u6237\u4f59\u989d\u662f\u4e0d\u662f\u771f\u7684\u5c11\u4e86 100 \u5757\uff09\u3002<\/li>\n\n\n\n<li>\u5de5\u5177\u8c03\u7528\u68c0\u67e5\uff1a\u68c0\u67e5 AI \u662f\u5426\u8c03\u7528\u4e86\u6b63\u786e\u7684\u5de5\u5177\u3001\u4f20\u9012\u4e86\u6b63\u786e\u7684\u53c2\u6570\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4f18\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5feb\u3001\u4fbf\u5b9c\u3001\u5ba2\u89c2\u3001\u53ef\u590d\u73b0\u3002\u6ca1\u6709\u611f\u60c5\uff0c\u94c1\u9762\u65e0\u79c1\u3002<\/li>\n\n\n\n<li>\u975e\u5e38\u9002\u5408\u68c0\u67e5\u90a3\u4e9b\u6709\u660e\u786e\u5bf9\u9519\u7684\u4e8b\u60c5\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7f3a\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u6b7b\u677f\uff0c\u4e0d\u591f\u667a\u80fd\u3002\u5bb9\u6613\u8bef\u4f24 \u201c\u6709\u521b\u610f\u7684\u201d \u597d\u7b54\u6848\u3002\u6bd4\u5982\uff0c\u4f60\u671f\u671b\u7b54\u6848\u662f \u201c96.12\u201d\uff0cAI \u7ed9\u51fa\u4e86\u66f4\u7cbe\u786e\u7684 \u201c96.1249\u201d\uff0c\u5b83\u53ef\u80fd\u4f1a\u5224\u9519\u3002<\/li>\n\n\n\n<li>\u65e0\u6cd5\u8bc4\u4f30\u4e3b\u89c2\u611f\u53d7\u3002\u6bd4\u5982\uff0cAI \u7684\u8bed\u6c14\u662f\u5426\u793c\u8c8c\u3001\u56de\u7b54\u662f\u5426\u5168\u9762\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd393.2 \u6a21\u578b\u8bc4\u5206\u5668\uff08Model-based Graders\uff09\uff1a\u8ba9 AI \u8bc4\u4f30 AI<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u73b0\u5728\u8d8a\u6765\u8d8a\u6d41\u884c\u7684\u65b9\u5f0f\uff1a\u7528\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684 AI \u6a21\u578b\uff0c\u6765\u8bc4\u4f30\u53e6\u4e00\u4e2a AI \u6a21\u578b\u7684\u8868\u73b0\u3002\u4e5f\u53eb LLM-as-a-judge\u3002<\/p>\n\n\n\n<p><strong>\u68c0\u67e5\u65b9\u6cd5\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u57fa\u4e8e\u8bc4\u5206\u6807\u51c6\uff08Rubric-based\uff09\uff1a\u4f60\u7ed9\u88c1\u5224 AI \u4e00\u4efd\u8be6\u7ec6\u7684\u8bc4\u5206\u6807\u51c6\uff08\u6bd4\u5982\uff0c\u4ece\u540c\u7406\u5fc3\u3001\u89e3\u51b3\u6548\u7387\u3001\u8868\u8fbe\u6e05\u6670\u5ea6\u4e09\u4e2a\u7ef4\u5ea6\uff0c\u5404\u6253 1-5 \u5206\uff09\uff0c\u8ba9\u5b83\u7167\u7740\u6807\u51c6\u6253\u5206\u3002<\/li>\n\n\n\n<li>\u81ea\u7136\u8bed\u8a00\u65ad\u8a00\uff1a\u76f4\u63a5\u95ee\u88c1\u5224 AI \u4e00\u4e9b\u662f\u975e\u95ee\u9898\uff0c\u6bd4\u5982 \u201c\u4f60\u8ba4\u4e3a Agent \u7684\u56de\u7b54\u662f\u5426\u89e3\u51b3\u4e86\u7528\u6237\u7684\u95ee\u9898\uff1f\u201d<\/li>\n<\/ul>\n\n\n\n<ul>\n<li>\u4e24\u4e24\u6bd4\u8f83\uff08Pairwise Comparison\uff09\uff1a\u628a\u4e24\u4e2a\u4e0d\u540c Agent \u7684\u56de\u7b54\u653e\u5728\u4e00\u8d77\uff0c\u8ba9\u88c1\u5224 AI \u9009\u51fa\u54ea\u4e2a\u66f4\u597d\u3002\u8fd9\u662f\u8bad\u7ec3\u504f\u597d\u6a21\u578b\uff08RLHF\uff09\u7684\u6838\u5fc3\u6b65\u9aa4\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4f18\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u7075\u6d3b\uff0c\u6709\u4eba\u5473\u513f\uff1a\u80fd\u7406\u89e3\u8bed\u8a00\u7684\u7ec6\u5fae\u5dee\u522b\u548c\u4e0a\u4e0b\u6587\uff0c\u53ef\u4ee5\u8bc4\u4f30\u90a3\u4e9b\u5f00\u653e\u5f0f\u3001\u6ca1\u6709\u6807\u51c6\u7b54\u6848\u7684\u4e3b\u89c2\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u53ef\u6269\u5c55\u6027\u5f3a\uff1a\u53ea\u8981 Prompt \u5199\u5f97\u597d\uff0c\u7406\u8bba\u4e0a\u53ef\u4ee5\u8bc4\u4f30\u4efb\u4f55\u7ef4\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7f3a\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u6709\u4e0d\u786e\u5b9a\u6027\uff1a\u88c1\u5224 AI \u672c\u8eab\u4e5f\u6709\u60c5\u7eea\uff0c\u4e24\u6b21\u6253\u5206\u53ef\u80fd\u4e0d\u4e00\u6837\u3002<\/li>\n\n\n\n<li>\u6210\u672c\u66f4\u9ad8\uff1a\u8c03\u7528 API \u662f\u8981\u82b1\u94b1\u7684\u3002<\/li>\n\n\n\n<li>\u9700\u8981\u6821\u51c6\uff1a\u4f60\u5f97\u5b9a\u671f\u627e\u4e00\u4e9b\u4eba\u7c7b\u4e13\u5bb6\u6765\u62bd\u67e5\u88c1\u5224 AI \u7684\u6253\u5206\uff0c\u770b\u770b\u5b83\u6709\u6ca1\u6709\u4e71\u5224\uff0c\u786e\u4fdd\u5b83\u7684\u6807\u51c6\u548c\u4eba\u7c7b\u4e00\u81f4\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd393.3 \u4eba\u7c7b\u8bc4\u5206\u5668\uff08Human Graders\uff09\uff1a\u4e00\u9524\u5b9a\u97f3<\/strong><\/p>\n\n\n\n<p>\u65e0\u8bba AI \u591a\u5f3a\u5927\uff0c\u4eba\u7c7b\u4e13\u5bb6\u7684\u5224\u65ad\uff0c\u6c38\u8fdc\u662f\u6700\u7ec8\u7684\u9ec4\u91d1\u6807\u51c6\u3002<\/p>\n\n\n\n<p><strong>\u68c0\u67e5\u65b9\u6cd5\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4e13\u5bb6\u5ba1\u67e5\uff1a\u9080\u8bf7\u9886\u57df\u4e13\u5bb6\uff08\u6bd4\u5982\u8d44\u6df1\u7a0b\u5e8f\u5458\u3001\u91d1\u724c\u5ba2\u670d\uff09\u6765\u5ba1\u67e5 AI \u7684\u75c5\u5386\uff0c\u7ed9\u51fa\u6700\u6743\u5a01\u7684\u5224\u65ad\u3002<\/li>\n\n\n\n<li>\u4f17\u5305\u5224\u65ad\uff1a\u5bf9\u4e8e\u4e00\u4e9b\u5e38\u8bc6\u6027\u95ee\u9898\uff0c\u53ef\u4ee5\u5728\u4f17\u5305\u5e73\u53f0\u4e0a\u53d1\u5e03\u4efb\u52a1\uff0c\u8ba9\u591a\u4eba\u6295\u7968\u6253\u5206\u3002<\/li>\n<\/ul>\n\n\n\n<ul>\n<li>A\/B \u6d4b\u8bd5\uff1a\u628a\u4e24\u4e2a\u7248\u672c\u7684 Agent \u540c\u65f6\u63a8\u9001\u7ed9\u771f\u5b9e\u7528\u6237\uff0c\u770b\u54ea\u4e2a\u7248\u672c\u7684\u7528\u6237\u6ee1\u610f\u5ea6\u3001\u4efb\u52a1\u5b8c\u6210\u7387\u66f4\u9ad8\u3002\u8fd9\u662f\u68c0\u9a8c\u7597\u6548\u7684\u624b\u6bb5\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4f18\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u8d28\u91cf\u6700\u9ad8\uff0c\u6700\u7b26\u5408\u771f\u5b9e\u7528\u6237\u7684\u611f\u53d7\u3002<\/li>\n\n\n\n<li>\u662f\u6821\u51c6\u6a21\u578b\u8bc4\u5206\u5668\u7684\u552f\u4e00\u6807\u51c6\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7f3a\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u53c8\u8d35\u53c8\u6162\u3002\u4e13\u5bb6\u7684\u65f6\u95f4\u662f\u975e\u5e38\u5b9d\u8d35\u7684\u3002<\/li>\n\n\n\n<li>\u96be\u4ee5\u89c4\u6a21\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u4e2a\u5065\u5eb7\u7684\u8bc4\u4f30\u4f53\u7cfb\uff0c\u4e00\u5b9a\u662f\u4e09\u8005\u7ed3\u5408\u7684\uff1a<\/p>\n\n\n\n<ul>\n<li>\u7528\u4ee3\u7801\u8bc4\u5206\u5668\u4fdd\u4e0b\u9650\uff08\u4fdd\u8bc1\u57fa\u7840\u529f\u80fd\u6b63\u786e\uff09<\/li>\n\n\n\n<li>\u7528\u6a21\u578b\u8bc4\u5206\u5668\u63d0\u4e0a\u9650\uff08\u8bc4\u4f30\u7efc\u5408\u8d28\u91cf\u548c\u4e3b\u89c2\u611f\u53d7\uff09<\/li>\n\n\n\n<li>\u7528\u4eba\u7c7b\u8bc4\u5206\u5668\u5b9a\u6807\u51c6\uff08\u6821\u51c6\u6a21\u578b\u88c1\u5224\uff0c\u53d1\u73b0\u672a\u77e5\u95ee\u9898\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u56db\u3001\u5206\u79d1\u5ba4\u4f53\u68c0 \u2014\u2014 \u4e0d\u540c\u7c7b\u578b\u7684 Agent\uff0c\u600e\u4e48\u68c0\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4e0d\u540c\u7684 AI Agent\uff0c\u5c31\u50cf\u4e0d\u540c\u79d1\u5ba4\u7684\u533b\u751f\uff0c\u5404\u6709\u4e13\u957f\uff0c\u4f53\u68c0\u7684\u4fa7\u91cd\u70b9\u4e5f\u5b8c\u5168\u4e0d\u540c\u3002\u6211\u4eec\u6765\u770b\u51e0\u4e2a\u4e3b\u6d41\u7684\u7c7b\u578b\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd394.1 \u4ee3\u7801 Agent\uff08\u6bd4\u5982 AI \u7a0b\u5e8f\u5458\uff09\uff1a\u9aa8\u79d1 + \u795e\u7ecf\u79d1<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u6838\u5fc3\u4efb\u52a1<\/strong>\uff1a\u5199\u4ee3\u7801\u3001\u6539 Bug\u3001\u8dd1\u6d4b\u8bd5\u3002<\/li>\n\n\n\n<li><strong>\u4f53\u68c0\u91cd\u70b9<\/strong>\uff1a\u7ed3\u679c\u7684\u6b63\u786e\u6027\u662f\u7b2c\u4e00\u4f4d\u7684\u3002<\/li>\n\n\n\n<li><strong>\u5e38\u7528\u4eea\u5668<\/strong>\uff1a\n<ul>\n<li>\u5355\u5143\u6d4b\u8bd5\uff08\u6700\u91cd\u8981\uff01\uff09\uff1a\u8fd9\u662f\u9ec4\u91d1\u6807\u51c6\u3002\u4ee3\u7801\u8dd1\u4e0d\u901a\u6216\u8005\u6d4b\u8bd5\u8fc7\u4e0d\u4e86\uff0c\u4e00\u7968\u5426\u51b3\u3002<\/li>\n\n\n\n<li>\u9759\u6001\u5206\u6790\u5de5\u5177\uff1a\u68c0\u67e5\u4ee3\u7801\u98ce\u683c\u3001\u6f5c\u5728 Bug\u3001\u5b89\u5168\u6f0f\u6d1e\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u8bc4\u5206\u5668\uff08\u8bc4\u4f30\u4ee3\u7801\u8d28\u91cf\uff09\uff1a\u5149\u8dd1\u901a\u8fd8\u4e0d\u884c\uff0c\u4ee3\u7801\u5199\u5f97\u662f\u4e0d\u662f\u4f18\u96c5\u3001\u53ef\u7ef4\u62a4\u3001\u9ad8\u6548\uff1f\u8fd9\u5f97\u9760 AI \u4e13\u5bb6\u6765\u770b\u4e86\u3002\u53ef\u4ee5\u7ed9\u5b83\u4e00\u4efd\u4ee3\u7801\u8d28\u91cf\u8bc4\u5206\u6807\u51c6\uff0c\u8ba9\u5b83\u6253\u5206\u3002<\/li>\n\n\n\n<li>\u72b6\u6001\u68c0\u67e5\uff1a\u6bd4\u5982\u4fee\u590d\u4e86\u4e00\u4e2a\u5b89\u5168\u6f0f\u6d1e\uff0c\u5f97\u68c0\u67e5\u4e00\u4e0b\u7cfb\u7edf\u7684\u5b89\u5168\u65e5\u5fd7\u91cc\uff0c\u662f\u5426\u771f\u7684\u8bb0\u5f55\u4e86\u653b\u51fb\u88ab\u963b\u65ad\u7684\u4e8b\u4ef6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd394.2 \u5bf9\u8bdd Agent\uff08\u6bd4\u5982 AI \u5ba2\u670d\u3001AI \u9500\u552e\uff09\uff1a\u5fc3\u7406\u79d1 + \u5185\u79d1<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u6838\u5fc3\u4efb\u52a1<\/strong>\uff1a\u548c\u4eba\u804a\u5929\uff0c\u89e3\u51b3\u95ee\u9898\uff0c\u8fbe\u6210\u76ee\u6807\uff08\u6bd4\u5982\u9000\u6b3e\u3001\u4e0b\u5355\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4f53\u68c0\u91cd\u70b9<\/strong>\uff1a\u4efb\u52a1\u5b8c\u6210\u5ea6\u548c\u4ea4\u4e92\u8d28\u91cf\u5e76\u91cd\u3002<\/li>\n\n\n\n<li><strong>\u5e38\u7528\u4eea\u5668<\/strong>\uff1a\n<ul>\n<li>\u6a21\u578b\u8bc4\u5206\u5668\uff08\u8bc4\u4f30\u5bf9\u8bdd\u8d28\u91cf\uff0c\u6700\u91cd\u8981\uff01\uff09\uff1a\u8fd9\u662f\u4e3b\u6218\u573a\u3002AI \u5ba2\u670d\u6709\u6ca1\u6709\u8868\u73b0\u51fa\u540c\u7406\u5fc3\uff1f\u89e3\u91ca\u65b9\u6848\u662f\u5426\u6e05\u6670\uff1f\u6709\u6ca1\u6709\u4e3b\u52a8\u5f15\u5bfc\uff1f\u8fd9\u4e9b\u4e3b\u89c2\u611f\u53d7\uff0c\u6700\u9002\u5408\u7528 AI \u88c1\u5224 + \u8be6\u7ec6\u8bc4\u5206\u6807\u51c6\u6765\u8bc4\u4f30\u3002<\/li>\n\n\n\n<li>\u72b6\u6001\u68c0\u67e5\uff1a\u5ba2\u6237\u8bf4\u8981\u9000\u6b3e\uff0c\u6700\u540e\u7cfb\u7edf\u91cc\u7684\u8ba2\u5355\u72b6\u6001\u662f\u4e0d\u662f\u771f\u7684\u53d8\u6210\u4e86 \u201c\u5df2\u9000\u6b3e\u201d\uff1f\u8fd9\u662f\u786c\u6307\u6807\u3002<\/li>\n\n\n\n<li>\u5de5\u5177\u8c03\u7528\u68c0\u67e5\uff1aAI \u5ba2\u670d\u6709\u6ca1\u6709\u5148\u8c03\u7528 \u201c\u8eab\u4efd\u9a8c\u8bc1\u201d \u5de5\u5177\uff0c\u518d\u8c03\u7528 \u201c\u5904\u7406\u9000\u6b3e\u201d \u5de5\u5177\uff1f\u987a\u5e8f\u4e0d\u80fd\u9519\u3002<\/li>\n\n\n\n<li>\u591a\u8f6e\u5bf9\u8bdd\u6a21\u62df\uff1a\u4e00\u4e2a\u5f3a\u5927\u7684\u8bc4\u4f30\u65b9\u6cd5\u662f\uff0c\u8ba9\u53e6\u4e00\u4e2a AI \u6765\u626e\u6f14\u5201\u94bb\u7684\u5ba2\u6237\uff0c\u548c\u5ba2\u670d Agent \u8fdb\u884c\u591a\u8f6e\u5bf9\u6297\u6027\u7684\u5bf9\u8bdd\uff0c\u4ee5\u6b64\u6765\u538b\u529b\u6d4b\u8bd5\u5ba2\u670d Agent \u7684\u6781\u9650\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd394.3 \u7814\u7a76 Agent\uff08\u6bd4\u5982 AI \u5206\u6790\u5e08\uff09\uff1a\u5168\u79d1 + \u5f71\u50cf\u79d1<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u6838\u5fc3\u4efb\u52a1<\/strong>\uff1a\u6536\u96c6\u4fe1\u606f\u3001\u6574\u5408\u5206\u6790\u3001\u751f\u6210\u62a5\u544a\u3002<\/li>\n\n\n\n<li><strong>\u4f53\u68c0\u91cd\u70b9<\/strong>\uff1a\u4fe1\u606f\u7684\u51c6\u786e\u6027\u3001\u5168\u9762\u6027\u548c\u6765\u6e90\u53ef\u9760\u6027\u3002<\/li>\n\n\n\n<li><strong>\u5e38\u7528\u4eea\u5668<\/strong>\uff1a\n<ul>\n<li>\u6a21\u578b\u8bc4\u5206\u5668\uff08\u8bc4\u4f30\u7efc\u5408\u8d28\u91cf\uff09\uff1a\u8fd9\u662f\u6700\u590d\u6742\u7684\u573a\u666f\uff0c\u51e0\u4e4e\u53ea\u80fd\u9760 AI \u88c1\u5224\u3002\n<ul>\n<li>\u4e8b\u5b9e\u4e00\u81f4\u6027\u68c0\u67e5\uff1a\u62a5\u544a\u91cc\u7684\u6bcf\u4e00\u53e5\u8bdd\uff0c\u662f\u4e0d\u662f\u90fd\u80fd\u5728\u5b83\u5f15\u7528\u7684\u539f\u59cb\u8d44\u6599\u91cc\u627e\u5230\u4f9d\u636e\uff1f\u8fd9\u662f\u9632\u6b62 AI \u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\u7684\u5173\u952e\u3002<\/li>\n\n\n\n<li>\u8986\u76d6\u5ea6\u68c0\u67e5\uff1a\u4e00\u4efd\u597d\u7684\u5e02\u573a\u5206\u6790\u62a5\u544a\uff0c\u662f\u4e0d\u662f\u8986\u76d6\u4e86\u5e02\u573a\u89c4\u6a21\u3001\u4e3b\u8981\u73a9\u5bb6\u3001\u672a\u6765\u8d8b\u52bf\u8fd9\u51e0\u4e2a\u5173\u952e\u70b9\uff1f<\/li>\n\n\n\n<li>\u6765\u6e90\u8d28\u91cf\u68c0\u67e5\uff1a\u5b83\u5f15\u7528\u7684\u4fe1\u606f\uff0c\u662f\u6765\u81ea\u6743\u5a01\u673a\u6784\u7684\u62a5\u544a\uff0c\u8fd8\u662f\u67d0\u4e2a\u4e0d\u77e5\u540d\u8bba\u575b\u7684\u5e16\u5b50\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4eba\u7c7b\u4e13\u5bb6\u5ba1\u67e5\uff08\u4e0d\u53ef\u6216\u7f3a\uff09\uff1a\u5bf9\u4e8e\u7814\u7a76\u62a5\u544a\u8fd9\u7c7b\u4e3b\u89c2\u6027\u6781\u5f3a\u7684\u4ea7\u51fa\uff0c\u5fc5\u987b\u5b9a\u671f\u8bf7\u4eba\u7c7b\u4e13\u5bb6\u6765\u6821\u51c6 AI \u88c1\u5224\u7684\u5224\u65ad\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u8dd1\u504f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd394.4 \u8ba1\u7b97\u673a\u4f7f\u7528 Agent\uff08\u6bd4\u5982\u80fd\u5e2e\u4f60\u64cd\u4f5c PS\u3001Excel \u7684 AI\uff09\uff1a\u5eb7\u590d\u79d1<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u6838\u5fc3\u4efb\u52a1<\/strong>\uff1a\u901a\u8fc7\u6a21\u62df\u9f20\u6807\u70b9\u51fb\u3001\u952e\u76d8\u8f93\u5165\u6765\u64cd\u4f5c\u56fe\u5f62\u754c\u9762\u8f6f\u4ef6\u3002<\/li>\n\n\n\n<li><strong>\u4f53\u68c0\u91cd\u70b9<\/strong>\uff1a\u6700\u7ec8\u64cd\u4f5c\u7ed3\u679c\u662f\u5426\u6b63\u786e\u3002<\/li>\n\n\n\n<li><strong>\u5e38\u7528\u4eea\u5668<\/strong>\uff1a\n<ul>\n<li>\u73af\u5883\u72b6\u6001\u68c0\u67e5\uff08\u6700\u91cd\u8981\uff01\uff09\uff1a\u4efb\u52a1\u662f \u201c\u5728 Excel \u91cc\u628a A \u5217\u548c B \u5217\u7684\u6570\u636e\u76f8\u52a0\uff0c\u7ed3\u679c\u653e C \u5217\u201d\uff0c\u8bc4\u4f30\u65f6\u5c31\u76f4\u63a5\u68c0\u67e5\u6700\u7ec8 Excel \u6587\u4ef6\u91cc C \u5217\u7684\u6570\u636e\u5bf9\u4e0d\u5bf9\u3002<\/li>\n\n\n\n<li>UI \u5143\u7d20\u68c0\u67e5\uff1a\u68c0\u67e5\u6700\u7ec8\u754c\u9762\u4e0a\uff0c\u67d0\u4e2a\u6309\u94ae\u662f\u4e0d\u662f\u88ab\u70b9\u51fb\u4e86\uff0c\u67d0\u4e2a\u6587\u672c\u6846\u91cc\u662f\u4e0d\u662f\u586b\u4e0a\u4e86\u6b63\u786e\u7684\u5185\u5bb9\u3002<\/li>\n\n\n\n<li>\u6548\u7387\u8bc4\u4f30\uff1a\u662f\u76f4\u63a5\u4ece\u8f6f\u4ef6\u7684 DOM \u7ed3\u6784\u91cc\u63d0\u53d6\u4fe1\u606f\u5feb\uff0c\u8fd8\u662f\u901a\u8fc7\u622a\u5c4f\u8bc6\u522b\u5feb\uff1f\u8bc4\u4f30 Agent \u662f\u5426\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u9009\u62e9\u4e86\u6700\u4f18\u7684\u4ea4\u4e92\u7b56\u7565\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e94\u3001\u4ece 0 \u5230 1 \u624b\u628a\u624b\u6559\u4f60\u642d\u5efa\u81ea\u5df1\u7684 AI \u8bc4\u4f30\u4f53\u7cfb\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u73b0\u5728\uff0c\u54b1\u4eec\u4ece 0 \u5230 1 \u642d\u5efa\u4e00\u5957 AI Agent \u8bc4\u4f30\u4f53\u7cfb\uff0c\u662f\u9aa1\u5b50\u662f\u9a6c\uff0c\u62c9\u51fa\u6765\u6e9c\u6e9c\uff01\u5177\u4f53\u6765\u8bb2\uff0c\u642d\u5efa\u4e00\u5957 Agent \u8bc4\u4f30\u4f53\u7cfb\uff0c\u53ef\u4ee5\u9075\u5faa\u4e0b\u9762\u516b\u6b65\u8d70\u7b56\u7565\uff1a<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e00\u9636\u6bb5\uff1a\u6536\u96c6\u4f60\u7684\u521d\u59cb\u6a21\u62df\u8003\u5377\uff080-3 \u6b65\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u7b2c 0 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\u6b65\uff1a\u4ece\u4f60\u624b\u52a8\u6d4b\u8bd5\u7684\u5730\u65b9\u5f00\u59cb<\/strong><\/p>\n\n\n\n<p>\u4f60\u7684\u7b2c\u4e00\u6279\u8003\u9898\u4ece\u54ea\u6765\uff1f<\/p>\n\n\n\n<ul>\n<li>\u4f60\u6bcf\u6b21\u53d1\u7248\u524d\uff0c\u624b\u52a8\u68c0\u67e5\u7684\u90a3\u4e9b\u6838\u5fc3\u529f\u80fd\u3002<\/li>\n\n\n\n<li>\u4f60\u7684\u7528\u6237\u5728\u793e\u7fa4\u91cc\u3001\u5de5\u5355\u91cc\u62b1\u6028\u7684\u90a3\u4e9b\u95ee\u9898\u548c Bug\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u628a\u8fd9\u4e9b\u771f\u5b9e\u7684\u3001\u5e26\u7740\u7528\u6237\u75db\u70b9\u7684\u573a\u666f\uff0c\u8f6c\u6362\u6210\u6807\u51c6\u5316\u7684\u6d4b\u8bd5\u7528 EVAL\u3002<\/p>\n\n\n\n<p><strong>\u7b2c 2 \u6b65\uff1a\u5199\u51fa\u6ca1\u6709\u6b67\u4e49\u7684\u8003\u9898\u548c\u53c2\u8003\u7b54\u6848<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u6700\u8003\u9a8c\u529f\u529b\u7684\u4e00\u6b65\u3002\u4e00\u4e2a\u597d\u7684\u8003\u9898\uff08Task\uff09\u5e94\u8be5\u662f\uff1a\u4e24\u4e2a\u9886\u57df\u4e13\u5bb6\u80cc\u5bf9\u80cc\u72ec\u7acb\u5224\u65ad\uff0c\u80fd\u5f97\u51fa\u5b8c\u5168\u4e00\u81f4\u7684 \u201c\u901a\u8fc7 \/ \u5931\u8d25\u201d \u7ed3\u8bba\u3002<\/p>\n\n\n\n<ul>\n<li>\u907f\u514d\u6a21\u7cca\uff1a\u4e0d\u8981\u8bf4 \u201c\u8ba9\u4ee3\u7801\u66f4\u597d\u770b\u201d\uff0c\u8981\u8bf4 \u201c\u8ba9\u4ee3\u7801\u7b26\u5408 PEP8 \u89c4\u8303\u201d\u3002<\/li>\n\n\n\n<li>\u63d0\u4f9b\u5b8c\u6574\u4fe1\u606f\uff1a\u5982\u679c\u4efb\u52a1\u662f\u5199\u4e2a\u811a\u672c\uff0c\u8981\u660e\u786e\u544a\u8bc9 AI \u811a\u672c\u8be5\u4fdd\u5b58\u5230\u54ea\u4e2a\u8def\u5f84\uff0c\u5426\u5219\u8bc4\u5206\u5668\u53ef\u80fd\u4f1a\u56e0\u4e3a\u627e\u4e0d\u5230\u6587\u4ef6\u800c\u5224\u9519\u3002<\/li>\n\n\n\n<li>\u521b\u5efa\u53c2\u8003\u7b54\u6848\uff1a\u5bf9\u4e8e\u6bcf\u4e2a\u4efb\u52a1\uff0c\u4f60\u81ea\u5df1\uff08\u6216\u4e13\u5bb6\uff09\u5148\u505a\u4e00\u4e2a\u5b8c\u7f8e\u7684\u53c2\u8003\u7b54\u6848\u3002\u8fd9\u4e2a\u7b54\u6848\u6709\u4e24\u4e2a\u4f5c\u7528\uff1a\n<ul>\n<li>\u8bc1\u660e\u8fd9\u4e2a\u4efb\u52a1\u662f\u53ef\u89e3\u7684\uff1b<\/li>\n\n\n\n<li>\u7528\u6765\u9a8c\u8bc1\u4f60\u7684\u8bc4\u5206\u5668\u662f\u4e0d\u662f\u914d\u7f6e\u6b63\u786e\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7b2c 3 \u6b65\uff1a\u5efa\u7acb\u5e73\u8861\u7684\u9898\u5e93<\/strong><\/p>\n\n\n\n<p>\u4f60\u7684\u8003\u5377\u91cc\uff0c\u4e0d\u80fd\u53ea\u6709\u4e00\u79cd\u7c7b\u578b\u7684\u9898\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\uff0c\u4f60\u6d4b\u8bd5 AI \u5ba2\u670d\uff0c\u4e0d\u80fd\u53ea\u8003\u5b83<strong>\u5e94\u8be5\u9000\u6b3e\u7684\u573a\u666f<\/strong>\uff0c\u8fd8\u5f97\u8003\u5b83<strong>\u4e0d\u8be5\u9000\u6b3e\u7684\u573a\u666f<\/strong>\uff08\u6bd4\u5982\u8d85\u8fc7\u4e86\u9000\u6b3e\u671f\u9650\uff09\uff0c\u770b\u5b83\u4f1a\u4e0d\u4f1a\u4e71\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p>\u8981\u4fdd\u8bc1\u6b63\u4f8b\u548c\u53cd\u4f8b\u7684\u5e73\u8861\uff0c\u5426\u5219\u4f60\u53ef\u80fd\u4f1a\u4f18\u5316\u51fa\u4e00\u4e2a\u53ea\u4f1a\u70b9\u5934\u7684 \u201c\u70b9\u5934\u5148\u751f\u201d \u6216\u53ea\u4f1a\u6447\u5934\u7684 \u201c\u6447\u5934\u5148\u751f\u201d\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e8c\u9636\u6bb5\uff1a\u8bbe\u8ba1\u4f60\u7684\u4f53\u68c0\u8bbe\u5907\u548c\u6d41\u7a0b\uff084-5 \u6b65\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u7b2c 4 \u6b65\uff1a\u642d\u5efa\u4e00\u4e2a\u7a33\u5b9a\u3001\u9694\u79bb\u7684\u4f53\u68c0\u73af\u5883<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u73af\u5883\u4e00\u81f4\u6027<\/strong>\uff1a\u786e\u4fdd\u4f60\u7684 Agent \u5728\u8bc4\u4f30\u73af\u5883\u91cc\u7684\u8868\u73b0\uff0c\u548c\u5b83\u5728\u751f\u4ea7\u73af\u5883\u91cc\u7684\u8868\u73b0\u57fa\u672c\u4e00\u81f4\uff08\u6bd4\u5982\uff0c\u80fd\u8c03\u7528\u7684\u5de5\u5177\u3001\u80fd\u8bbf\u95ee\u7684\u6570\u636e\u6743\u9650\uff09\u3002<\/li>\n\n\n\n<li><strong>\u73af\u5883\u9694\u79bb<\/strong>\uff1a\u6bcf\u4e00\u6b21\u8bd5\u7528\uff08Trial\uff09\uff0c\u90fd\u5fc5\u987b\u5728\u4e00\u4e2a\u5168\u65b0\u7684\u3001\u5e72\u51c0\u7684\u73af\u5883\u91cc\u5f00\u59cb\u3002\u4e0d\u80fd\u8ba9\u4e0a\u4e00\u6b21\u8003\u8bd5\u7559\u4e0b\u7684\u6587\u4ef6\u3001\u7f13\u5b58\u3001\u6570\u636e\u5e93\u8bb0\u5f55\uff0c\u5e72\u6270\u5230\u4e0b\u4e00\u6b21\u8003\u8bd5\u3002\u6211\u4eec\u4e4b\u524d\u5c31\u53d1\u73b0\u8fc7\uff0cAgent \u901a\u8fc7\u5077\u770b\u4e0a\u4e00\u6b21\u8bd5\u7528\u7559\u4e0b\u7684 Git \u5386\u53f2\u6765\u4f5c\u5f0a\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7b2c 5 \u6b65\uff1a\u6df1\u601d\u719f\u8651\u5730\u8bbe\u8ba1\u4f60\u7684\u8bc4\u5206\u5668\uff08Grader\uff09<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u7ec4\u5408\u62f3<\/strong>\uff1a\u5982\u524d\u6240\u8ff0\uff0c\u5927\u80c6\u5730\u7ec4\u5408\u4f7f\u7528\u4ee3\u7801\u3001\u6a21\u578b\u548c\u4eba\u7c7b\u8bc4\u5206\u5668\u3002<\/li>\n\n\n\n<li><strong>\u5173\u6ce8\u7ed3\u679c\uff0c\u800c\u975e\u8def\u5f84<\/strong>\uff1a\u5c3d\u91cf\u907f\u514d\u53bb\u68c0\u67e5 AI \u662f\u5426\u4e25\u683c\u6309\u7167\u4f60\u9884\u60f3\u7684\u6b65\u9aa4\u6765\u6267\u884c\u3002AI \u7684\u9b45\u529b\u5c31\u5728\u4e8e\u5b83\u7684\u521b\u9020\u6027\u3002\u53ea\u8981\u6700\u7ec8\u7ed3\u679c\u662f\u5bf9\u7684\uff0c\u5c31\u5e94\u8be5\u7ed9\u5206\u3002\u8fc7\u5ea6\u9650\u5236\u8def\u5f84\uff0c\u4f1a\u627c\u6740\u521b\u65b0\u3002<\/li>\n\n\n\n<li>\u5f15\u5165\u90e8\u5206\u5b66\u5206\uff1a\u4e00\u4e2a\u4efb\u52a1\u53ef\u80fd\u5305\u542b\u591a\u4e2a\u5b50\u6b65\u9aa4\u3002\u6bd4\u5982 AI \u5ba2\u670d\uff0c\u6b63\u786e\u9a8c\u8bc1\u4e86\u5ba2\u6237\u8eab\u4efd\uff08+20 \u5206\uff09\uff0c\u51c6\u786e\u8bc6\u522b\u4e86\u95ee\u9898\uff08+30 \u5206\uff09\uff0c\u4f46\u6700\u540e\u9000\u6b3e\u64cd\u4f5c\u5931\u8d25\u4e86\uff08-50 \u5206\uff09\u3002\u8fd9\u79cd\u6253\u5206\u65b9\u5f0f\uff0c\u6bd4\u7b80\u5355\u7684 \u201c0 or 100 \u5206\u201d \u80fd\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u6539\u8fdb\u4fe1\u53f7\u3002<\/li>\n\n\n\n<li>\u5c0f\u5fc3\u8bc4\u5206\u5668\u7684\u6f0f\u6d1e\uff1a\u4f60\u7684\u8bc4\u5206\u5668\u672c\u8eab\u4e5f\u53ef\u80fd\u6709 Bug\u3002\u6bd4\u5982\uff0c\u8bba\u6587\u91cc\u63d0\u5230\u4e00\u4e2a\u4f8b\u5b50\uff0c\u8bc4\u5206\u5668\u8981\u6c42\u7ed3\u679c\u662f \u201c96.124991\u2026\u201d\uff0c\u4f46 Agent \u7ed9\u51fa\u4e86\u56db\u820d\u4e94\u5165\u540e\u7684 \u201c96.12\u201d\uff0c\u7ed3\u679c\u88ab\u5224\u9519\u3002\u8fd8\u6709\u7684\u4f8b\u5b50\uff0c\u4efb\u52a1\u8981\u6c42 Agent \u4f18\u5316\u5230\u67d0\u4e2a\u5206\u6570\u7ebf\u5373\u53ef\uff0c\u7ed3\u679c\u6709\u7684\u6a21\u578b\u50bb\u5566\u5427\u5527\u5730\u521a\u597d\u4f18\u5316\u5230\u90a3\u91cc\u5c31\u505c\u4e86\uff0c\u5f97\u5206\u53cd\u800c\u4e0d\u5982\u90a3\u4e9b\u7528\u529b\u8fc7\u731b\u7684\u6a21\u578b\u3002\u8fd9\u4e9b\u90fd\u9700\u8981\u4f60\u4ed4\u7ec6\u68c0\u67e5\u548c\u4fee\u6b63\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e09\u9636\u6bb5\uff1a\u957f\u671f\u8fd0\u8425\u4f60\u7684\u4f53\u68c0\u4e2d\u5fc3\uff086-8 \u6b65\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u7b2c 6 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