{"id":33091,"date":"2025-07-22T18:06:28","date_gmt":"2025-07-22T10:06:28","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=33091"},"modified":"2025-07-22T18:27:42","modified_gmt":"2025-07-22T10:27:42","slug":"12-factor-agentsai-3","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/12-factor-agentsai-3\/","title":{"rendered":"\u300a12-Factor Agents\u300b2. \u638c\u63a7\u4f60\u7684\u8f93\u5165\u63d0\u793a"},"content":{"rendered":"<p>\u4e0d\u8981\u5c06\u4f60\u7684\u8f93\u5165\u63d0\u793a\u5de5\u7a0b\u5916\u5305\u7ed9\u6846\u67b6\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b2. \u638c\u63a7\u4f60\u7684\u8f93\u5165\u63d0\u793a-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/5747e03709797f1.jpg\" alt=\"\u300a12-Factor Agents\u300b2. \u638c\u63a7\u4f60\u7684\u8f93\u5165\u63d0\u793a-1\" \/><\/p>\n<p>\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c<a href=\"https:\/\/hamel.dev\/blog\/posts\/prompt\/\">\u8fd9\u8fdc\u975e\u4ec0\u4e48\u65b0\u9896\u7684\u5efa\u8bae\uff1a<\/a><\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b2. \u638c\u63a7\u4f60\u7684\u8f93\u5165\u63d0\u793a-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/f8e87db34f4d773.jpg\" alt=\"\u300a12-Factor Agents\u300b2. \u638c\u63a7\u4f60\u7684\u8f93\u5165\u63d0\u793a-1\" \/><\/p>\n<p>\u4e00\u4e9b\u6846\u67b6\u63d0\u4f9b\u4e86\u7c7b\u4f3c\u8fd9\u6837\u7684\u201c\u9ed1\u76d2\u201d\u65b9\u6cd5\uff1a<\/p>\n<pre><code>agent = Agent(\r\nrole=\"...\",\r\ngoal=\"...\",\r\npersonality=\"...\",\r\ntools=[tool1, tool2, tool3]\r\n)\r\ntask = Task(\r\ninstructions=\"...\",\r\nexpected_output=OutputModel\r\n)\r\nresult = agent.run(task)\r\n<\/code><\/pre>\n<p>\u8fd9\u5bf9\u4e8e\u5f15\u5165\u4e00\u4e9b\u9876\u7ea7\u7684\u8f93\u5165\u63d0\u793a\u5de5\u7a0b\u6765\u5e2e\u52a9\u4f60\u5165\u95e8\u975e\u5e38\u6709\u7528\uff0c\u4f46\u901a\u5e38\u5f88\u96be\u8c03\u6574\u548c\/\u6216\u9006\u5411\u5de5\u7a0b\uff0c\u4ee5\u5c06\u6070\u5230\u597d\u5904\u7684 <a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">Token<\/a> \u8f93\u5165\u5230\u4f60\u7684\u6a21\u578b\u4e2d\u3002<\/p>\n<p>\u76f8\u53cd\uff0c\u4f60\u5e94\u8be5\u638c\u63a7\u4f60\u7684\u8f93\u5165\u63d0\u793a\uff0c\u5e76\u5c06\u5176\u89c6\u4e3a\u4e00\u7b49\u516c\u6c11\u7684\u4ee3\u7801\uff1a<\/p>\n<pre><code>function DetermineNextStep(thread: string) -&gt; DoneForNow | ListGitTags | DeployBackend | DeployFrontend | RequestMoreInformation {\r\nprompt #\"\r\n{{ _.role(\"system\") }}\r\n\u4f60\u662f\u4e00\u4e2a\u4e50\u4e8e\u52a9\u4eba\u7684\u52a9\u624b\uff0c\u8d1f\u8d23\u7ba1\u7406\u524d\u7aef\u548c\u540e\u7aef\u7cfb\u7edf\u7684\u90e8\u7f72\u3002\r\n\u4f60\u901a\u8fc7\u9075\u5faa\u6700\u4f73\u5b9e\u8df5\u548c\u6b63\u786e\u7684\u90e8\u7f72\u7a0b\u5e8f\uff0c\u52aa\u529b\u786e\u4fdd\u90e8\u7f72\u7684\u5b89\u5168\u548c\u6210\u529f\u3002\r\n\u5728\u90e8\u7f72\u4efb\u4f55\u7cfb\u7edf\u4e4b\u524d\uff0c\u4f60\u5e94\u8be5\u68c0\u67e5\uff1a\r\n- \u90e8\u7f72\u73af\u5883 (\u9884\u53d1\u73af\u5883 vs \u751f\u4ea7\u73af\u5883) \r\n- \u8981\u90e8\u7f72\u7684\u6b63\u786e\u6807\u7b7e\/\u7248\u672c\r\n- \u5f53\u524d\u7684\u7cfb\u7edf\u72b6\u6001\r\n\u4f60\u53ef\u4ee5\u4f7f\u7528 deploy_backend\u3001deploy_frontend \u548c check_deployment_status \u7b49\u5de5\u5177\u6765\u7ba1\u7406\u90e8\u7f72\u3002\u5bf9\u4e8e\u654f\u611f\u90e8\u7f72\uff0c\u4f7f\u7528 request_approval \u6765\u83b7\u5f97\u4eba\u5de5\u9a8c\u8bc1\u3002\r\n\u59cb\u7ec8\u9996\u5148\u8003\u8651\u8be5\u505a\u4ec0\u4e48\uff0c\u4f8b\u5982\uff1a\r\n- \u68c0\u67e5\u5f53\u524d\u90e8\u7f72\u72b6\u6001\r\n- \u9a8c\u8bc1\u90e8\u7f72\u6807\u7b7e\u662f\u5426\u5b58\u5728\r\n- \u5982\u679c\u9700\u8981\uff0c\u8bf7\u6c42\u6279\u51c6\r\n- \u5728\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u4e4b\u524d\uff0c\u5148\u90e8\u7f72\u5230\u9884\u53d1\u73af\u5883\r\n- \u76d1\u63a7\u90e8\u7f72\u8fdb\u5ea6\r\n{{ _.role(\"user\") }}\r\n{{ thread }}\r\n\u4e0b\u4e00\u6b65\u5e94\u8be5\u505a\u4ec0\u4e48\uff1f\r\n\"#\r\n}\r\n<\/code><\/pre>\n<p>(\u4ee5\u4e0a\u793a\u4f8b\u4f7f\u7528\u00a0<a href=\"https:\/\/github.com\/boundaryml\/baml\">BAML<\/a>\u00a0\u751f\u6210\u8f93\u5165\u63d0\u793a\uff0c\u4f46\u4f60\u53ef\u4ee5\u4f7f\u7528\u4efb\u4f55\u4f60\u60f3\u8981\u7684\u8f93\u5165\u63d0\u793a\u5de5\u7a0b\u5de5\u5177\u6765\u5b8c\u6210\uff0c\u751a\u81f3\u53ef\u4ee5\u624b\u52a8\u521b\u5efa\u6a21\u677f)<\/p>\n<p>\u5982\u679c\u8fd9\u4e2a\u51fd\u6570\u7b7e\u540d\u770b\u8d77\u6765\u6709\u70b9\u5947\u602a\uff0c\u6211\u4eec\u5c06\u5728\u00a0<a href=\"https:\/\/www.kdjingpai.com\/12-factor-agentsai-5\/\">\u8981\u7d20 4 &#8211; \u5de5\u5177\u5373\u7ed3\u6784\u5316\u8f93\u51fa<\/a>\u00a0\u4e2d\u8ba8\u8bba\u3002<\/p>\n<pre><code>function DetermineNextStep(thread: string) -&gt; DoneForNow | ListGitTags | DeployBackend | DeployFrontend | RequestMoreInformation {\r\n<\/code><\/pre>\n<p>\u638c\u63a7\u4f60\u7684\u8f93\u5165\u63d0\u793a\u7684\u4e3b\u8981\u597d\u5904\uff1a<\/p>\n<ol>\n<li><strong>\u5b8c\u5168\u63a7\u5236<\/strong>\uff1a\u7cbe\u786e\u7f16\u5199\u4f60\u7684\u667a\u80fd\u4f53\u6240\u9700\u7684\u6307\u4ee4\uff0c\u6ca1\u6709\u9ed1\u76d2\u62bd\u8c61<\/li>\n<li><strong>\u6d4b\u8bd5\u4e0e\u8bc4\u4f30<\/strong>\uff1a\u50cf\u5bf9\u5f85\u5176\u4ed6\u4efb\u4f55\u4ee3\u7801\u4e00\u6837\uff0c\u4e3a\u4f60\u7684\u8f93\u5165\u63d0\u793a\u6784\u5efa\u6d4b\u8bd5\u548c\u8bc4\u4f30<\/li>\n<li><strong>\u8fed\u4ee3<\/strong>\uff1a\u6839\u636e\u5b9e\u9645\u6027\u80fd\u5feb\u901f\u4fee\u6539\u8f93\u5165\u63d0\u793a<\/li>\n<li><strong>\u900f\u660e\u5ea6<\/strong>\uff1a\u6e05\u695a\u5730\u77e5\u9053\u4f60\u7684\u667a\u80fd\u4f53\u6b63\u5728\u4f7f\u7528\u54ea\u4e9b\u6307\u4ee4<\/li>\n<li><strong>\u89d2\u8272\u626e\u6f14\u6280\u5de7 (Role Hacking)<\/strong>\uff1a\u5229\u7528\u652f\u6301\u975e\u6807\u51c6\u4f7f\u7528 user\/assistant \u89d2\u8272\u7684 API\u2014\u2014\u4f8b\u5982\uff0c\u73b0\u5df2\u5f03\u7528\u7684 OpenAI &#8220;completions&#8221; API \u7684\u975e\u804a\u5929\u7248\u672c\u3002\u8fd9\u5305\u62ec\u4e00\u4e9b\u6240\u8c13\u7684\u201c\u6a21\u578b\u7164\u6c14\u706f\u6548\u5e94 (model gaslighting)\u201d\u6280\u672f<\/li>\n<\/ol>\n<p>\u8bf7\u8bb0\u4f4f\uff1a\u4f60\u7684\u8f93\u5165\u63d0\u793a\u662f\u4f60\u7684\u5e94\u7528\u7a0b\u5e8f\u903b\u8f91\u4e0e\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u4e4b\u95f4\u7684\u4e3b\u8981\u63a5\u53e3\u3002<\/p>\n<p>\u5b8c\u5168\u638c\u63a7\u4f60\u7684\u8f93\u5165\u63d0\u793a\uff0c\u80fd\u4e3a\u4f60\u63d0\u4f9b\u751f\u4ea7\u7ea7\u667a\u80fd\u4f53\u6240\u9700\u7684\u7075\u6d3b\u6027\u548c\u8f93\u5165\u63d0\u793a\u63a7\u5236\u80fd\u529b\u3002<\/p>\n<p>\u6211\u4e0d\u77e5\u9053\u4ec0\u4e48\u662f\u6700\u597d\u7684\u8f93\u5165\u63d0\u793a\uff0c\u4f46\u6211\u77e5\u9053\u4f60\u5e0c\u671b\u62e5\u6709\u80fd\u591f\u5c1d\u8bd5\u4e00\u5207\u7684\u7075\u6d3b\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e0d\u8981\u5c06\u4f60\u7684\u8f93\u5165\u63d0\u793a\u5de5\u7a0b\u5916\u5305\u7ed9\u6846\u67b6\u3002 \u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u8fd9\u8fdc\u975e\u4ec0\u4e48\u65b0\u9896\u7684\u5efa\u8bae\uff1a \u4e00\u4e9b\u6846\u67b6\u63d0\u4f9b\u4e86\u7c7b\u4f3c\u8fd9\u6837\u7684\u201c\u9ed1\u76d2\u201d\u65b9\u6cd5\uff1a agent = Agent( role=&#8221;&#8230;&#8221;, goal=&#8221;&#8230;&#8221;, personality=&#8221;&#8230;&#8221;, tools=&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-33091","post","type-post","status-publish","format-standard","hentry","category-kecheng"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/33091","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=33091"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/33091\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=33091"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=33091"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=33091"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}