{"id":33111,"date":"2025-07-22T18:44:31","date_gmt":"2025-07-22T10:44:31","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=33111"},"modified":"2025-07-22T18:44:31","modified_gmt":"2025-07-22T10:44:31","slug":"12-factor-agentsai-9","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/12-factor-agentsai-9\/","title":{"rendered":"\u300a12-Factor Agents\u300b8. \u638c\u63a7\u4f60\u7684\u63a7\u5236\u6d41"},"content":{"rendered":"<p>\u5982\u679c\u4f60\u80fd\u638c\u63a7\u81ea\u5df1\u7684\u63a7\u5236\u6d41\uff0c\u4f60\u5c31\u53ef\u4ee5\u5b9e\u73b0\u8bb8\u591a\u6709\u8da3\u7684\u529f\u80fd\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b8. \u638c\u63a7\u4f60\u7684\u63a7\u5236\u6d41-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/13a9bb6fcf239cf.jpg\" alt=\"\u300a12-Factor Agents\u300b8. \u638c\u63a7\u4f60\u7684\u63a7\u5236\u6d41-1\" \/><\/p>\n<p>\u6784\u5efa\u9002\u5408\u4f60\u7279\u5b9a\u7528\u4f8b\u7684\u81ea\u5b9a\u4e49\u63a7\u5236\u7ed3\u6784\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u67d0\u4e9b\u7c7b\u578b\u7684\u5de5\u5177\u8c03\u7528\u53ef\u80fd\u662f\u8df3\u51fa\u5faa\u73af\u3001\u7b49\u5f85\u4eba\u7c7b\u54cd\u5e94\u6216\u7b49\u5f85\u53e6\u4e00\u4e2a\u957f\u65f6\u95f4\u8fd0\u884c\u4efb\u52a1 (\u4f8b\u5982\u8bad\u7ec3\u7ba1\u9053) \u7684\u7406\u7531\u3002\u4f60\u53ef\u80fd\u8fd8\u60f3\u6574\u5408\u4ee5\u4e0b\u529f\u80fd\u7684\u81ea\u5b9a\u4e49\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li>\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u7684\u6458\u8981\u6216\u7f13\u5b58<\/li>\n<li>\u9488\u5bf9\u7ed3\u6784\u5316\u8f93\u51fa\u7684 LLM-as-judge (\u5927\u8bed\u8a00\u6a21\u578b\u5373\u8bc4\u5224\u8005)<\/li>\n<li>\u4e0a\u4e0b\u6587\u7a97\u53e3\u538b\u7f29\u6216\u5176\u4ed6\u00a0<a href=\"https:\/\/github.com\/humanlayer\/12-factor-agents\/blob\/main\/content\/factor-03-own-your-context-window.md\">\u5185\u5b58\u7ba1\u7406<\/a><\/li>\n<li>\u65e5\u5fd7\u8bb0\u5f55\u3001\u8ffd\u8e2a\u548c\u6307\u6807<\/li>\n<li>\u5ba2\u6237\u7aef\u901f\u7387\u9650\u5236<\/li>\n<li>\u6301\u4e45\u5316\u4f11\u7720 \/ \u6682\u505c \/ \u201c\u7b49\u5f85\u4e8b\u4ef6\u201d<\/li>\n<\/ul>\n<p>\u4e0b\u9762\u7684\u4f8b\u5b50\u5c55\u793a\u4e86\u4e09\u79cd\u53ef\u80fd\u7684\u63a7\u5236\u6d41\u6a21\u5f0f\uff1a<\/p>\n<ul>\n<li>request_clarification: \u6a21\u578b\u8bf7\u6c42\u66f4\u591a\u4fe1\u606f\uff0c\u4e2d\u65ad\u5faa\u73af\u5e76\u7b49\u5f85\u4eba\u7c7b\u7684\u54cd\u5e94<\/li>\n<li>fetch_git_tags: \u6a21\u578b\u8bf7\u6c42 git \u6807\u7b7e\u5217\u8868\uff0c\u83b7\u53d6\u6807\u7b7e\uff0c\u5c06\u5176\u9644\u52a0\u5230\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u7136\u540e\u76f4\u63a5\u4f20\u56de\u7ed9\u6a21\u578b<\/li>\n<li>deploy_backend: \u6a21\u578b\u8bf7\u6c42\u90e8\u7f72\u540e\u7aef\uff0c\u8fd9\u662f\u4e00\u4ef6\u9ad8\u98ce\u9669\u7684\u4e8b\u60c5\uff0c\u56e0\u6b64\u4e2d\u65ad\u5faa\u73af\u5e76\u7b49\u5f85\u4eba\u7c7b\u6279\u51c6<\/li>\n<\/ul>\n<pre><code>def handle_next_step(thread: Thread):\r\nwhile True:\r\nnext_step = await determine_next_step(thread_to_prompt(thread))\r\n# \u4e3a\u6e05\u6670\u8d77\u89c1\uff0c\u6b64\u5904\u4e3a\u5185\u8054\u4ee3\u7801 - \u5b9e\u9645\u4e0a\u4f60\u53ef\u4ee5\u628a\u5b83\r\n# \u653e\u5728\u4e00\u4e2a\u65b9\u6cd5\u91cc\uff0c\u4f7f\u7528\u5f02\u5e38\u6765\u63a7\u5236\u6d41\u7a0b\uff0c\u6216\u4efb\u4f55\u4f60\u559c\u6b22\u7684\u65b9\u5f0f\r\nif next_step.intent == 'request_clarification':\r\nthread.events.append({\r\ntype: 'request_clarification',\r\ndata: nextStep,\r\n})\r\nawait send_message_to_human(next_step)\r\nawait db.save_thread(thread)\r\n# \u5f02\u6b65\u6b65\u9aa4 - \u4e2d\u65ad\u5faa\u73af\uff0c\u6211\u4eec\u7a0d\u540e\u4f1a\u6536\u5230\u4e00\u4e2a webhook\r\nbreak\r\nelif next_step.intent == 'fetch_open_issues':\r\nthread.events.append({\r\ntype: 'fetch_open_issues',\r\ndata: next_step,\r\n})\r\nissues = await linear_client.issues()\r\nthread.events.append({\r\ntype: 'fetch_open_issues_result',\r\ndata: issues,\r\n})\r\n# \u540c\u6b65\u6b65\u9aa4 - \u5c06\u65b0\u7684\u4e0a\u4e0b\u6587\u4f20\u9012\u7ed9 LLM \u4ee5\u786e\u5b9a\u4e0b\u4e00\u6b65\u7684\u884c\u52a8\r\n<a href=\"https:\/\/www.kdjingpai.com\/de\/continue\/\">continue<\/a>\r\nelif next_step.intent == 'create_issue':\r\nthread.events.append({\r\ntype: 'create_issue',\r\ndata: next_step,\r\n})\r\nawait request_human_approval(next_step)\r\nawait db.save_thread(thread)\r\n# \u5f02\u6b65\u6b65\u9aa4 - \u4e2d\u65ad\u5faa\u73af\uff0c\u6211\u4eec\u7a0d\u540e\u4f1a\u6536\u5230\u4e00\u4e2a webhook\r\nbreak\r\n<\/code><\/pre>\n<p>\u8fd9\u79cd\u6a21\u5f0f\u5141\u8bb8\u4f60\u6839\u636e\u9700\u8981\u4e2d\u65ad\u548c\u6062\u590d\u667a\u80fd\u4f53\u7684\u6d41\u7a0b\uff0c\u4ece\u800c\u521b\u5efa\u66f4\u81ea\u7136\u7684\u5bf9\u8bdd\u548c\u5de5\u4f5c\u6d41\u3002<\/p>\n<p><strong>\u793a\u4f8b<\/strong>\u00a0&#8211; \u5bf9\u4e8e\u5e02\u9762\u4e0a\u7684\u6bcf\u4e00\u4e2a AI \u6846\u67b6\uff0c\u6211\u6700\u5e0c\u671b\u770b\u5230\u7684\u529f\u80fd\u5c31\u662f\u80fd\u591f\u4e2d\u65ad\u4e00\u4e2a\u6b63\u5728\u5de5\u4f5c\u7684\u667a\u80fd\u4f53\u5e76\u5728\u7a0d\u540e\u6062\u590d\u5b83\uff0c\u5c24\u5176\u662f\u5728\u5de5\u5177\u00a0<strong>\u9009\u62e9<\/strong>\u00a0\u548c\u5de5\u5177\u00a0<strong>\u8c03\u7528<\/strong>\u00a0\u8fd9\u4e24\u4e2a\u65f6\u523b\u4e4b\u95f4\u3002<\/p>\n<p>\u5982\u679c\u6ca1\u6709\u8fd9\u79cd\u7ea7\u522b\u7684\u53ef\u6062\u590d\u6027\/\u7c92\u5ea6\uff0c\u5c31\u65e0\u6cd5\u5728\u5de5\u5177\u8c03\u7528\u8fd0\u884c\u524d\u5bf9\u5176\u8fdb\u884c\u5ba1\u67e5\/\u6279\u51c6\uff0c\u8fd9\u610f\u5473\u7740\u4f60\u4e0d\u5f97\u4e0d\u9009\u62e9\u4ee5\u4e0b\u51e0\u79cd\u65b9\u5f0f\u4e4b\u4e00\uff1a<\/p>\n<ol>\n<li>\u5728\u7b49\u5f85\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4efb\u52a1\u5b8c\u6210\u65f6\uff0c\u5c06\u4efb\u52a1\u6682\u505c\u5728\u5185\u5b58\u4e2d (\u5c31\u50cf\u00a0<code>while...sleep<\/code>)\uff0c\u5982\u679c\u8fdb\u7a0b\u88ab\u4e2d\u65ad\uff0c\u5219\u5fc5\u987b\u4ece\u5934\u91cd\u65b0\u542f\u52a8<\/li>\n<li>\u5c06\u667a\u80fd\u4f53\u7684\u6743\u9650\u9650\u5236\u5728\u4ec5\u80fd\u8fdb\u884c\u7814\u7a76\u548c\u6458\u8981\u7b49\u4f4e\u98ce\u9669\u3001\u4f4e\u91cd\u8981\u6027\u7684\u8c03\u7528<\/li>\n<li>\u8d4b\u4e88\u667a\u80fd\u4f53\u6267\u884c\u66f4\u91cd\u5927\u3001\u66f4\u6709\u7528\u4efb\u52a1\u7684\u6743\u9650\uff0c\u7136\u540e\u51ed\u8fd0\u6c14 (yolo) \u6307\u671b\u5b83\u522b\u51fa\u5dee\u9519<\/li>\n<\/ol>\n<p>\u4f60\u53ef\u80fd\u4f1a\u6ce8\u610f\u5230\uff0c\u8fd9\u4e0e\u00a0<a href=\"https:\/\/www.kdjingpai.com\/12-factor-agentsai-6\/\">\u7b2c 5 \u8981\u7d20 &#8211; \u7edf\u4e00\u6267\u884c\u72b6\u6001\u4e0e\u4e1a\u52a1\u72b6\u6001<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/www.kdjingpai.com\/12-factor-agentsai-7\/\">\u7b2c 6 \u8981\u7d20 &#8211; \u901a\u8fc7\u7b80\u5355\u7684 API \u542f\u52a8\/\u6682\u505c\/\u6062\u590d<\/a>\u00a0\u5bc6\u5207\u76f8\u5173\uff0c\u4f46\u53ef\u4ee5\u72ec\u7acb\u5b9e\u73b0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5982\u679c\u4f60\u80fd\u638c\u63a7\u81ea\u5df1\u7684\u63a7\u5236\u6d41\uff0c\u4f60\u5c31\u53ef\u4ee5\u5b9e\u73b0\u8bb8\u591a\u6709\u8da3\u7684\u529f\u80fd\u3002 \u6784\u5efa\u9002\u5408\u4f60\u7279\u5b9a\u7528\u4f8b\u7684\u81ea\u5b9a\u4e49\u63a7\u5236\u7ed3\u6784\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u67d0\u4e9b\u7c7b\u578b\u7684\u5de5\u5177\u8c03\u7528\u53ef\u80fd\u662f\u8df3\u51fa\u5faa\u73af\u3001\u7b49\u5f85\u4eba\u7c7b\u54cd\u5e94\u6216\u7b49\u5f85\u53e6\u4e00\u4e2a\u957f\u65f6\u95f4\u8fd0\u884c\u4efb\u52a1 (\u4f8b\u5982\u8bad\u7ec3\u7ba1\u9053) \u7684\u7406\u7531\u3002\u4f60\u53ef\u80fd\u8fd8\u60f3\u6574\u5408\u4ee5\u4e0b\u529f\u80fd\u7684\u81ea\u5b9a\u4e49\u5b9e\u73b0\uff1a &#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-33111","post","type-post","status-publish","format-standard","hentry","category-kecheng"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/33111","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=33111"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/33111\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=33111"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=33111"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=33111"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}