{"id":33065,"date":"2025-07-22T17:54:47","date_gmt":"2025-07-22T09:54:47","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=33065"},"modified":"2025-07-22T18:37:57","modified_gmt":"2025-07-22T10:37:57","slug":"12-factor-agentsai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/12-factor-agentsai\/","title":{"rendered":"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2"},"content":{"rendered":"<h2>\u8be6\u7ec6\u7248\uff1a\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684<\/h2>\n<h3>\u4f60\u4e0d\u5fc5\u542c\u6211\u7684<\/h3>\n<p>\u65e0\u8bba\u4f60\u662f\u521a\u63a5\u89e6\u667a\u80fd\u4f53\u7684\u65b0\u624b\uff0c\u8fd8\u662f\u50cf\u6211\u4e00\u6837\u813e\u6c14\u53e4\u602a\u7684\u8d44\u6df1\u4eba\u58eb\uff0c\u6211\u90fd\u4f1a\u8bd5\u7740\u8bf4\u670d\u4f60\uff0c\u629b\u5f03\u4f60\u5bf9 AI \u667a\u80fd\u4f53\u7684\u5927\u90e8\u5206\u65e2\u6709\u770b\u6cd5\uff0c\u9000\u4e00\u6b65\uff0c\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u91cd\u65b0\u601d\u8003\u5b83\u4eec\u3002 (\u5982\u679c\u4f60\u51e0\u5468\u524d\u9519\u8fc7\u4e86 OpenAI \u7684 API \u529f\u80fd\u53d1\u5e03\uff0c\u8fd9\u91cc\u5267\u900f\u4e00\u4e0b\uff1a\u5c06\u66f4\u591a\u7684\u667a\u80fd\u4f53\u903b\u8f91\u63a8\u5230 API \u540e\u9762\u5e76\u4e0d\u662f\u6b63\u786e\u7684\u65b9\u5411)<\/p>\n<h2>\u667a\u80fd\u4f53\u5373\u8f6f\u4ef6\uff0c\u53ca\u5176\u7b80\u53f2<\/h2>\n<p>\u6211\u4eec\u6765\u8c08\u8c08\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684<\/p>\n<h3>60 \u5e74\u524d<\/h3>\n<p>\u6211\u4eec\u5c06\u5927\u91cf\u8ba8\u8bba\u6709\u5411\u56fe (DGs) \u548c\u5b83\u7684\u65e0\u73af\u670b\u53cb\u2014\u2014\u6709\u5411\u65e0\u73af\u56fe (DAGs) \u3002\u6211\u9996\u5148\u8981\u6307\u51fa\u7684\u662f\u2026\u2026\u55ef\u2026\u2026\u8f6f\u4ef6\u5c31\u662f\u4e00\u4e2a\u6709\u5411\u56fe\u3002\u6211\u4eec\u8fc7\u53bb\u4e60\u60ef\u7528\u6d41\u7a0b\u56fe\u6765\u8868\u793a\u7a0b\u5e8f\u662f\u6709\u539f\u56e0\u7684\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a633c9b1c4db68f.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" \/><\/p>\n<h3>20 \u5e74\u524d<\/h3>\n<p>\u5927\u7ea6 20 \u5e74\u524d\uff0c\u6211\u4eec\u5f00\u59cb\u770b\u5230 DAG \u7f16\u6392\u5668\u53d8\u5f97\u6d41\u884c\u8d77\u6765\u3002\u6211\u4eec\u8c08\u8bba\u7684\u662f\u50cf\u00a0<a href=\"https:\/\/airflow.apache.org\/\">Airflow<\/a>\u3001<a href=\"https:\/\/www.prefect.io\/\">Prefect<\/a>\u00a0\u8fd9\u6837\u7684\u7ecf\u5178\u5de5\u5177\uff0c\u4ee5\u53ca\u4e00\u4e9b\u524d\u8f88\u548c\u4e00\u4e9b\u8f83\u65b0\u7684\u5de5\u5177\uff0c\u6bd4\u5982 (<a href=\"https:\/\/dagster.io\/\">dagster<\/a>\u3001<a href=\"https:\/\/www.inngest.com\/\">inggest<\/a>\u3001<a href=\"https:\/\/www.windmill.dev\/\">windmill<\/a>) \u3002\u5b83\u4eec\u9075\u5faa\u76f8\u540c\u7684\u56fe\u6a21\u5f0f\uff0c\u5e76\u589e\u52a0\u4e86\u53ef\u89c2\u6d4b\u6027\u3001\u6a21\u5757\u5316\u3001\u91cd\u8bd5\u3001\u7ba1\u7406\u7b49\u4f18\u70b9\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/74d7de9eb102982.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" \/><\/p>\n<h3>10-15 \u5e74\u524d<\/h3>\n<p>\u5f53\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5f00\u59cb\u53d8\u5f97\u8db3\u591f\u597d\u7528\u65f6\uff0c\u6211\u4eec\u5f00\u59cb\u770b\u5230 DAGs \u4e2d\u70b9\u7f00\u7740\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u4f60\u53ef\u80fd\u4f1a\u60f3\u5230\u8fd9\u6837\u7684\u6b65\u9aa4\uff1a\u201c\u5c06\u6b64\u5217\u4e2d\u7684\u6587\u672c\u6458\u8981\u5230\u4e00\u4e2a\u65b0\u5217\u4e2d\u201d\u6216\u201c\u6309\u4e25\u91cd\u6027\u6216\u60c5\u611f\u5bf9\u652f\u6301\u95ee\u9898\u8fdb\u884c\u5206\u7c7b\u201d\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a4400f58f554e5c.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" \/><\/p>\n<p>\u4f46\u5f52\u6839\u7ed3\u5e95\uff0c\u5b83\u4ecd\u7136\u57fa\u672c\u4e0a\u662f\u540c\u6837\u7684\u8001\u5f0f\u786e\u5b9a\u6027\u8f6f\u4ef6\u3002<\/p>\n<h3>\u667a\u80fd\u4f53\u7684\u672a\u6765\u524d\u666f<\/h3>\n<p>\u6211\u4e0d\u662f\u7b2c\u4e00\u4e2a\u00a0\uff0c\u4f46\u5728\u6211\u5f00\u59cb\u5b66\u4e60\u667a\u80fd\u4f53\u65f6\uff0c\u6211\u6700\u5927\u7684\u5fc3\u5f97\u662f\uff0c\u4f60\u53ef\u4ee5\u629b\u5f03 DAG\u3002\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u4e0d\u518d\u9700\u8981\u4e3a\u6bcf\u4e2a\u6b65\u9aa4\u548c\u8fb9\u7f18\u60c5\u51b5\u7f16\u5199\u4ee3\u7801\uff0c\u4f60\u53ef\u4ee5\u7ed9\u667a\u80fd\u4f53\u4e00\u4e2a\u76ee\u6807\u548c\u4e00\u7ec4\u8f6c\u6362\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/6655d0cb7302da8.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" \/><\/p>\n<p>\u7136\u540e\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u5b9e\u65f6\u505a\u51fa\u51b3\u7b56\u6765\u627e\u51fa\u8def\u5f84\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/4a6079333859b47.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" \/><\/p>\n<p>\u8fd9\u91cc\u7684\u524d\u666f\u662f\uff0c\u4f60\u7f16\u5199\u7684\u8f6f\u4ef6\u66f4\u5c11\uff0c\u4f60\u53ea\u9700\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u56fe\u7684\u201c\u8fb9\u201d\uff0c\u8ba9\u5b83\u81ea\u5df1\u627e\u51fa\u201c\u8282\u70b9\u201d\u3002\u4f60\u53ef\u4ee5\u4ece\u9519\u8bef\u4e2d\u6062\u590d\uff0c\u53ef\u4ee5\u7f16\u5199\u66f4\u5c11\u7684\u4ee3\u7801\uff0c\u800c\u4e14\u4f60\u53ef\u80fd\u4f1a\u53d1\u73b0\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u4e3a\u95ee\u9898\u627e\u5230\u65b0\u9896\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h3>\u4f5c\u4e3a\u5faa\u73af\u7684\u667a\u80fd\u4f53<\/h3>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u4f60\u6709\u4e00\u4e2a\u7531 3 \u4e2a\u6b65\u9aa4\u7ec4\u6210\u7684\u5faa\u73af\uff1a<\/p>\n<ol>\n<li>\u5927\u8bed\u8a00\u6a21\u578b\u786e\u5b9a\u5de5\u4f5c\u6d41\u7684\u4e0b\u4e00\u6b65\uff0c\u8f93\u51fa\u7ed3\u6784\u5316\u7684 JSON (\u201c\u5de5\u5177\u8c03\u7528\u201d)<\/li>\n<li>\u786e\u5b9a\u6027\u4ee3\u7801\u6267\u884c\u5de5\u5177\u8c03\u7528<\/li>\n<li>\u7ed3\u679c\u88ab\u9644\u52a0\u5230\u4e0a\u4e0b\u6587\u7a97\u53e3<\/li>\n<li>\u91cd\u590d\u6b64\u8fc7\u7a0b\uff0c\u76f4\u5230\u4e0b\u4e00\u6b65\u88ab\u786e\u5b9a\u4e3a\u201c\u5b8c\u6210\u201d<\/li>\n<\/ol>\n<pre><code>initial_event = {\"message\": \"...\"}\r\ncontext = [initial_event]\r\nwhile True:\r\nnext_step = await llm.determine_next_step(context)\r\ncontext.append(next_step)\r\nif (next_step.intent === \"done\"):\r\nreturn next_step.final_answer\r\nresult = await execute_step(next_step)\r\ncontext.append(result)\r\n<\/code><\/pre>\n<p>\u6211\u4eec\u7684\u521d\u59cb\u4e0a\u4e0b\u6587\u53ea\u662f\u542f\u52a8\u4e8b\u4ef6 (\u53ef\u80fd\u662f\u4e00\u6761\u7528\u6237\u6d88\u606f\u3001\u4e00\u6b21 cron \u4efb\u52a1\u89e6\u53d1\u3001\u4e00\u4e2a webhook \u7b49) \uff0c\u7136\u540e\u6211\u4eec\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u9009\u62e9\u4e0b\u4e00\u6b65 (\u5de5\u5177) \u6216\u5224\u65ad\u4efb\u52a1\u662f\u5426\u5b8c\u6210\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u591a\u6b65\u9aa4\u793a\u4f8b\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/f7e71784f60cb57.png\" alt=\"\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/db087c851d03fed.gif\" alt=\"\" \/><\/p>\n<p>\u800c\u751f\u6210\u7684\u201c\u7269\u5316\u201d DAG \u5927\u6982\u662f\u8fd9\u4e2a\u6837\u5b50\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/91e502fbf62948c.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" \/><\/p>\n<h3>\u8fd9\u79cd\u201c\u5faa\u73af\u76f4\u5230\u89e3\u51b3\u201d\u6a21\u5f0f\u7684\u95ee\u9898<\/h3>\n<p>\u8fd9\u79cd\u6a21\u5f0f\u6700\u5927\u7684\u95ee\u9898\u662f\uff1a<\/p>\n<ul>\n<li>\u5f53\u4e0a\u4e0b\u6587\u7a97\u53e3\u53d8\u5f97\u8fc7\u957f\u65f6\uff0c\u667a\u80fd\u4f53\u4f1a\u8ff7\u5931\u65b9\u5411\u2014\u2014\u5b83\u4eec\u4f1a\u4e0d\u65ad\u5730\u91cd\u590d\u5c1d\u8bd5\u540c\u6837\u5931\u8d25\u7684\u65b9\u6cd5\u3002<\/li>\n<li>\u771f\u7684\u5c31\u8fd9\u4e00\u4e2a\u95ee\u9898\uff0c\u4f46\u8fd9\u8db3\u4ee5\u8ba9\u8fd9\u79cd\u65b9\u6cd5\u5bf8\u6b65\u96be\u884c\u3002<\/li>\n<\/ul>\n<p>\u5373\u4f7f\u4f60\u6ca1\u6709\u624b\u52a8\u6784\u5efa\u8fc7\u667a\u80fd\u4f53\uff0c\u4f60\u53ef\u80fd\u4e5f\u5728\u4f7f\u7528\u667a\u80fd\u4f53\u7f16\u7801\u5de5\u5177\u65f6\u89c1\u8fc7\u8fd9\u79cd\u957f\u4e0a\u4e0b\u6587\u95ee\u9898\u3002\u5b83\u4eec\u7528\u7740\u7528\u7740\u5c31\u8ff7\u5931\u4e86\uff0c\u4f60\u9700\u8981\u5f00\u542f\u4e00\u4e2a\u65b0\u7684\u804a\u5929\u3002<\/p>\n<p>\u6211\u751a\u81f3\u60f3\u63d0\u51fa\u4e00\u4e2a\u6211\u7ecf\u5e38\u542c\u5230\u7684\u89c2\u70b9\uff0c\u800c\u4e14\u4f60\u53ef\u80fd\u4e5f\u5df2\u7ecf\u51ed\u76f4\u89c9\u9886\u609f\u5230\u4e86\uff1a<\/p>\n<h3><strong>\u5373\u4f7f\u6a21\u578b\u652f\u6301\u8d8a\u6765\u8d8a\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4f7f\u7528\u7b80\u77ed\u3001\u96c6\u4e2d\u7684\u63d0\u793a\u548c\u4e0a\u4e0b\u6587\uff0c\u4f60\u603b\u80fd\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c<\/strong><\/h3>\n<p>\u6211\u4ea4\u6d41\u8fc7\u7684\u5927\u591a\u6570\u5f00\u53d1\u8005\u5728\u610f\u8bc6\u5230\u8d85\u8fc7 10-20 \u8f6e\u5bf9\u8bdd\u540e\uff0c\u4e8b\u60c5\u5c31\u4f1a\u53d8\u5f97\u4e00\u56e2\u7cdf\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u65e0\u6cd5\u4ece\u4e2d\u6062\u590d\u65f6\uff0c\u90fd<strong>\u628a\u201c\u5de5\u5177\u8c03\u7528\u5faa\u73af\u201d\u8fd9\u4e2a\u60f3\u6cd5\u6401\u7f6e\u4e00\u65c1\u4e86<\/strong>\u3002\u5373\u4f7f\u667a\u80fd\u4f53 90% \u7684\u65f6\u95f4\u90fd\u80fd\u505a\u5bf9\uff0c\u8fd9\u4e5f\u8fdc\u672a\u8fbe\u5230\u201c\u8db3\u4ee5\u4ea4\u5230\u5ba2\u6237\u624b\u4e2d\u201d\u7684\u6c34\u5e73\u3002\u4f60\u80fd\u60f3\u8c61\u4e00\u4e2a\u6709 10% \u9875\u9762\u52a0\u8f7d\u4f1a\u5d29\u6e83\u7684 web \u5e94\u7528\u5417\uff1f<\/p>\n<p><strong>2025-06-09 \u66f4\u65b0<\/strong>\u00a0&#8211; \u6211\u975e\u5e38\u559c\u6b22\u00a0<a href=\"https:\/\/x.com\/swyx\/status\/1932125643384455237\">@swyx<\/a>\u00a0\u7684\u8fd9\u4e2a\u8bf4\u6cd5\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-8\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/85f9767c3ab2d6f.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-8\" \/><\/p>\n<h3>\u771f\u6b63\u6709\u6548\u7684\u65b9\u6cd5 \u2014\u2014 \u5fae\u578b\u667a\u80fd\u4f53<\/h3>\n<p>\u6211\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u786e\u5b9e\u7ecf\u5e38\u770b\u5230\u7684\u4e00\u79cd\u505a\u6cd5\u662f\uff0c\u5c06\u667a\u80fd\u4f53\u6a21\u5f0f\u91c7\u7eb3\u5e76\u70b9\u7f00\u5230\u4e00\u4e2a\u66f4\u5e7f\u6cdb\u3001\u66f4\u5177\u786e\u5b9a\u6027\u7684 DAG \u4e2d\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/803add2eb343289.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" \/><\/p>\n<p>\u4f60\u53ef\u80fd\u4f1a\u95ee \u2014\u2014 \u201c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u4e3a\u4ec0\u4e48\u8fd8\u8981\u4f7f\u7528\u667a\u80fd\u4f53\uff1f\u201d \u2014\u2014 \u6211\u4eec\u7a0d\u540e\u4f1a\u8c08\u5230\uff0c\u4f46\u57fa\u672c\u4e0a\uff0c\u8ba9\u8bed\u8a00\u6a21\u578b\u7ba1\u7406\u8303\u56f4\u660e\u786e\u7684\u4efb\u52a1\u96c6\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u6574\u5408\u5b9e\u65f6\u7684\u771f\u4eba\u53cd\u9988\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u5de5\u4f5c\u6d41\u6b65\u9aa4\uff0c\u800c\u4e0d\u4f1a\u9677\u5165\u4e0a\u4e0b\u6587\u9519\u8bef\u5faa\u73af\u3002 (<a href=\"https:\/\/www.kdjingpai.com\/12-factor-agentsai-2\/\">\u8981\u7d20 1<\/a>\u3001<a href=\"https:\/\/www.kdjingpai.com\/12-factor-agentsai-4\/\">\u8981\u7d20 3<\/a>\u3001<a href=\"https:\/\/www.kdjingpai.com\/12-factor-agentsai-8\/\">\u8981\u7d20 7<\/a>) \u3002<\/p>\n<h4>\u8ba9\u8bed\u8a00\u6a21\u578b\u7ba1\u7406\u8303\u56f4\u660e\u786e\u7684\u4efb\u52a1\u96c6\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u6574\u5408\u771f\u4eba\u5b9e\u65f6\u53cd\u9988\u2026\u2026\u800c\u4e0d\u4f1a\u9677\u5165\u4e0a\u4e0b\u6587\u9519\u8bef\u5faa\u73af<\/h4>\n<h3>\u4e00\u4e2a\u771f\u5b9e\u7684\u5fae\u578b\u667a\u80fd\u4f53\u5b9e\u4f8b<\/h3>\n<p>\u8fd9\u662f\u4e00\u4e2a\u4f8b\u5b50\uff0c\u8bf4\u660e\u786e\u5b9a\u6027\u4ee3\u7801\u5982\u4f55\u8fd0\u884c\u4e00\u4e2a\u5fae\u578b\u667a\u80fd\u4f53\uff0c\u8be5\u667a\u80fd\u4f53\u8d1f\u8d23\u5904\u7406\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u201c\u4eba\u5728\u56de\u8def\u4e2d\u201d\u7684\u6b65\u9aa4\u3002<\/p>\n<p><strong> <img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a8526c079ed0916.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" \/> <\/strong><\/p>\n<ul>\n<li><strong>\u4eba\u7c7b<\/strong>\u00a0\u5c06 PR \u5408\u5e76\u5230 GitHub \u7684 main \u5206\u652f<\/li>\n<li><strong>\u786e\u5b9a\u6027\u4ee3\u7801<\/strong>\u00a0\u90e8\u7f72\u5230\u9884\u53d1\u5e03 (staging) \u73af\u5883<\/li>\n<li><strong>\u786e\u5b9a\u6027\u4ee3\u7801<\/strong>\u00a0\u9488\u5bf9\u9884\u53d1\u5e03\u73af\u5883\u8fd0\u884c\u7aef\u5230\u7aef (e2e) \u6d4b\u8bd5<\/li>\n<li><strong>\u786e\u5b9a\u6027\u4ee3\u7801<\/strong>\u00a0\u5c06\u4efb\u52a1\u4ea4\u7ed9\u667a\u80fd\u4f53\u8fdb\u884c\u751f\u4ea7\u73af\u5883\u90e8\u7f72\uff0c\u521d\u59cb\u4e0a\u4e0b\u6587\u4e3a\uff1a\u201c\u5c06 SHA 4af9ec0 \u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u201d<\/li>\n<li><strong>\u667a\u80fd\u4f53<\/strong>\u00a0\u8c03\u7528\u00a0<code>deploy_frontend_to_prod(4af9ec0)<\/code><\/li>\n<li><strong>\u786e\u5b9a\u6027\u4ee3\u7801<\/strong>\u00a0\u8bf7\u6c42\u4eba\u7c7b\u6279\u51c6\u6b64\u64cd\u4f5c<\/li>\n<li><strong>\u4eba\u7c7b<\/strong>\u00a0\u62d2\u7edd\u8be5\u64cd\u4f5c\uff0c\u5e76\u53cd\u9988\uff1a\u201c\u53ef\u4ee5\u5148\u90e8\u7f72\u540e\u7aef\u5417\uff1f\u201d<\/li>\n<li><strong>\u667a\u80fd\u4f53<\/strong>\u00a0\u8c03\u7528\u00a0<code>deploy_backend_to_prod(4af9ec0)<\/code><\/li>\n<li><strong>\u786e\u5b9a\u6027\u4ee3\u7801<\/strong>\u00a0\u8bf7\u6c42\u4eba\u7c7b\u6279\u51c6\u6b64\u64cd\u4f5c<\/li>\n<li><strong>\u4eba\u7c7b<\/strong>\u00a0\u6279\u51c6\u8be5\u64cd\u4f5c<\/li>\n<li><strong>\u786e\u5b9a\u6027\u4ee3\u7801<\/strong>\u00a0\u6267\u884c\u540e\u7aef\u90e8\u7f72<\/li>\n<li><strong>\u667a\u80fd\u4f53<\/strong>\u00a0\u8c03\u7528\u00a0<code>deploy_frontend_to_prod(4af9ec0)<\/code><\/li>\n<li><strong>\u786e\u5b9a\u6027\u4ee3\u7801<\/strong>\u00a0\u8bf7\u6c42\u4eba\u7c7b\u6279\u51c6\u6b64\u64cd\u4f5c<\/li>\n<li><strong>\u4eba\u7c7b<\/strong>\u00a0\u6279\u51c6\u8be5\u64cd\u4f5c<\/li>\n<li><strong>\u786e\u5b9a\u6027\u4ee3\u7801<\/strong>\u00a0\u6267\u884c\u524d\u7aef\u90e8\u7f72<\/li>\n<li><strong>\u667a\u80fd\u4f53<\/strong>\u00a0\u5224\u65ad\u4efb\u52a1\u6210\u529f\u5b8c\u6210\uff0c\u7ed3\u675f\uff01<\/li>\n<li><strong>\u786e\u5b9a\u6027\u4ee3\u7801<\/strong>\u00a0\u9488\u5bf9\u751f\u4ea7\u73af\u5883\u8fd0\u884c\u7aef\u5230\u7aef\u6d4b\u8bd5<\/li>\n<li><strong>\u786e\u5b9a\u6027\u4ee3\u7801<\/strong>\u00a0\u4efb\u52a1\u5b8c\u6210\uff0c\u6216\u8005\u5c06\u4efb\u52a1\u4f20\u9012\u7ed9\u56de\u6eda\u667a\u80fd\u4f53\u4ee5\u5ba1\u67e5\u5931\u8d25\u5e76\u53ef\u80fd\u8fdb\u884c\u56de\u6eda<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/bdbbc966b1caffb.gif\" alt=\"\" \/><\/p>\n<p>\u8fd9\u4e2a\u4f8b\u5b50\u57fa\u4e8e\u4e00\u4e2a\u6211\u4eec Humanlayer \u53d1\u5e03\u7684\u3001\u7528\u4e8e\u7ba1\u7406\u6211\u4eec\u90e8\u7f72\u7684\u00a0<a href=\"https:\/\/github.com\/got-agents\/agents\/tree\/main\/deploybot-ts\">\u771f\u5b9e\u5f00\u6e90\u667a\u80fd\u4f53<\/a>\u00a0\u2014\u2014 \u8fd9\u662f\u4e0a\u5468\u6211\u4e0e\u5b83\u7684\u4e00\u6bb5\u771f\u5b9e\u5bf9\u8bdd\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/964423693f1a1bf.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" \/><\/p>\n<p>\u6211\u4eec\u6ca1\u6709\u7ed9\u8fd9\u4e2a\u667a\u80fd\u4f53\u5927\u91cf\u7684\u5de5\u5177\u6216\u4efb\u52a1\u3002\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e3b\u8981\u4ef7\u503c\u5728\u4e8e\u89e3\u6790\u4eba\u7c7b\u7684\u7eaf\u6587\u672c\u53cd\u9988\uff0c\u5e76\u63d0\u51fa\u66f4\u65b0\u7684\u884c\u52a8\u65b9\u6848\u3002\u6211\u4eec\u5c3d\u53ef\u80fd\u5730\u9694\u79bb\u4efb\u52a1\u548c\u4e0a\u4e0b\u6587\uff0c\u4ee5\u4fdd\u6301\u5927\u8bed\u8a00\u6a21\u578b\u4e13\u6ce8\u4e8e\u4e00\u4e2a\u5c0f\u7684\u30015-10 \u4e2a\u6b65\u9aa4\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u8fd9\u662f\u53e6\u4e00\u4e2a\u00a0<a href=\"https:\/\/x.com\/chainlit_io\/status\/1858613325921480922\">\u66f4\u7ecf\u5178\u7684\u652f\u6301\/\u804a\u5929\u673a\u5668\u4eba\u6f14\u793a<\/a>\u3002<\/p>\n<h3>\u90a3\u4e48\uff0c\u667a\u80fd\u4f53\u5230\u5e95\u662f\u4ec0\u4e48\uff1f<\/h3>\n<ul>\n<li><strong>\u63d0\u793a (prompt)<\/strong>\u00a0&#8211; \u544a\u8bc9\u5927\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u884c\u52a8\uff0c\u4ee5\u53ca\u5b83\u6709\u54ea\u4e9b\u53ef\u7528\u7684\u201c\u5de5\u5177\u201d\u3002\u63d0\u793a\u7684\u8f93\u51fa\u662f\u4e00\u4e2a JSON \u5bf9\u8c61\uff0c\u63cf\u8ff0\u4e86\u5de5\u4f5c\u6d41\u7684\u4e0b\u4e00\u6b65 ( \u201c\u5de5\u5177\u8c03\u7528\u201d \u6216 \u201c\u51fd\u6570\u8c03\u7528\u201d ) \u3002 (<a href=\"https:\/\/www.kdjingpai.com\/12-factor-agentsai-3\/\">\u8981\u7d20 2<\/a>)<\/li>\n<li><strong>switch \u8bed\u53e5<\/strong>\u00a0&#8211; \u6839\u636e\u5927\u8bed\u8a00\u6a21\u578b\u8fd4\u56de\u7684 JSON\uff0c\u51b3\u5b9a\u5982\u4f55\u5904\u7406\u5b83\u3002 (\u00a0<a href=\"https:\/\/www.kdjingpai.com\/12-factor-agentsai-9\/\">\u8981\u7d20 8 \u7684\u4e00\u90e8\u5206<\/a>)<\/li>\n<li><strong>\u7d2f\u79ef\u7684\u4e0a\u4e0b\u6587<\/strong>\u00a0&#8211; \u5b58\u50a8\u5df2\u53d1\u751f\u7684\u6b65\u9aa4\u53ca\u5176\u7ed3\u679c\u7684\u5217\u8868\u3002 (<a href=\"https:\/\/www.kdjingpai.com\/12-factor-agentsai-4\/\">\u8981\u7d20 3<\/a>)<\/li>\n<li><strong>for \u5faa\u73af<\/strong>\u00a0&#8211; \u5728\u5927\u8bed\u8a00\u6a21\u578b\u53d1\u51fa\u67d0\u79cd\u201c\u7ec8\u6b62\u201d\u5de5\u5177\u8c03\u7528 (\u6216\u7eaf\u6587\u672c\u54cd\u5e94) \u4e4b\u524d\uff0c\u5c06 switch \u8bed\u53e5\u7684\u7ed3\u679c\u6dfb\u52a0\u5230\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5e76\u8981\u6c42\u5927\u8bed\u8a00\u6a21\u578b\u9009\u62e9\u4e0b\u4e00\u6b65\u3002 (<a href=\"https:\/\/www.kdjingpai.com\/12-factor-agentsai-9\/\">\u8981\u7d20 8<\/a>)<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/8da7dee9345e390.jpg\" alt=\"\u300a12-Factor Agents\u300b\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2-1\" \/><\/p>\n<p>\u5728 \u201cdeploybot\u201d \u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u901a\u8fc7\u638c\u63e1\u63a7\u5236\u6d41\u548c\u4e0a\u4e0b\u6587\u7d2f\u79ef\u83b7\u5f97\u4e86\u51e0\u4e2a\u597d\u5904\uff1a<\/p>\n<ul>\n<li>\u5728\u6211\u4eec\u7684\u00a0<strong>switch \u8bed\u53e5<\/strong>\u00a0\u548c\u00a0<strong>for \u5faa\u73af<\/strong>\u00a0\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u52ab\u6301\u63a7\u5236\u6d41\uff0c\u4ee5\u6682\u505c\u7b49\u5f85\u4eba\u7c7b\u8f93\u5165\u6216\u7b49\u5f85\u957f\u65f6\u95f4\u8fd0\u884c\u4efb\u52a1\u7684\u5b8c\u6210\u3002<\/li>\n<li>\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u5730\u5e8f\u5217\u5316\u00a0<strong>\u4e0a\u4e0b\u6587<\/strong>\u00a0\u7a97\u53e3\uff0c\u4ee5\u5b9e\u73b0\u6682\u505c\u548c\u6062\u590d\u3002<\/li>\n<li>\u5728\u6211\u4eec\u7684\u00a0<strong>\u63d0\u793a (prompt)<\/strong>\u00a0\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u6781\u529b\u4f18\u5316\u5411\u5927\u8bed\u8a00\u6a21\u578b\u4f20\u9012\u6307\u4ee4\u548c\u201c\u76ee\u524d\u4e3a\u6b62\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\u7684\u65b9\u5f0f\u3002<\/li>\n<\/ul>\n<p><a href=\"https:\/\/github.com\/humanlayer\/12-factor-agents\/blob\/main\/README.md#12-factor-agents\">\u7b2c\u4e8c\u90e8\u5206<\/a>\u00a0\u5c06\u00a0<strong>\u5c06\u8fd9\u4e9b\u6a21\u5f0f\u5f62\u5f0f\u5316<\/strong>\uff0c\u4ee5\u4fbf\u5b83\u4eec\u53ef\u4ee5\u88ab\u5e94\u7528\u4e8e\u4efb\u4f55\u8f6f\u4ef6\u9879\u76ee\uff0c\u4e3a\u5176\u6dfb\u52a0\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684 AI \u529f\u80fd\uff0c\u800c\u65e0\u9700\u5168\u76d8\u91c7\u7eb3\u201cAI \u667a\u80fd\u4f53\u201d\u7684\u4f20\u7edf\u5b9e\u73b0\/\u5b9a\u4e49\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8be6\u7ec6\u7248\uff1a\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684 \u4f60\u4e0d\u5fc5\u542c\u6211\u7684 \u65e0\u8bba\u4f60\u662f\u521a\u63a5\u89e6\u667a\u80fd\u4f53\u7684\u65b0\u624b\uff0c\u8fd8\u662f\u50cf\u6211\u4e00\u6837\u813e\u6c14\u53e4\u602a\u7684\u8d44\u6df1\u4eba\u58eb\uff0c\u6211\u90fd\u4f1a\u8bd5\u7740\u8bf4\u670d\u4f60\uff0c\u629b\u5f03\u4f60\u5bf9 AI \u667a\u80fd\u4f53\u7684\u5927\u90e8\u5206\u65e2\u6709\u770b\u6cd5\uff0c\u9000\u4e00\u6b65\uff0c\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u91cd\u65b0\u601d\u8003\u5b83\u4eec\u3002 (\u5982\u679c\u4f60\u51e0\u5468\u524d\u9519\u8fc7\u4e86 OpenAI \u7684 &#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-33065","post","type-post","status-publish","format-standard","hentry","category-kecheng"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/33065","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=33065"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/33065\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=33065"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=33065"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=33065"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}