{"id":33094,"date":"2025-07-22T18:12:00","date_gmt":"2025-07-22T10:12:00","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=33094"},"modified":"2025-07-22T18:27:52","modified_gmt":"2025-07-22T10:27:52","slug":"12-factor-agentsai-4","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/12-factor-agentsai-4\/","title":{"rendered":"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3"},"content":{"rendered":"<p>\u4f60\u5e76\u975e\u5fc5\u987b\u4f7f\u7528\u6807\u51c6\u5316\u7684\u3001\u57fa\u4e8e\u6d88\u606f\u7684\u683c\u5f0f\u6765\u5411\u5927\u8bed\u8a00\u6a21\u578b\u4f20\u9012\u4e0a\u4e0b\u6587\u3002<\/p>\n<h4>\u5728\u4efb\u4f55\u7ed9\u5b9a\u65f6\u523b\uff0c\u4f60\u7ed9 AI \u667a\u80fd\u4f53\u4e2d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u90fd\u662f\u201c\u8fd9\u662f\u76ee\u524d\u4e3a\u6b62\u53d1\u751f\u7684\u6240\u6709\u4e8b\u60c5\uff0c\u4e0b\u4e00\u6b65\u8be5\u600e\u4e48\u505a\u201d<\/h4>\n<p>\u4e00\u5207\u7686\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3002\u00a0<a href=\"https:\/\/thedataexchange.media\/baml-revolution-in-ai-engineering\/\">\u5927\u8bed\u8a00\u6a21\u578b\u662f\u65e0\u72b6\u6001\u51fd\u6570<\/a>\uff0c\u5b83\u4eec\u5c06\u8f93\u5165\u8f6c\u5316\u4e3a\u8f93\u51fa\u3002\u8981\u83b7\u5f97\u6700\u4f73\u8f93\u51fa\uff0c\u4f60\u9700\u8981\u7ed9\u5b83\u4eec\u6700\u4f73\u7684\u8f93\u5165\u3002<\/p>\n<p>\u521b\u5efa\u4f18\u8d28\u7684\u4e0a\u4e0b\u6587\u610f\u5473\u7740\uff1a<\/p>\n<ul>\n<li>\u4f60\u63d0\u4f9b\u7ed9\u6a21\u578b\u7684\u63d0\u793a\u548c\u6307\u4ee4<\/li>\n<li>\u4f60\u68c0\u7d22\u5230\u7684\u4efb\u4f55\u6587\u6863\u6216\u5916\u90e8\u6570\u636e (\u4f8b\u5982 <a href=\"https:\/\/www.kdjingpai.com\/de\/rag\/\">RAG<\/a>)<\/li>\n<li>\u4efb\u4f55\u8fc7\u53bb\u7684\u72b6\u6001\u3001\u5de5\u5177\u8c03\u7528\u3001\u7ed3\u679c\u6216\u5176\u4ed6\u5386\u53f2\u8bb0\u5f55<\/li>\n<li>\u6765\u81ea\u76f8\u5173\u4f46\u72ec\u7acb\u7684\u7684\u4efb\u4f55\u8fc7\u53bb\u6d88\u606f\u6216\u4e8b\u4ef6 (\u8bb0\u5fc6)<\/li>\n<li>\u5173\u4e8e\u8f93\u51fa\u4f55\u79cd\u7ed3\u6784\u5316\u6570\u636e\u7684\u6307\u4ee4<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/2f62de4ff51c3c2.jpg\" alt=\"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3-1\" \/><\/p>\n<h3>\u5173\u4e8e\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/h3>\n<p>\u672c\u6307\u5357\u65e8\u5728\u63a2\u8ba8\u5982\u4f55\u4ece\u5f53\u4eca\u7684\u6a21\u578b\u4e2d\u83b7\u5f97\u6700\u5927\u5316\u7684\u6027\u80fd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u672c\u6307\u5357\u672a\u63d0\u53ca\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<ul>\n<li>\u5bf9\u6a21\u578b\u53c2\u6570\u7684\u66f4\u6539\uff0c\u4f8b\u5982 temperature, top_p, frequency_penalty, presence_penalty \u7b49\u3002<\/li>\n<li>\u8bad\u7ec3\u4f60\u81ea\u5df1\u7684\u8865\u5168\u6216\u5d4c\u5165\u6a21\u578b<\/li>\n<li>\u5fae\u8c03\u73b0\u6709\u6a21\u578b<\/li>\n<\/ul>\n<p>\u518d\u6b21\u5f3a\u8c03\uff0c\u6211\u4e0d\u77e5\u9053\u5c06\u4e0a\u4e0b\u6587\u4ea4\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6700\u4f73\u65b9\u6cd5\u662f\u4ec0\u4e48\uff0c\u4f46\u6211\u77e5\u9053\u4f60\u9700\u8981\u6709\u80fd\u591f\u5c1d\u8bd5\u6240\u6709\u53ef\u80fd\u6027\u7684\u7075\u6d3b\u6027\u3002<\/p>\n<h4>\u6807\u51c6\u4e0e\u81ea\u5b9a\u4e49\u4e0a\u4e0b\u6587\u683c\u5f0f<\/h4>\n<p>\u5927\u591a\u6570\u5927\u8bed\u8a00\u6a21\u578b\u5ba2\u6237\u7aef\u4f7f\u7528\u5982\u4e0b\u6240\u793a\u7684\u6807\u51c6\u5316\u3001\u57fa\u4e8e\u6d88\u606f\u7684\u683c\u5f0f\uff1a<\/p>\n<pre><code>[\r\n{\r\n\"role\": \"system\",\r\n\"content\": \"\u4f60\u662f\u4e00\u4e2a\u4e50\u4e8e\u52a9\u4eba\u7684\u52a9\u624b...\"\r\n},\r\n{\r\n\"role\": \"user\",\r\n\"content\": \"\u4f60\u80fd\u90e8\u7f72\u540e\u7aef\u5417\uff1f\"\r\n},\r\n{\r\n\"role\": \"assistant\",\r\n\"content\": null,\r\n\"tool_calls\": [\r\n{\r\n\"id\": \"1\",\r\n\"name\": \"list_git_tags\",\r\n\"arguments\": \"{}\"\r\n}\r\n]\r\n},\r\n{\r\n\"role\": \"tool\",\r\n\"name\": \"list_git_tags\",\r\n\"content\": \"{\\\"tags\\\": [{\\\"name\\\": \\\"v1.2.3\\\", \\\"commit\\\": \\\"abc123\\\", \\\"date\\\": \\\"2024-03-15T10:00:00Z\\\"}, {\\\"name\\\": \\\"v1.2.2\\\", \\\"commit\\\": \\\"def456\\\", \\\"date\\\": \\\"2024-03-14T15:30:00Z\\\"}, {\\\"name\\\": \\\"v1.2.1\\\", \\\"commit\\\": \\\"abe033d\\\", \\\"date\\\": \\\"2024-03-13T09:15:00Z\\\"}]}\",\r\n\"tool_call_id\": \"1\"\r\n}\r\n]\r\n<\/code><\/pre>\n<p>\u867d\u7136\u8fd9\u79cd\u65b9\u5f0f\u5728\u5927\u591a\u6570\u7528\u4f8b\u4e2d\u6548\u679c\u5f88\u597d\uff0c\u4f46\u5982\u679c\u4f60\u60f3\u771f\u6b63\u4ece\u5f53\u4eca\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u83b7\u5f97\u6700\u5927\u5316\u7684\u6027\u80fd\uff0c\u4f60\u9700\u8981\u4ee5\u5c3d\u53ef\u80fd\u8282\u7701 <a href=\"https:\/\/www.kdjingpai.com\/de\/tokenization\/\">Token<\/a> \u548c\u6ce8\u610f\u529b (attention) \u9ad8\u6548\u7684\u65b9\u5f0f\u5c06\u4e0a\u4e0b\u6587\u8f93\u5165\u5230\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u3002<\/p>\n<p>\u4f5c\u4e3a\u6807\u51c6\u5316\u3001\u57fa\u4e8e\u6d88\u606f\u7684\u683c\u5f0f\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u4f60\u53ef\u4ee5\u6784\u5efa\u9488\u5bf9\u4f60\u7684\u7528\u4f8b\u4f18\u5316\u7684\u81ea\u5b9a\u4e49\u4e0a\u4e0b\u6587\u683c\u5f0f\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u81ea\u5b9a\u4e49\u5bf9\u8c61\uff0c\u5e76\u6839\u636e\u9700\u8981\u5c06\u5b83\u4eec\u6253\u5305\/\u6563\u5e03\u5230\u4e00\u4e2a\u6216\u591a\u4e2a\u7528\u6237\u3001\u7cfb\u7edf\u3001\u52a9\u624b\u6216\u5de5\u5177\u6d88\u606f\u4e2d\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u5c06\u6574\u4e2a\u4e0a\u4e0b\u6587\u7a97\u53e3\u653e\u5165\u5355\u4e2a\u7528\u6237\u6d88\u606f\u7684\u793a\u4f8b\uff1a<\/p>\n<pre><code>[\r\n{\r\n\"role\": \"system\",\r\n\"content\": \"\u4f60\u662f\u4e00\u4e2a\u4e50\u4e8e\u52a9\u4eba\u7684\u52a9\u624b...\"\r\n},\r\n{\r\n\"role\": \"user\",\r\n\"content\": |\r\n\u8fd9\u662f\u76ee\u524d\u4e3a\u6b62\u53d1\u751f\u7684\u6240\u6709\u4e8b\u60c5\uff1a\r\n        \r\n&lt;slack_message&gt;\r\n\u6765\u81ea: @alex\r\n\u9891\u9053: #deployments\r\n\u5185\u5bb9: \u4f60\u80fd\u90e8\u7f72\u540e\u7aef\u5417\uff1f\r\n&lt;\/slack_message&gt;\r\n&lt;list_git_tags&gt;\r\nintent: \"list_git_tags\"\r\n&lt;\/list_git_tags&gt;\r\n&lt;list_git_tags_result&gt;\r\ntags:\r\n- name: \"v1.2.3\"\r\ncommit: \"abc123\"\r\ndate: \"2024-03-15T10:00:00Z\"\r\n- name: \"v1.2.2\"\r\ncommit: \"def456\"\r\ndate: \"2024-03-14T15:30:00Z\"\r\n- name: \"v1.2.1\"\r\ncommit: \"ghi789\"\r\ndate: \"2024-03-13T09:15:00Z\"\r\n&lt;\/list_git_tags_result&gt;\r\n\u4e0b\u4e00\u6b65\u8be5\u600e\u4e48\u505a\uff1f\r\n}\r\n]\r\n<\/code><\/pre>\n<p>\u6a21\u578b\u53ef\u80fd\u4f1a\u901a\u8fc7\u4f60\u63d0\u4f9b\u7684\u5de5\u5177\u6a21\u5f0f (schemas) \u63a8\u65ad\u51fa\u4f60\u5728\u95ee\u00a0<code>what's the next step<\/code>\uff0c\u4f46\u5c06\u5176\u660e\u786e\u5730\u52a0\u5165\u5230\u4f60\u7684\u63d0\u793a\u6a21\u677f\u4e2d\u603b\u6ca1\u6709\u574f\u5904\u3002<\/p>\n<h3>\u4ee3\u7801\u793a\u4f8b<\/h3>\n<p>\u6211\u4eec\u53ef\u4ee5\u7528\u7c7b\u4f3c\u4e0b\u9762\u7684\u4ee3\u7801\u6765\u6784\u5efa\u5b83\uff1a<\/p>\n<pre><code>class Thread:\r\nevents: List[Event]\r\nclass Event:\r\n# \u53ef\u4ee5\u53ea\u4f7f\u7528\u5b57\u7b26\u4e32\uff0c\u4e5f\u53ef\u4ee5\u662f\u663e\u5f0f\u7684 - \u7531\u4f60\u51b3\u5b9a\r\ntype: Literal[\"list_git_tags\", \"deploy_backend\", \"deploy_frontend\", \"request_more_information\", \"done_for_now\", \"list_git_tags_result\", \"deploy_backend_result\", \"deploy_frontend_result\", \"request_more_information_result\", \"done_for_now_result\", \"error\"]\r\ndata: ListGitTags | DeployBackend | DeployFrontend | RequestMoreInformation |  \r\nListGitTagsResult | DeployBackendResult | DeployFrontendResult | RequestMoreInformationResult | string\r\ndef event_to_prompt(event: Event) -&gt; str:\r\ndata = event.data if isinstance(event.data, str) \\\r\nelse stringifyToYaml(event.data)\r\nreturn f\"&lt;{event.type}&gt;\\n{data}\\n&lt;\/{event.type}&gt;\"\r\ndef thread_to_prompt(thread: Thread) -&gt; str:\r\nreturn '\\n\\n'.join(event_to_prompt(event) for event in thread.events)\r\n<\/code><\/pre>\n<h4>\u4e0a\u4e0b\u6587\u7a97\u53e3\u793a\u4f8b<\/h4>\n<p>\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<p><strong>\u521d\u59cb Slack \u8bf7\u6c42\uff1a<\/strong><\/p>\n<pre><code>&lt;slack_message&gt;\r\n\u6765\u81ea: @alex\r\n\u9891\u9053: #deployments\r\n\u5185\u5bb9: \u4f60\u80fd\u5c06\u6700\u65b0\u7684\u540e\u7aef\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u5417\uff1f\r\n&lt;\/slack_message&gt;\r\n<\/code><\/pre>\n<p><strong>\u5217\u51fa Git \u6807\u7b7e\u540e\uff1a<\/strong><\/p>\n<pre><code>&lt;slack_message&gt;\r\n\u6765\u81ea: @alex\r\n\u9891\u9053: #deployments\r\n\u5185\u5bb9: \u4f60\u80fd\u5c06\u6700\u65b0\u7684\u540e\u7aef\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u5417\uff1f\r\nThread: []\r\n&lt;\/slack_message&gt;\r\n&lt;list_git_tags&gt;\r\nintent: \"list_git_tags\"\r\n&lt;\/list_git_tags&gt;\r\n&lt;list_git_tags_result&gt;\r\ntags:\r\n- name: \"v1.2.3\"\r\ncommit: \"abc123\"\r\ndate: \"2024-03-15T10:00:00Z\"\r\n- name: \"v1.2.2\"\r\ncommit: \"def456\"\r\ndate: \"2024-03-14T15:30:00Z\"\r\n- name: \"v1.2.1\"\r\ncommit: \"ghi789\"\r\ndate: \"2024-03-13T09:15:00Z\"\r\n&lt;\/list_git_tags_result&gt;\r\n<\/code><\/pre>\n<p><strong>\u9519\u8bef\u4e0e\u6062\u590d\u540e\uff1a<\/strong><\/p>\n<pre><code>&lt;slack_message&gt;\r\n\u6765\u81ea: @alex\r\n\u9891\u9053: #deployments\r\n\u5185\u5bb9: \u4f60\u80fd\u5c06\u6700\u65b0\u7684\u540e\u7aef\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u5417\uff1f\r\nThread: []\r\n&lt;\/slack_message&gt;\r\n&lt;deploy_backend&gt;\r\nintent: \"deploy_backend\"\r\ntag: \"v1.2.3\"\r\nenvironment: \"production\"\r\n&lt;\/deploy_backend&gt;\r\n&lt;error&gt;\r\n\u8fd0\u884c deploy_backend \u65f6\u51fa\u9519: \u8fde\u63a5\u90e8\u7f72\u670d\u52a1\u5931\u8d25\r\n&lt;\/error&gt;\r\n&lt;request_more_information&gt;\r\nintent: \"request_more_information_from_human\"\r\n\u95ee\u9898: \"\u6211\u8fde\u63a5\u90e8\u7f72\u670d\u52a1\u65f6\u9047\u5230\u95ee\u9898\uff0c\u4f60\u80fd\u63d0\u4f9b\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\u548c\/\u6216\u68c0\u67e5\u4e00\u4e0b\u8be5\u670d\u52a1\u7684\u72b6\u6001\u5417\uff1f\"\r\n&lt;\/request_more_information&gt;\r\n&lt;human_response&gt;\r\ndata:\r\n\u56de\u590d: \"\u6211\u4e0d\u786e\u5b9a\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u4f60\u80fd\u68c0\u67e5\u4e00\u4e0b\u6700\u65b0\u5de5\u4f5c\u6d41\u7684\u72b6\u6001\u5417\uff1f\"\r\n&lt;\/human_response&gt;\r\n<\/code><\/pre>\n<p>\u4ece\u8fd9\u91cc\u5f00\u59cb\uff0c\u4f60\u7684\u4e0b\u4e00\u6b65\u53ef\u80fd\u662f\uff1a<\/p>\n<pre><code>nextStep = await determine_next_step(thread_to_prompt(thread))\r\n<\/code><\/pre>\n<pre><code>{\r\n\"intent\": \"get_workflow_status\",\r\n\"workflow_name\": \"tag_push_prod.yaml\",\r\n}\r\n<\/code><\/pre>\n<p>\u8fd9\u79cd\u7c7b\u4f3c XML \u7684\u683c\u5f0f\u53ea\u662f\u4e00\u4e2a\u4f8b\u5b50\u2014\u2014\u91cd\u70b9\u662f\u4f60\u53ef\u4ee5\u6784\u5efa\u9002\u5408\u4f60\u5e94\u7528\u7a0b\u5e8f\u7684\u81ea\u5b9a\u4e49\u683c\u5f0f\u3002\u5982\u679c\u4f60\u80fd\u7075\u6d3b\u5730\u8bd5\u9a8c\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u7ed3\u6784\uff0c\u4ee5\u53ca\u51b3\u5b9a\u5b58\u50a8\u54ea\u4e9b\u5185\u5bb9\u4e0e\u4f20\u9012\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u54ea\u4e9b\u5185\u5bb9\uff0c\u4f60\u5c06\u83b7\u5f97\u66f4\u597d\u7684\u8d28\u91cf\u3002<\/p>\n<p>\u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u4e3b\u8981\u597d\u5904\uff1a<\/p>\n<ol>\n<li><strong>\u4fe1\u606f\u5bc6\u5ea6<\/strong>: \u4ee5\u6700\u5927\u5316\u5927\u8bed\u8a00\u6a21\u578b\u7406\u89e3\u80fd\u529b\u7684\u65b9\u5f0f\u6765\u7ec4\u7ec7\u4fe1\u606f<\/li>\n<li><strong>\u9519\u8bef\u5904\u7406<\/strong>: \u4ee5\u6709\u52a9\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u6062\u590d\u7684\u683c\u5f0f\u5305\u542b\u9519\u8bef\u4fe1\u606f\u3002\u4e00\u65e6\u9519\u8bef\u548c\u5931\u8d25\u7684\u8c03\u7528\u5f97\u5230\u89e3\u51b3\uff0c\u53ef\u4ee5\u8003\u8651\u4ece\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u9690\u85cf\u5b83\u4eec\u3002<\/li>\n<li><strong>\u5b89\u5168\u6027<\/strong>: \u63a7\u5236\u4f20\u9012\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4fe1\u606f\uff0c\u8fc7\u6ee4\u6389\u654f\u611f\u6570\u636e<\/li>\n<li><strong>\u7075\u6d3b\u6027<\/strong>: \u968f\u7740\u4f60\u5bf9\u7528\u4f8b\u6700\u4f73\u5b9e\u8df5\u7684\u4e86\u89e3\uff0c\u4e0d\u65ad\u8c03\u6574\u683c\u5f0f<\/li>\n<li><strong>Token \u6548\u7387<\/strong>: \u4e3a Token \u6548\u7387\u548c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7406\u89e3\u80fd\u529b\u4f18\u5316\u4e0a\u4e0b\u6587\u683c\u5f0f<\/li>\n<\/ol>\n<p>\u4e0a\u4e0b\u6587\u5305\u62ec\uff1a\u63d0\u793a\u3001\u6307\u4ee4\u3001RAG \u6587\u6863\u3001\u5386\u53f2\u8bb0\u5f55\u3001\u5de5\u5177\u8c03\u7528\u3001\u8bb0\u5fc6<\/p>\n<p>\u8bf7\u8bb0\u4f4f\uff1a\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u4f60\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u4ea4\u4e92\u7684\u4e3b\u8981\u754c\u9762\u3002\u638c\u63a7\u4f60\u7ec4\u7ec7\u548c\u5448\u73b0\u4fe1\u606f\u7684\u65b9\u5f0f\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u4f60\u7684\u667a\u80fd\u4f53\u7684\u6027\u80fd\u3002<\/p>\n<p>\u793a\u4f8b &#8211; \u4fe1\u606f\u5bc6\u5ea6 &#8211; \u540c\u6837\u7684\u6d88\u606f\uff0c\u66f4\u5c11\u7684 Token\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/9a13f5e990bdf05.jpg\" alt=\"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3-2\" \/><\/p>\n<h3>\u522b\u53ea\u542c\u6211\u4e00\u9762\u4e4b\u8bcd<\/h3>\n<p>\u5728\u300a12-Factor Agents\u300b\u53d1\u5e03\u5927\u7ea6 2 \u4e2a\u6708\u540e\uff0c\u4e0a\u4e0b\u6587\u5de5\u7a0b (context engineering) \u5f00\u59cb\u6210\u4e3a\u4e00\u4e2a\u76f8\u5f53\u6d41\u884c\u7684\u672f\u8bed\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/54b0d54fe24823d.jpg\" alt=\"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3-3\" \/> \u00a0<a href=\"https:\/\/x.com\/tobi\/status\/1935533422589399127\"> <img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/4c61bab15afffc0.jpg\" alt=\"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3-4\" \/> <\/a><\/p>\n<p>\u6b64\u5916\uff0c<a href=\"https:\/\/x.com\/lenadroid\">@lenadroid<\/a>\u00a0\u5728 2025 \u5e74 7 \u6708\u4e5f\u53d1\u5e03\u4e86\u4e00\u4efd\u76f8\u5f53\u4e0d\u9519\u7684\u00a0<a href=\"https:\/\/x.com\/lenadroid\/status\/1943685060785524824\">\u4e0a\u4e0b\u6587\u5de5\u7a0b\u901f\u67e5\u8868<\/a>\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/1c96afc2f94b2d1.jpg\" alt=\"\u300a12-Factor Agents\u300b3. \u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3-5\" \/><\/p>\n<p>\u8fd9\u91cc\u53cd\u590d\u51fa\u73b0\u7684\u4e3b\u9898\u662f\uff1a\u6211\u4e0d\u77e5\u9053\u4ec0\u4e48\u662f\u6700\u4f73\u65b9\u6cd5\uff0c\u4f46\u6211\u77e5\u9053\u4f60\u9700\u8981\u6709\u80fd\u591f\u5c1d\u8bd5\u6240\u6709\u53ef\u80fd\u6027\u7684\u7075\u6d3b\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u5e76\u975e\u5fc5\u987b\u4f7f\u7528\u6807\u51c6\u5316\u7684\u3001\u57fa\u4e8e\u6d88\u606f\u7684\u683c\u5f0f\u6765\u5411\u5927\u8bed\u8a00\u6a21\u578b\u4f20\u9012\u4e0a\u4e0b\u6587\u3002 \u5728\u4efb\u4f55\u7ed9\u5b9a\u65f6\u523b\uff0c\u4f60\u7ed9 AI \u667a\u80fd\u4f53\u4e2d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u90fd\u662f\u201c\u8fd9\u662f\u76ee\u524d\u4e3a\u6b62\u53d1\u751f\u7684\u6240\u6709\u4e8b\u60c5\uff0c\u4e0b\u4e00\u6b65\u8be5\u600e\u4e48\u505a\u201d \u4e00\u5207\u7686\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3002\u00a0\u5927\u8bed\u8a00\u6a21\u578b\u662f\u65e0\u72b6\u6001\u51fd\u6570\uff0c\u5b83\u4eec\u5c06\u8f93\u5165\u8f6c\u5316\u4e3a\u8f93\u51fa\u3002&#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-33094","post","type-post","status-publish","format-standard","hentry","category-kecheng"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/33094","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=33094"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/33094\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=33094"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=33094"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=33094"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}