![\"12-Factor](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/0eec563e07442b0.png\" "\\"12-Factor")
<\/p>\n
\u8bfe\u7a0b\u5217\u8868<\/h2>\n\n- \u5e8f\u8a00\uff1a\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u8fd9\u4e00\u6b65\u7684\uff1a\u8f6f\u4ef6\u7b80\u53f2<\/a><\/strong><\/li>\n
- \u539f\u5219\u4e00\uff1a\u81ea\u7136\u8bed\u8a00\u5230\u5de5\u5177\u8c03\u7528<\/a><\/strong>\uff1a\u5c06\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u8f93\u5165\uff0c\u7a33\u5b9a\u5730\u6620\u5c04\u5230\u4e00\u4e2a\u6216\u591a\u4e2a\u5177\u4f53\u7684\u5de5\u5177\uff08\u51fd\u6570\uff09\u8c03\u7528\u4e0a\u3002<\/li>\n
- \u539f\u5219\u4e8c\uff1a\u638c\u63a7\u4f60\u7684\u63d0\u793a\u8bcd<\/a><\/strong>\uff1a\u5c06\u63d0\u793a\u8bcd\u89c6\u4e3a\u5e94\u7528\u6838\u5fc3\u4ee3\u7801\u7684\u4e00\u90e8\u5206\u8fdb\u884c\u7248\u672c\u63a7\u5236\u548c\u7ba1\u7406\uff0c\u800c\u4e0d\u662f\u52a8\u6001\u751f\u6210\u3002<\/li>\n
- \u539f\u5219\u4e09\uff1a\u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3<\/a><\/strong>\uff1a\u7cbe\u786e\u63a7\u5236\u8f93\u5165\u7ed9LLM\u7684\u4e0a\u4e0b\u6587\u5185\u5bb9\uff0c\u5c06\u5176\u4f5c\u4e3a\u5b9e\u73b0\u53ef\u9760\u6027\u7684\u5173\u952e\u3002<\/li>\n
- \u539f\u5219\u56db\uff1a\u5de5\u5177\u5373\u7ed3\u6784\u5316\u8f93\u51fa<\/a><\/strong>\uff1a\u5c06\u5de5\u5177\uff08Tools\uff09\u89c6\u4e3a\u4e00\u79cd\u5f3a\u5236LLM\u8fdb\u884c\u7ed3\u6784\u5316\u8f93\u51fa\u7684\u65b9\u5f0f\uff0c\u800c\u4e0d\u4ec5\u662f\u529f\u80fd\u7684\u96c6\u5408\u3002<\/li>\n
- \u539f\u5219\u4e94\uff1a\u7edf\u4e00\u6267\u884c\u72b6\u6001\u4e0e\u4e1a\u52a1\u72b6\u6001<\/a><\/strong>\uff1a\u5c06\u667a\u80fd\u4f53\u7684\u8fd0\u884c\u72b6\u6001\u4e0e\u5e94\u7528\u7684\u6838\u5fc3\u4e1a\u52a1\u72b6\u6001\u6a21\u578b\u7ed3\u5408\uff0c\u5b9e\u73b0\u72b6\u6001\u7684\u4e00\u81f4\u6027\u3002<\/li>\n
- \u539f\u5219\u516d\uff1a\u901a\u8fc7\u7b80\u5355\u7684API\u542f\u52a8\/\u6682\u505c\/\u6062\u590d<\/a><\/strong>\uff1a\u786e\u4fdd\u667a\u80fd\u4f53\u7684\u957f\u65f6\u95f4\u4efb\u52a1\u53ef\u4ee5\u88ab\u5916\u90e8\u7cfb\u7edf\u901a\u8fc7\u7b80\u5355\u63a5\u53e3\u63a7\u5236\u3002<\/li>\n
- \u539f\u5219\u4e03\uff1a\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u4e0e\u4eba\u7c7b\u4ea4\u4e92<\/a><\/strong>\uff1a\u5f53\u667a\u80fd\u4f53\u9700\u8981\u4eba\u7c7b\u8f93\u5165\u6216\u5ba1\u6838\u65f6\uff0c\u5e94\u901a\u8fc7\u4e00\u4e2a\u6807\u51c6\u7684\u5de5\u5177\u8c03\u7528\u6765\u89e6\u53d1\uff0c\u800c\u4e0d\u662f\u7279\u6b8a\u5904\u7406\u3002<\/li>\n
- \u539f\u5219\u516b\uff1a\u638c\u63a7\u4f60\u7684\u63a7\u5236\u6d41<\/a><\/strong>\uff1a\u5e94\u7528\u7684\u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\u548c\u6d41\u7a0b\u8f6c\u6362\u5e94\u7531\u786e\u5b9a\u6027\u4ee3\u7801\u4e3b\u5bfc\uff0c\u800c\u975e\u5b8c\u5168\u4ea4\u7ed9LLM\u51b3\u5b9a\u3002<\/li>\n
- \u539f\u5219\u4e5d\uff1a\u5c06\u9519\u8bef\u4fe1\u606f\u538b\u7f29\u5230\u4e0a\u4e0b\u6587\u7a97\u53e3<\/a><\/strong>\uff1a\u5f53\u5de5\u5177\u6267\u884c\u5931\u8d25\u65f6\uff0c\u5c06\u5176\u9519\u8bef\u4fe1\u606f\u6458\u8981\u540e\u53cd\u9988\u7ed9LLM\uff0c\u8ba9\u5176\u8fdb\u884c\u4fee\u6b63\u3002<\/li>\n
- \u539f\u5219\u5341\uff1a\u6784\u5efa\u5c0f\u800c\u4e13\u6ce8\u7684\u667a\u80fd\u4f53<\/a><\/strong>\uff1a\u503e\u5411\u4e8e\u7ec4\u5408\u591a\u4e2a\u5c0f\u800c\u7cbe\u7684\u667a\u80fd\u4f53\uff0c\u800c\u4e0d\u662f\u6784\u5efa\u4e00\u4e2a\u65e0\u6240\u4e0d\u80fd\u7684\u5e9e\u5927\u667a\u80fd\u4f53\u3002<\/li>\n
- \u539f\u5219\u5341\u4e00\uff1a\u968f\u5904\u89e6\u53d1\uff0c\u968f\u5904\u4ea4\u4e92<\/a><\/strong>\uff1a\u667a\u80fd\u4f53\u5e94\u80fd\u4ece\u5404\u79cd\u4e8b\u4ef6\u6e90\uff08\u5982API\u8bf7\u6c42\u3001\u6570\u636e\u5e93\u53d8\u66f4\u3001\u5b9a\u65f6\u4efb\u52a1\uff09\u89e6\u53d1\uff0c\u5e76\u5728\u7528\u6237\u6240\u5728\u7684\u5e73\u53f0\uff08\u5982Slack\u3001Email\uff09\u8fdb\u884c\u4ea4\u4e92\u3002<\/li>\n
- \u539f\u5219\u5341\u4e8c\uff1a\u5c06\u667a\u80fd\u4f53\u8bbe\u8ba1\u6210\u4e00\u4e2a\u65e0\u72b6\u6001\u7684Reducer<\/a><\/strong>\uff1a\u501f\u9274Redux\u601d\u60f3\uff0c\u5c06\u667a\u80fd\u4f53\u8bbe\u8ba1\u6210\u4e00\u4e2a\u7eaf\u51fd\u6570\uff0c\u63a5\u6536\u5f53\u524d\u72b6\u6001\u548c\u4e8b\u4ef6\uff0c\u8fd4\u56de\u65b0\u72b6\u6001\u3002<\/li>\n<\/ul>\n
\u4f7f\u7528\u5e2e\u52a9<\/h2>\n
“12-Factor Agents” \u662f\u4e00\u5957\u601d\u60f3\u548c\u67b6\u6784\u539f\u5219\uff0c\u5b83\u6ca1\u6709\u5b89\u88c5\u6d41\u7a0b\u3002\u5b83\u7684\u201c\u4f7f\u7528\u201d\u6307\u7684\u662f\u5f00\u53d1\u8005\u5728\u81ea\u5df1\u7684\u9879\u76ee\u4e2d\u91c7\u7eb3\u5e76\u5b9e\u8df5\u8fd9\u4e9b\u539f\u5219\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5728\u8f6f\u4ef6\u5de5\u7a0b\u5b9e\u8df5\u4e2d\u5e94\u7528\u8fd912\u6761\u539f\u5219\u3002<\/p>\n
\u6838\u5fc3\u7406\u5ff5\uff1aAI\u5e94\u7528\u9996\u5148\u662f\u8f6f\u4ef6<\/h3>\n
\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u6700\u91cd\u8981\u662f\u7406\u89e3\u5176\u6838\u5fc3\u54f2\u5b66\uff1a\u4e00\u4e2a\u6240\u8c13\u201cAI\u5e94\u7528\u201d\u6216\u201cAI\u667a\u80fd\u4f53\u201d\uff0c\u5176\u7edd\u5927\u90e8\u5206\u4ee3\u7801\u5e94\u8be5\u662f\u4f20\u7edf\u7684\u3001\u786e\u5b9a\u6027\u7684\u8f6f\u4ef6\u5de5\u7a0b\u4ee3\u7801\u3002LLM\u8c03\u7528\u53ea\u662f\u5176\u4e2d\u7684\u4e00\u73af\uff0c\u88ab\u7cbe\u786e\u5730\u7528\u5728\u9700\u8981\u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u3001\u751f\u6210\u6216\u51b3\u7b56\u7684\u73af\u8282\u3002\u5f00\u53d1\u8005\u4e0d\u5e94\u8be5\u5c06\u6574\u4e2a\u5e94\u7528\u7684\u63a7\u5236\u6743\u4ea4\u7ed9\u4e00\u4e2a\u201c\u8bf7\u6c42-\u5de5\u5177-\u5faa\u73af\u201d\u7684\u9ed1\u76d2\uff0c\u800c\u5e94\u8be5\u5c06LLM\u770b\u4f5c\u4e00\u4e2a\u53ef\u4ee5\u8c03\u7528\u7684\u3001\u5177\u6709\u7279\u6b8a\u80fd\u529b\u7684\u51fd\u6570\u3002<\/p>\n
\u5404\u9879\u539f\u5219\u7684\u64cd\u4f5c\u6d41\u7a0b\u8be6\u89e3<\/h3>\n
\u539f\u5219\u4e00\uff1a\u81ea\u7136\u8bed\u8a00\u5230\u5de5\u5177\u8c03\u7528 (Natural Language to Tool Calls)<\/strong>
\n\u8fd9\u662f\u667a\u80fd\u4f53\u4e0e\u5916\u754c\u4ea4\u4e92\u7684\u5165\u53e3\u3002\u5f53\u6536\u5230\u7528\u6237\u8f93\u5165\uff08\u4f8b\u5982\u201c\u5e2e\u6211\u67e5\u4e0b\u6628\u5929\u5317\u4eac\u7684\u5929\u6c14\u201d\uff09\u65f6\uff0c\u4f60\u9700\u8981\u4e00\u4e2a\u53ef\u9760\u7684\u673a\u5236\u5c06\u5176\u8f6c\u5316\u4e3a\u4e00\u4e2a\u51fd\u6570\u8c03\u7528\uff0c\u5982\u00a0search_weather(date=\"2025-07-21\", city=\"\u5317\u4eac\")<\/code>\u3002<\/p>\n\n- \u64cd\u4f5c\u65b9\u6cd5<\/strong>\uff1a\u4f7f\u7528LLM\u7684\u201c\u51fd\u6570\u8c03\u7528\u201d\u6216\u201c\u5de5\u5177\u4f7f\u7528\u201d\u529f\u80fd\u3002\u5728\u53d1\u9001\u7ed9\u6a21\u578b\u7684\u8bf7\u6c42\u4e2d\uff0c\u4f60\u4e0d\u4ec5\u8981\u63d0\u4f9b\u7528\u6237\u7684\u8f93\u5165\uff0c\u8fd8\u8981\u63d0\u4f9b\u4e00\u4efd\u8be6\u7ec6\u7684\u3001\u53ef\u4f9b\u8c03\u7528\u7684\u5de5\u5177\uff08\u51fd\u6570\uff09\u5217\u8868\u53ca\u5176\u53c2\u6570\u7684JSON Schema\u5b9a\u4e49\u3002\u6a21\u578b\u4f1a\u8fd4\u56de\u4e00\u4e2aJSON\u5bf9\u8c61\uff0c\u6307\u660e\u5e94\u8be5\u8c03\u7528\u54ea\u4e2a\u51fd\u6570\u4ee5\u53ca\u4f20\u9012\u4ec0\u4e48\u53c2\u6570\u3002\u4f60\u7684\u4ee3\u7801\u8d1f\u8d23\u89e3\u6790\u8fd9\u4e2aJSON\u5e76\u6267\u884c\u76f8\u5e94\u7684\u51fd\u6570\u3002<\/li>\n<\/ul>\n
\u539f\u5219\u4e8c\uff1a\u638c\u63a7\u4f60\u7684\u63d0\u793a\u8bcd (Own your prompts)<\/strong>
\n\u4e0d\u8981\u5728\u4ee3\u7801\u4e2d\u52a8\u6001\u751f\u6210\u590d\u6742\u7684\u63d0\u793a\u8bcd\u3002\u8fd9\u4f1a\u4f7f\u8c03\u8bd5\u548c\u8fed\u4ee3\u53d8\u5f97\u975e\u5e38\u56f0\u96be\u3002<\/p>\n\n- \u64cd\u4f5c\u65b9\u6cd5<\/strong>\uff1a\u5c06\u4f60\u7684\u63d0\u793a\u8bcd\uff08Prompts\uff09\u5f53\u4f5c\u9759\u6001\u914d\u7f6e\u6587\u4ef6\uff08\u5982\u00a0
.txt<\/code>\u00a0\u6216\u00a0.md<\/code>\u00a0\u6587\u4ef6\uff09\u6765\u7ba1\u7406\u3002\u5728\u4ee3\u7801\u4e2d\u52a0\u8f7d\u8fd9\u4e9b\u63d0\u793a\u8bcd\u6a21\u677f\uff0c\u5e76\u7528\u53d8\u91cf\u586b\u5145\u5b83\u4eec\u3002\u5c06\u8fd9\u4e9b\u63d0\u793a\u8bcd\u6587\u4ef6\u7eb3\u5165Git\u7b49\u7248\u672c\u63a7\u5236\u7cfb\u7edf\uff0c\u5c31\u50cf\u7ba1\u7406\u00a0main.py<\/code>\u00a0\u6216\u00a0index.js<\/code>\u00a0\u4e00\u6837\u3002\u8fd9\u6837\uff0c\u4f60\u53ef\u4ee5\u8ddf\u8e2a\u63d0\u793a\u8bcd\u7684\u6bcf\u4e00\u6b21\u4fee\u6539\uff0c\u5e76\u65b9\u4fbf\u5730\u8fdb\u884c\u6d4b\u8bd5\u548c\u56de\u6eda\u3002<\/li>\n<\/ul>\n\u539f\u5219\u4e09\uff1a\u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3 (Own your context window)<\/strong>
\n\u4e0a\u4e0b\u6587\u7a97\u53e3\u662fLLM\u552f\u4e00\u7684\u201c\u5185\u5b58\u201d\u3002\u8f93\u5165\u7684\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u8f93\u51fa\u7684\u8d28\u91cf\u3002\u4e0d\u8981\u4e0d\u52a0\u9009\u62e9\u5730\u5c06\u6240\u6709\u5386\u53f2\u6d88\u606f\u90fd\u585e\u8fdb\u53bb\u3002<\/p>\n\n- \u64cd\u4f5c\u65b9\u6cd5<\/strong>\uff1a\u5b9e\u65bd\u4e00\u4e2a\u7cbe\u786e\u7684\u4e0a\u4e0b\u6587\u6784\u5efa\u7b56\u7565\u3002\u5728\u6bcf\u6b21\u8c03\u7528LLM\u4e4b\u524d\uff0c\u4f60\u7684\u4ee3\u7801\u5e94\u8be5\u6839\u636e\u5f53\u524d\u4efb\u52a1\u9700\u8981\uff0c\u7cbe\u5fc3\u9009\u62e9\u548c\u7ec4\u5408\u4fe1\u606f\u3002\u8fd9\u53ef\u80fd\u5305\u62ec\uff1a\u7cfb\u7edf\u63d0\u793a\uff08system prompt\uff09\u3001\u6700\u91cd\u8981\u7684\u51e0\u6761\u5386\u53f2\u6d88\u606f\u3001\u76f8\u5173\u7684\u6587\u6863\u7247\u6bb5\uff08RAG\u7684\u7ed3\u679c\uff09\u3001\u4ee5\u53ca\u7528\u6237\u6700\u65b0\u7684\u95ee\u9898\u3002\u76ee\u6807\u662f\u4e3aLLM\u63d0\u4f9b\u89e3\u51b3\u5f53\u524d\u95ee\u9898\u6240\u9700\u7684\u6700\u5c11\u3001\u6700\u5173\u952e\u7684\u4fe1\u606f\u3002<\/li>\n<\/ul>\n
\u539f\u5219\u56db\uff1a\u5de5\u5177\u5373\u7ed3\u6784\u5316\u8f93\u51fa (Tools are just structured outputs)<\/strong>
\n\u867d\u7136\u8fd9\u4e9b\u529f\u80fd\u88ab\u79f0\u4e3a\u201c\u5de5\u5177\u201d\uff0c\u4f46\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u770b\uff0c\u5b83\u4eec\u662f\u4f60\u5f3a\u5236LLM\u8f93\u51fa\u4f60\u60f3\u8981\u7684\u3001\u683c\u5f0f\u89c4\u6574\u7684JSON\u7684\u552f\u4e00\u53ef\u9760\u65b9\u6cd5\u3002<\/p>\n\n- \u64cd\u4f5c\u65b9\u6cd5<\/strong>\uff1a\u5f53\u4f60\u9700\u8981LLM\u4e3a\u4f60\u63d0\u53d6\u4fe1\u606f\u3001\u5206\u7c7b\u6216\u505a\u4efb\u4f55\u9700\u8981\u786e\u5b9a\u6027\u8f93\u51fa\u683c\u5f0f\u7684\u4efb\u52a1\u65f6\uff0c\u5c31\u628a\u5b83\u5b9a\u4e49\u6210\u4e00\u4e2a\u201c\u5de5\u5177\u201d\u3002\u4f8b\u5982\uff0c\u4f60\u9700\u8981\u4ece\u4e00\u6bb5\u6587\u5b57\u4e2d\u63d0\u53d6\u4eba\u540d\u548c\u516c\u53f8\uff0c\u4f60\u53ef\u4ee5\u5b9a\u4e49\u4e00\u4e2a\u00a0
extract_entities(person: str, company: str)<\/code>\u00a0\u7684\u5de5\u5177\uff0cLLM\u4e3a\u4e86\u201c\u8c03\u7528\u201d\u8fd9\u4e2a\u5de5\u5177\uff0c\u5c31\u5fc5\u987b\u6309\u6b64\u683c\u5f0f\u751f\u6210\u8f93\u51fa\u3002<\/li>\n<\/ul>\n\u539f\u5219\u516b\uff1a\u638c\u63a7\u4f60\u7684\u63a7\u5236\u6d41 (Own your control flow)<\/strong>
\n\u8fd9\u662f\u4e0e\u8bb8\u591a\u81ea\u52a8\u5316\u667a\u80fd\u4f53\u6846\u67b6\u80cc\u9053\u800c\u9a70\u4f46\u81f3\u5173\u91cd\u8981\u7684\u4e00\u70b9\u3002\u5e94\u7528\u7684\u201c\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48\u201d\u4e0d\u5e94\u8be5\u5b8c\u5168\u7531LLM\u5728\u4e00\u4e2a\u5faa\u73af\u4e2d\u51b3\u5b9a\u3002<\/p>\n\n- \u64cd\u4f5c\u65b9\u6cd5<\/strong>\uff1a\u4f7f\u7528\u786e\u5b9a\u6027\u7684\u4ee3\u7801\uff08\u5982if\/else, switch\u8bed\u53e5, \u6216\u72b6\u6001\u673a\uff09\u6765\u7f16\u5199\u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u8ba2\u5355\u5904\u7406\u6d41\u7a0b\u53ef\u80fd\u662f\uff1a
\u63a5\u6536\u8ba2\u5355 -> [LLM\u5206\u7c7b\u610f\u56fe] -> if (\u67e5\u8be2) then call_query_api() else if (\u9000\u8d27) then call_refund_api()<\/code>\u3002\u5728\u8fd9\u91cc\uff0cLLM\u53ea\u8d1f\u8d23\u201c\u5206\u7c7b\u610ftu\u201d\u8fd9\u4e00\u6b65\uff0c\u800c\u6574\u4e2a\u6d41\u7a0b\u662f\u7531\u4f60\u7684\u4ee3\u7801\u63a7\u5236\u7684\u3002\u8fd9\u4f7f\u5f97\u7cfb\u7edf\u884c\u4e3a\u53ef\u9884\u6d4b\u3001\u53ef\u8c03\u8bd5\u3002<\/li>\n<\/ul>\n\u539f\u5219\u5341\uff1a\u5c0f\u800c\u4e13\u6ce8\u7684\u667a\u80fd\u4f53 (Small, Focused Agents)<\/strong>
\n\u4e0d\u8981\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u80fd\u5904\u7406\u6240\u6709\u4e8b\u60c5\u7684\u201c\u8d85\u7ea7\u667a\u80fd\u4f53\u201d\u3002<\/p>\n\n- \u64cd\u4f5c\u65b9\u6cd5<\/strong>\uff1a\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5ba2\u6237\u652f\u6301\u7cfb\u7edf\u53ef\u4ee5\u5206\u89e3\u4e3a\uff1a\u4e00\u4e2a\u7528\u4e8e\u610f\u56fe\u8bc6\u522b\u7684\u667a\u80fd\u4f53\u3001\u4e00\u4e2a\u7528\u4e8e\u67e5\u8be2\u77e5\u8bc6\u5e93\u7684\u667a\u80fd\u4f53\u3001\u4e00\u4e2a\u7528\u4e8e\u5904\u7406\u8ba2\u5355\u7684\u667a\u80fd\u4f53\u3002\u4f60\u7684\u4e3b\u63a7\u5236\u6d41\u4ee3\u7801\uff08\u539f\u5219\u516b\uff09\u8d1f\u8d23\u5728\u5b83\u4eec\u4e4b\u95f4\u8fdb\u884c\u8def\u7531\u548c\u8c03\u5ea6\u3002\u6bcf\u4e2a\u5c0f\u667a\u80fd\u4f53\u90fd\u6709\u81ea\u5df1\u4e13\u6ce8\u7684\u63d0\u793a\u8bcd\uff08\u539f\u5219\u4e8c\uff09\u548c\u5de5\u5177\u96c6\uff08\u539f\u5219\u56db\uff09\u3002<\/li>\n<\/ul>\n
\u539f\u5219\u5341\u4e8c\uff1a\u5c06\u667a\u80fd\u4f53\u8bbe\u8ba1\u6210\u4e00\u4e2a\u65e0\u72b6\u6001\u7684Reducer (Make your agent a stateless reducer)<\/strong>
\n\u8fd9\u501f\u9274\u4e86\u524d\u7aef\u6846\u67b6\uff08\u5982Redux\uff09\u7684\u72b6\u6001\u7ba1\u7406\u601d\u60f3\uff0c\u80fd\u6781\u5927\u63d0\u5347\u7cfb\u7edf\u7684\u53ef\u6d4b\u8bd5\u6027\u548c\u53ef\u9884\u6d4b\u6027\u3002<\/p>\n\n- \u64cd\u4f5c\u65b9\u6cd5<\/strong>\uff1a\u5c06\u4f60\u7684\u667a\u80fd\u4f53\u6216\u5176\u4e2d\u7684\u4e00\u4e2a\u6b65\u9aa4\u5b9e\u73b0\u4e3a\u4e00\u4e2a\u7eaf\u51fd\u6570\uff0c\u5176\u7b7e\u540d\u7c7b\u4f3c\u4e8e\u00a0
(currentState, event) => newState<\/code>\u3002\n\ncurrentState<\/code>\u00a0\u662f\u5f53\u524d\u5e94\u7528\u7684\u6240\u6709\u72b6\u6001\u3002<\/li>\nevent<\/code>\u00a0\u662f\u521a\u521a\u53d1\u751f\u7684\u4e8b\u4ef6\uff08\u6bd4\u5982\u7528\u6237\u7684\u65b0\u6d88\u606f\u6216API\u7684\u8fd4\u56de\u7ed3\u679c\uff09\u3002<\/li>\n- \u51fd\u6570\u7684\u8fd4\u56de\u503c\u00a0
newState<\/code>\u00a0\u662f\u66f4\u65b0\u540e\u7684\u72b6\u6001\u3002
\n\u8fd9\u4e2a\u51fd\u6570\u672c\u8eab\u662f\u65e0\u72b6\u6001\u7684\uff08\u4e0d\u4f9d\u8d56\u4efb\u4f55\u5916\u90e8\u53d8\u91cf\uff09\uff0c\u5b83\u6240\u505a\u7684\u53ea\u662f\u6839\u636e\u8f93\u5165\u8ba1\u7b97\u8f93\u51fa\u3002\u8fd9\u4f7f\u5f97\u7f16\u5199\u5355\u5143\u6d4b\u8bd5\u53d8\u5f97\u975e\u5e38\u5bb9\u6613\uff1a\u4f60\u53ea\u9700\u8981\u63d0\u4f9b\u4e0d\u540c\u7684\u00a0currentState<\/code>\u00a0\u548c\u00a0event<\/code>\u00a0\u7ec4\u5408\uff0c\u7136\u540e\u65ad\u8a00\u00a0newState<\/code>\u00a0\u662f\u5426\u7b26\u5408\u9884\u671f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\u901a\u8fc7\u9075\u5faa\u8fd9\u4e9b\u539f\u5219\uff0c\u4f60\u53ef\u4ee5\u6784\u5efa\u51fa\u884c\u4e3a\u66f4\u52a0\u7a33\u5b9a\u3001\u8c03\u8bd5\u66f4\u52a0\u5bb9\u6613\u3001\u5e76\u4e14\u80fd\u591f\u4e0e\u73b0\u6709\u8f6f\u4ef6\u7cfb\u7edf\u548c\u8c10\u5171\u5b58\u7684LLM\u5e94\u7528\u3002<\/p>\n
\u5e94\u7528\u573a\u666f<\/h2>\n\n- \u4e3a\u73b0\u6709SaaS\u4ea7\u54c1\u589e\u52a0AI\u529f\u80fd<\/strong>
\n\u5bf9\u4e8e\u4e00\u4e2a\u5df2\u7ecf\u62e5\u6709\u7a33\u5b9a\u4e1a\u52a1\u903b\u8f91\u7684\u6210\u719fSaaS\u4ea7\u54c1\uff08\u5982CRM\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff09\uff0c\u5f00\u53d1\u8005\u5e0c\u671b\u5728\u4e0d\u91cd\u5199\u6838\u5fc3\u4ee3\u7801\u7684\u524d\u63d0\u4e0b\uff0c\u6e10\u8fdb\u5f0f\u5730\u5f15\u5165AI\u529f\u80fd\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u539f\u5219\u4e00\u548c\u539f\u5219\u516b\uff0c\u5c06\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff08\u201c\u521b\u5efa\u4e0b\u5468\u4e00\u622a\u6b62\u7684\u4efb\u52a1\uff0c\u5206\u914d\u7ed9\u5f20\u4e09\u201d\uff09\u8f6c\u5316\u4e3a\u5bf9\u73b0\u6709API\u7684\u8c03\u7528\uff0c\u540c\u65f6\u4fdd\u6301\u6838\u5fc3\u4efb\u52a1\u521b\u5efa\u903b\u8f91\u7684\u7a33\u5b9a\u6027\u3002<\/li>\n- \u5f00\u53d1\u9762\u5411\u6700\u7ec8\u7528\u6237\u7684\u9ad8\u8d28\u91cfAI\u52a9\u7406<\/strong>
\n\u5f53\u5f00\u53d1\u4e00\u4e2a\u76f4\u63a5\u4e0e\u4ed8\u8d39\u5ba2\u6237\u4ea4\u4e92\u7684AI\u52a9\u7406\u65f6\uff0c\u53ef\u9760\u6027\u548c\u7528\u6237\u4f53\u9a8c\u81f3\u5173\u91cd\u8981\u3002\u76f4\u63a5\u4f7f\u7528\u901a\u7528\u6846\u67b6\u53ef\u80fd\u4f1a\u5728\u5904\u7406\u590d\u6742\u6216\u8fb9\u7f18\u60c5\u51b5\u65f6\u51fa\u73b0\u4e0d\u53ef\u9884\u6d4b\u7684\u884c\u4e3a\u3002\u901a\u8fc7\u5e94\u7528\u8fd9\u4e9b\u539f\u5219\uff0c\u7279\u522b\u662f\u539f\u5219\u4e09\uff08\u638c\u63a7\u4e0a\u4e0b\u6587\uff09\u3001\u539f\u5219\u516b\uff08\u638c\u63a7\u63a7\u5236\u6d41\uff09\u548c\u539f\u5219\u4e5d\uff08\u538b\u7f29\u9519\u8bef\u4fe1\u606f\uff09\uff0c\u53ef\u4ee5\u786e\u4fdd\u52a9\u7406\u5728\u9047\u5230\u95ee\u9898\u65f6\u80fd\u4f18\u96c5\u5730\u5904\u7406\uff0c\u6216\u8005\u5728\u9700\u8981\u65f6\u901a\u8fc7\u539f\u5219\u4e03\uff08\u4e0e\u4eba\u7c7b\u4ea4\u4e92\uff09\u5bfb\u6c42\u5e2e\u52a9\uff0c\u800c\u4e0d\u662f\u7ed9\u51fa\u9519\u8bef\u7684\u7b54\u6848\u6216\u5d29\u6e83\u3002<\/li>\n- \u5c06AI\u539f\u578b\u4ea7\u54c1\u5316<\/strong>
\n\u8bb8\u591a\u56e2\u961f\u4f7f\u7528\u9ad8\u7ea7\u6846\u67b6\u5feb\u901f\u6784\u5efa\u51fa\u4e86\u4e00\u4e2a\u6548\u679c\u60ca\u8273\u7684\u539f\u578b\uff08Demo\uff09\uff0c\u4f46\u5728\u51c6\u5907\u5c06\u5176\u4f5c\u4e3a\u6b63\u5f0f\u4ea7\u54c1\u53d1\u5e03\u65f6\uff0c\u53d1\u73b0\u539f\u578b\u5728\u771f\u5b9e\u4e16\u754c\u7684\u590d\u6742\u573a\u666f\u4e0b\u8868\u73b0\u4e0d\u7a33\u5b9a\uff08\u8d28\u91cf\u65e0\u6cd5\u7a81\u783480%\uff09\u3002\u6b64\u65f6\uff0c”12-Factor Agents” \u63d0\u4f9b\u4e86\u4e00\u5957\u201c\u91cd\u6784\u201d\u6307\u5357\u3002\u56e2\u961f\u53ef\u4ee5\u6309\u7167\u8fd9\u4e9b\u539f\u5219\uff0c\u7528\u66f4\u5065\u58ee\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5b9e\u8df5\u6765\u91cd\u65b0\u5ba1\u89c6\u548c\u6539\u9020\u539f\u578b\u4ee3\u7801\uff0c\u4f8b\u5982\u5c06\u6a21\u7cca\u7684\u63a7\u5236\u6d41\uff08loop-until-done\uff09\u91cd\u6784\u6210\u660e\u786e\u7684\u72b6\u6001\u673a\uff08\u539f\u5219\u516b\uff09\uff0c\u5e76\u5c06\u5206\u6563\u7684\u63d0\u793a\u8bcd\u548c\u72b6\u6001\u7ba1\u7406\u8fdb\u884c\u7edf\u4e00\uff08\u539f\u5219\u4e8c\u548c\u539f\u5219\u4e94\uff09\u3002<\/li>\n<\/ol>\nQA<\/h2>\n\n- “12-Factor Agents”\u662f\u4e00\u4e2a\u53ef\u4ee5\u5b89\u88c5\u7684\u8f6f\u4ef6\u6846\u67b6\u5417\uff1f<\/strong>
\n\u4e0d\u662f\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u50cfLangChain\u6216Griptape\u90a3\u6837\u53ef\u4ee5\u76f4\u63a5pip install<\/code>\u7684\u8f6f\u4ef6\u5305\u3002\u5b83\u662f\u4e00\u5957\u8bbe\u8ba1\u7406\u5ff5\u548c\u67b6\u6784\u539f\u5219\uff0c\u65e8\u5728\u6307\u5bfc\u5f00\u53d1\u8005\u5982\u4f55\u66f4\u597d\u5730\u7ec4\u7ec7\u81ea\u5df1\u7684\u4ee3\u7801\u548c\u601d\u8003\u65b9\u5f0f\uff0c\u6765\u6784\u5efa\u53ef\u9760\u7684LLM\u5e94\u7528\u3002\u5b83\u662f\u4e00\u4efd\u6587\u6863\uff0c\u4e00\u79cd\u65b9\u6cd5\u8bba\u3002<\/li>\n- \u4e3a\u4ec0\u4e48\u8981\u81ea\u5df1\u638c\u63a7\u63a7\u5236\u6d41\uff0c\u800c\u4e0d\u662f\u8ba9LLM\u6765\u51b3\u5b9a\uff1f\u8fd9\u4e0d\u6b63\u662f\u667a\u80fd\u4f53\u7684\u9b45\u529b\u6240\u5728\u5417\uff1f<\/strong>
\n\u8fd9\u6b63\u662f\u8be5\u65b9\u6cd5\u8bba\u7684\u6838\u5fc3\u89c2\u70b9\u4e4b\u4e00\u3002\u8ba9LLM\u5b8c\u5168\u51b3\u5b9a\u63a7\u5236\u6d41\uff08\u5373\u201c\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48\u201d\uff09\u7684\u9b45\u529b\u5728\u4e8e\u5176\u7075\u6d3b\u6027\u548c\u53d1\u73b0\u65b0\u8def\u5f84\u7684\u6f5c\u529b\u3002\u7136\u800c\uff0c\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u4e5f\u5e26\u6765\u4e86\u5de8\u5927\u7684\u98ce\u9669\u548c\u8c03\u8bd5\u56f0\u96be\u3002\u5f53\u5e94\u7528\u51fa\u9519\u65f6\uff0c\u4f60\u5f88\u96be\u5b9a\u4f4d\u95ee\u9898\u662f\u51fa\u5728LLM\u7684\u51b3\u7b56\u4e0a\uff0c\u8fd8\u662f\u5de5\u5177\u7684\u6267\u884c\u4e0a\u3002”12-Factor Agents” \u4e3b\u5f20\u5c06\u6838\u5fc3\u7684\u3001\u9ad8\u98ce\u9669\u7684\u4e1a\u52a1\u6d41\u7a0b\u7528\u786e\u5b9a\u6027\u7684\u4ee3\u7801\uff08\u5982\u72b6\u6001\u673a\uff09\u6765\u5b9a\u4e49\uff0c\u800c\u5728\u6d41\u7a0b\u7684\u67d0\u4e9b\u8282\u70b9\u4e0a\uff0c\u53ef\u4ee5\u8c03\u7528LLM\u6765\u505a\u51fa\u5c40\u90e8\u51b3\u7b56\uff08\u5982\u5206\u7c7b\u3001\u63d0\u53d6\u4fe1\u606f\u7b49\uff09\u3002\u8fd9\u6837\u65e2\u5229\u7528\u4e86LLM\u7684\u80fd\u529b\uff0c\u53c8\u4fdd\u8bc1\u4e86\u7cfb\u7edf\u7684\u6574\u4f53\u53ef\u9884\u6d4b\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/li>\n- \u8fd9\u5957\u539f\u5219\u662f\u5426\u610f\u5473\u7740\u6211\u5b8c\u5168\u4e0d\u80fd\u4f7f\u7528\u73b0\u6709\u7684AI\u6846\u67b6\u4e86\uff1f<\/strong>
\n\u5e76\u975e\u5982\u6b64\u3002\u4f60\u5b8c\u5168\u53ef\u4ee5\u5728\u9075\u5faa\u8fd9\u4e9b\u539f\u5219\u7684\u540c\u65f6\uff0c\u4f7f\u7528\u73b0\u6709\u6846\u67b6\u3002\u5173\u952e\u5728\u4e8e\u5982\u4f55\u4f7f\u7528\u5b83\u4eec\u3002\u4f60\u53ef\u4ee5\u5c06\u6846\u67b6\u770b\u4f5c\u4e00\u4e2a\u63d0\u4f9b\u4fbf\u5229\u5de5\u5177\u7684\u201c\u5e93\u201d\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u63a7\u5236\u4f60\u6574\u4e2a\u5e94\u7528\u6d41\u7a0b\u7684\u201c\u6846\u67b6\u201d\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u67d0\u4e2a\u6846\u67b6\u63d0\u4f9b\u7684\u5de5\u5177\u8c03\u7528\u89e3\u6790\u529f\u80fd\uff0c\u4f46\u81ea\u5df1\u6765\u7f16\u5199\u4e3b\u63a7\u5236\u6d41\uff1b\u6216\u8005\u4f7f\u7528\u5b83\u63d0\u4f9b\u7684RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6a21\u5757\u6765\u586b\u5145\u4e0a\u4e0b\u6587\uff0c\u4f46\u4e0a\u4e0b\u6587\u7684\u5177\u4f53\u5185\u5bb9\u7531\u4f60\u81ea\u5df1\u6839\u636e\u539f\u5219\u4e09\u6765\u7cbe\u786e\u63a7\u5236\u3002\u91cd\u70b9\u5728\u4e8e\u4fdd\u6301\u5bf9\u5e94\u7528\u5173\u952e\u90e8\u5206\u7684\u638c\u63a7\u6743\uff0c\u800c\u4e0d\u662f\u5c06\u6240\u6709\u4e1c\u897f\u90fd\u5916\u5305\u7ed9\u6846\u67b6\u3002<\/li>\n- \u5bf9\u4e8e\u6ca1\u6709AI\u80cc\u666f\u7684\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff0c\u8fd9\u5957\u539f\u5219\u662f\u5426\u5bb9\u6613\u4e0a\u624b\uff1f<\/strong>
\n\u975e\u5e38\u5bb9\u6613\uff0c\u751a\u81f3\u53ef\u4ee5\u8bf4\u8fd9\u5957\u539f\u5219\u5c31\u662f\u4e3a\u4f18\u79c0\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u91cf\u8eab\u5b9a\u505a\u7684\u3002\u5b83\u7684\u5927\u90e8\u5206\u5185\u5bb9\uff08\u5982\u7248\u672c\u63a7\u5236\u3001\u72b6\u6001\u7ba1\u7406\u3001\u6a21\u5757\u5316\u3001\u786e\u5b9a\u6027\u63a7\u5236\u6d41\uff09\u90fd\u662f\u8f6f\u4ef6\u5de5\u7a0b\u7684\u6700\u4f73\u5b9e\u8df5\u3002\u5b83\u9f13\u52b1\u5de5\u7a0b\u5e08\u7528\u81ea\u5df1\u5df2\u7ecf\u719f\u6089\u7684\u3001\u53ef\u9760\u7684\u5de5\u7a0b\u601d\u7ef4\u53bb\u9a7e\u9a6dLLM\uff0c\u800c\u4e0d\u662f\u8981\u6c42\u4ed6\u4eec\u53bb\u5b66\u4e60\u4e00\u5957\u5168\u65b0\u7684\u3001\u57fa\u4e8e\u6982\u7387\u7684\u7f16\u7a0b\u8303\u5f0f\u3002\u5b83\u5c06LLM\u201c\u964d\u7ea7\u201d\u4e3a\u4e00\u4e2a\u5f3a\u5927\u7684\u3001\u4f46\u9700\u8981\u88ab\u8c28\u614e\u7ba1\u7406\u7684\u201c\u7ec4\u4ef6\u201d\uff0c\u8ba9\u5de5\u7a0b\u5e08\u53ef\u4ee5\u5728\u81ea\u5df1\u719f\u6089\u7684\u9886\u57df\u91cc\u53d1\u6325\u4f5c\u7528\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"\u7efc\u5408\u4ecb\u7ecd “12-Factor Agents” \u4e0d\u662f\u4e00\u4e2a\u5177\u4f53\u7684\u8f6f\u4ef6\u5e93\u6216\u6846\u67b6\uff0c\u800c\u662f\u4e00\u5957\u7528\u4e8e\u6784\u5efa\u53ef\u9760\u3001\u53ef\u6269\u5c55\u4e14\u6613\u4e8e\u7ef4\u62a4\u7684LLM\uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\u5e94\u7528\u7684\u8bbe\u8ba1\u539f\u5219\u3002\u8fd9\u4e2a\u9879\u76ee\u7531\u5f00\u53d1\u8005Dex\u53d1\u8d77\uff0c\u4ed6\u53d1\u73b0\u8bb8\u591a\u56e2\u961f\u5728\u4f7f\u7528\u73b0\u6709AI\u667a\u80fd\u4f53…<\/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-33063","post","type-post","status-publish","format-standard","hentry","category-kecheng"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/33063","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=33063"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/33063\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=33063"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=33063"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=33063"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\u4f7f\u7528\u5e2e\u52a9<\/h2>\n
“12-Factor Agents” \u662f\u4e00\u5957\u601d\u60f3\u548c\u67b6\u6784\u539f\u5219\uff0c\u5b83\u6ca1\u6709\u5b89\u88c5\u6d41\u7a0b\u3002\u5b83\u7684\u201c\u4f7f\u7528\u201d\u6307\u7684\u662f\u5f00\u53d1\u8005\u5728\u81ea\u5df1\u7684\u9879\u76ee\u4e2d\u91c7\u7eb3\u5e76\u5b9e\u8df5\u8fd9\u4e9b\u539f\u5219\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5728\u8f6f\u4ef6\u5de5\u7a0b\u5b9e\u8df5\u4e2d\u5e94\u7528\u8fd912\u6761\u539f\u5219\u3002<\/p>\n
\u6838\u5fc3\u7406\u5ff5\uff1aAI\u5e94\u7528\u9996\u5148\u662f\u8f6f\u4ef6<\/h3>\n
\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u6700\u91cd\u8981\u662f\u7406\u89e3\u5176\u6838\u5fc3\u54f2\u5b66\uff1a\u4e00\u4e2a\u6240\u8c13\u201cAI\u5e94\u7528\u201d\u6216\u201cAI\u667a\u80fd\u4f53\u201d\uff0c\u5176\u7edd\u5927\u90e8\u5206\u4ee3\u7801\u5e94\u8be5\u662f\u4f20\u7edf\u7684\u3001\u786e\u5b9a\u6027\u7684\u8f6f\u4ef6\u5de5\u7a0b\u4ee3\u7801\u3002LLM\u8c03\u7528\u53ea\u662f\u5176\u4e2d\u7684\u4e00\u73af\uff0c\u88ab\u7cbe\u786e\u5730\u7528\u5728\u9700\u8981\u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u3001\u751f\u6210\u6216\u51b3\u7b56\u7684\u73af\u8282\u3002\u5f00\u53d1\u8005\u4e0d\u5e94\u8be5\u5c06\u6574\u4e2a\u5e94\u7528\u7684\u63a7\u5236\u6743\u4ea4\u7ed9\u4e00\u4e2a\u201c\u8bf7\u6c42-\u5de5\u5177-\u5faa\u73af\u201d\u7684\u9ed1\u76d2\uff0c\u800c\u5e94\u8be5\u5c06LLM\u770b\u4f5c\u4e00\u4e2a\u53ef\u4ee5\u8c03\u7528\u7684\u3001\u5177\u6709\u7279\u6b8a\u80fd\u529b\u7684\u51fd\u6570\u3002<\/p>\n
\u5404\u9879\u539f\u5219\u7684\u64cd\u4f5c\u6d41\u7a0b\u8be6\u89e3<\/h3>\n
\u539f\u5219\u4e00\uff1a\u81ea\u7136\u8bed\u8a00\u5230\u5de5\u5177\u8c03\u7528 (Natural Language to Tool Calls)<\/strong> \u539f\u5219\u4e8c\uff1a\u638c\u63a7\u4f60\u7684\u63d0\u793a\u8bcd (Own your prompts)<\/strong> \u539f\u5219\u4e09\uff1a\u638c\u63a7\u4f60\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3 (Own your context window)<\/strong> \u539f\u5219\u56db\uff1a\u5de5\u5177\u5373\u7ed3\u6784\u5316\u8f93\u51fa (Tools are just structured outputs)<\/strong> \u539f\u5219\u516b\uff1a\u638c\u63a7\u4f60\u7684\u63a7\u5236\u6d41 (Own your control flow)<\/strong> \u539f\u5219\u5341\uff1a\u5c0f\u800c\u4e13\u6ce8\u7684\u667a\u80fd\u4f53 (Small, Focused Agents)<\/strong> \u539f\u5219\u5341\u4e8c\uff1a\u5c06\u667a\u80fd\u4f53\u8bbe\u8ba1\u6210\u4e00\u4e2a\u65e0\u72b6\u6001\u7684Reducer (Make your agent a stateless reducer)<\/strong> \u901a\u8fc7\u9075\u5faa\u8fd9\u4e9b\u539f\u5219\uff0c\u4f60\u53ef\u4ee5\u6784\u5efa\u51fa\u884c\u4e3a\u66f4\u52a0\u7a33\u5b9a\u3001\u8c03\u8bd5\u66f4\u52a0\u5bb9\u6613\u3001\u5e76\u4e14\u80fd\u591f\u4e0e\u73b0\u6709\u8f6f\u4ef6\u7cfb\u7edf\u548c\u8c10\u5171\u5b58\u7684LLM\u5e94\u7528\u3002<\/p>\n \u7efc\u5408\u4ecb\u7ecd “12-Factor Agents” \u4e0d\u662f\u4e00\u4e2a\u5177\u4f53\u7684\u8f6f\u4ef6\u5e93\u6216\u6846\u67b6\uff0c\u800c\u662f\u4e00\u5957\u7528\u4e8e\u6784\u5efa\u53ef\u9760\u3001\u53ef\u6269\u5c55\u4e14\u6613\u4e8e\u7ef4\u62a4\u7684LLM\uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\u5e94\u7528\u7684\u8bbe\u8ba1\u539f\u5219\u3002\u8fd9\u4e2a\u9879\u76ee\u7531\u5f00\u53d1\u8005Dex\u53d1\u8d77\uff0c\u4ed6\u53d1\u73b0\u8bb8\u591a\u56e2\u961f\u5728\u4f7f\u7528\u73b0\u6709AI\u667a\u80fd\u4f53…<\/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-33063","post","type-post","status-publish","format-standard","hentry","category-kecheng"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/33063","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=33063"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/33063\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=33063"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=33063"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=33063"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\n\u8fd9\u662f\u667a\u80fd\u4f53\u4e0e\u5916\u754c\u4ea4\u4e92\u7684\u5165\u53e3\u3002\u5f53\u6536\u5230\u7528\u6237\u8f93\u5165\uff08\u4f8b\u5982\u201c\u5e2e\u6211\u67e5\u4e0b\u6628\u5929\u5317\u4eac\u7684\u5929\u6c14\u201d\uff09\u65f6\uff0c\u4f60\u9700\u8981\u4e00\u4e2a\u53ef\u9760\u7684\u673a\u5236\u5c06\u5176\u8f6c\u5316\u4e3a\u4e00\u4e2a\u51fd\u6570\u8c03\u7528\uff0c\u5982\u00a0search_weather(date=\"2025-07-21\", city=\"\u5317\u4eac\")<\/code>\u3002<\/p>\n\n
\n\u4e0d\u8981\u5728\u4ee3\u7801\u4e2d\u52a8\u6001\u751f\u6210\u590d\u6742\u7684\u63d0\u793a\u8bcd\u3002\u8fd9\u4f1a\u4f7f\u8c03\u8bd5\u548c\u8fed\u4ee3\u53d8\u5f97\u975e\u5e38\u56f0\u96be\u3002<\/p>\n\n
.txt<\/code>\u00a0\u6216\u00a0.md<\/code>\u00a0\u6587\u4ef6\uff09\u6765\u7ba1\u7406\u3002\u5728\u4ee3\u7801\u4e2d\u52a0\u8f7d\u8fd9\u4e9b\u63d0\u793a\u8bcd\u6a21\u677f\uff0c\u5e76\u7528\u53d8\u91cf\u586b\u5145\u5b83\u4eec\u3002\u5c06\u8fd9\u4e9b\u63d0\u793a\u8bcd\u6587\u4ef6\u7eb3\u5165Git\u7b49\u7248\u672c\u63a7\u5236\u7cfb\u7edf\uff0c\u5c31\u50cf\u7ba1\u7406\u00a0main.py<\/code>\u00a0\u6216\u00a0index.js<\/code>\u00a0\u4e00\u6837\u3002\u8fd9\u6837\uff0c\u4f60\u53ef\u4ee5\u8ddf\u8e2a\u63d0\u793a\u8bcd\u7684\u6bcf\u4e00\u6b21\u4fee\u6539\uff0c\u5e76\u65b9\u4fbf\u5730\u8fdb\u884c\u6d4b\u8bd5\u548c\u56de\u6eda\u3002<\/li>\n<\/ul>\n
\n\u4e0a\u4e0b\u6587\u7a97\u53e3\u662fLLM\u552f\u4e00\u7684\u201c\u5185\u5b58\u201d\u3002\u8f93\u5165\u7684\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u8f93\u51fa\u7684\u8d28\u91cf\u3002\u4e0d\u8981\u4e0d\u52a0\u9009\u62e9\u5730\u5c06\u6240\u6709\u5386\u53f2\u6d88\u606f\u90fd\u585e\u8fdb\u53bb\u3002<\/p>\n\n
\n\u867d\u7136\u8fd9\u4e9b\u529f\u80fd\u88ab\u79f0\u4e3a\u201c\u5de5\u5177\u201d\uff0c\u4f46\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u770b\uff0c\u5b83\u4eec\u662f\u4f60\u5f3a\u5236LLM\u8f93\u51fa\u4f60\u60f3\u8981\u7684\u3001\u683c\u5f0f\u89c4\u6574\u7684JSON\u7684\u552f\u4e00\u53ef\u9760\u65b9\u6cd5\u3002<\/p>\n\n
extract_entities(person: str, company: str)<\/code>\u00a0\u7684\u5de5\u5177\uff0cLLM\u4e3a\u4e86\u201c\u8c03\u7528\u201d\u8fd9\u4e2a\u5de5\u5177\uff0c\u5c31\u5fc5\u987b\u6309\u6b64\u683c\u5f0f\u751f\u6210\u8f93\u51fa\u3002<\/li>\n<\/ul>\n
\n\u8fd9\u662f\u4e0e\u8bb8\u591a\u81ea\u52a8\u5316\u667a\u80fd\u4f53\u6846\u67b6\u80cc\u9053\u800c\u9a70\u4f46\u81f3\u5173\u91cd\u8981\u7684\u4e00\u70b9\u3002\u5e94\u7528\u7684\u201c\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48\u201d\u4e0d\u5e94\u8be5\u5b8c\u5168\u7531LLM\u5728\u4e00\u4e2a\u5faa\u73af\u4e2d\u51b3\u5b9a\u3002<\/p>\n\n
\u63a5\u6536\u8ba2\u5355 -> [LLM\u5206\u7c7b\u610f\u56fe] -> if (\u67e5\u8be2) then call_query_api() else if (\u9000\u8d27) then call_refund_api()<\/code>\u3002\u5728\u8fd9\u91cc\uff0cLLM\u53ea\u8d1f\u8d23\u201c\u5206\u7c7b\u610ftu\u201d\u8fd9\u4e00\u6b65\uff0c\u800c\u6574\u4e2a\u6d41\u7a0b\u662f\u7531\u4f60\u7684\u4ee3\u7801\u63a7\u5236\u7684\u3002\u8fd9\u4f7f\u5f97\u7cfb\u7edf\u884c\u4e3a\u53ef\u9884\u6d4b\u3001\u53ef\u8c03\u8bd5\u3002<\/li>\n<\/ul>\n
\n\u4e0d\u8981\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u80fd\u5904\u7406\u6240\u6709\u4e8b\u60c5\u7684\u201c\u8d85\u7ea7\u667a\u80fd\u4f53\u201d\u3002<\/p>\n\n
\n\u8fd9\u501f\u9274\u4e86\u524d\u7aef\u6846\u67b6\uff08\u5982Redux\uff09\u7684\u72b6\u6001\u7ba1\u7406\u601d\u60f3\uff0c\u80fd\u6781\u5927\u63d0\u5347\u7cfb\u7edf\u7684\u53ef\u6d4b\u8bd5\u6027\u548c\u53ef\u9884\u6d4b\u6027\u3002<\/p>\n\n
(currentState, event) => newState<\/code>\u3002\n\n
currentState<\/code>\u00a0\u662f\u5f53\u524d\u5e94\u7528\u7684\u6240\u6709\u72b6\u6001\u3002<\/li>\nevent<\/code>\u00a0\u662f\u521a\u521a\u53d1\u751f\u7684\u4e8b\u4ef6\uff08\u6bd4\u5982\u7528\u6237\u7684\u65b0\u6d88\u606f\u6216API\u7684\u8fd4\u56de\u7ed3\u679c\uff09\u3002<\/li>\nnewState<\/code>\u00a0\u662f\u66f4\u65b0\u540e\u7684\u72b6\u6001\u3002
\n\u8fd9\u4e2a\u51fd\u6570\u672c\u8eab\u662f\u65e0\u72b6\u6001\u7684\uff08\u4e0d\u4f9d\u8d56\u4efb\u4f55\u5916\u90e8\u53d8\u91cf\uff09\uff0c\u5b83\u6240\u505a\u7684\u53ea\u662f\u6839\u636e\u8f93\u5165\u8ba1\u7b97\u8f93\u51fa\u3002\u8fd9\u4f7f\u5f97\u7f16\u5199\u5355\u5143\u6d4b\u8bd5\u53d8\u5f97\u975e\u5e38\u5bb9\u6613\uff1a\u4f60\u53ea\u9700\u8981\u63d0\u4f9b\u4e0d\u540c\u7684\u00a0currentState<\/code>\u00a0\u548c\u00a0event<\/code>\u00a0\u7ec4\u5408\uff0c\u7136\u540e\u65ad\u8a00\u00a0newState<\/code>\u00a0\u662f\u5426\u7b26\u5408\u9884\u671f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\u5e94\u7528\u573a\u666f<\/h2>\n
\n
\n\u5bf9\u4e8e\u4e00\u4e2a\u5df2\u7ecf\u62e5\u6709\u7a33\u5b9a\u4e1a\u52a1\u903b\u8f91\u7684\u6210\u719fSaaS\u4ea7\u54c1\uff08\u5982CRM\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff09\uff0c\u5f00\u53d1\u8005\u5e0c\u671b\u5728\u4e0d\u91cd\u5199\u6838\u5fc3\u4ee3\u7801\u7684\u524d\u63d0\u4e0b\uff0c\u6e10\u8fdb\u5f0f\u5730\u5f15\u5165AI\u529f\u80fd\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u539f\u5219\u4e00\u548c\u539f\u5219\u516b\uff0c\u5c06\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff08\u201c\u521b\u5efa\u4e0b\u5468\u4e00\u622a\u6b62\u7684\u4efb\u52a1\uff0c\u5206\u914d\u7ed9\u5f20\u4e09\u201d\uff09\u8f6c\u5316\u4e3a\u5bf9\u73b0\u6709API\u7684\u8c03\u7528\uff0c\u540c\u65f6\u4fdd\u6301\u6838\u5fc3\u4efb\u52a1\u521b\u5efa\u903b\u8f91\u7684\u7a33\u5b9a\u6027\u3002<\/li>\n
\n\u5f53\u5f00\u53d1\u4e00\u4e2a\u76f4\u63a5\u4e0e\u4ed8\u8d39\u5ba2\u6237\u4ea4\u4e92\u7684AI\u52a9\u7406\u65f6\uff0c\u53ef\u9760\u6027\u548c\u7528\u6237\u4f53\u9a8c\u81f3\u5173\u91cd\u8981\u3002\u76f4\u63a5\u4f7f\u7528\u901a\u7528\u6846\u67b6\u53ef\u80fd\u4f1a\u5728\u5904\u7406\u590d\u6742\u6216\u8fb9\u7f18\u60c5\u51b5\u65f6\u51fa\u73b0\u4e0d\u53ef\u9884\u6d4b\u7684\u884c\u4e3a\u3002\u901a\u8fc7\u5e94\u7528\u8fd9\u4e9b\u539f\u5219\uff0c\u7279\u522b\u662f\u539f\u5219\u4e09\uff08\u638c\u63a7\u4e0a\u4e0b\u6587\uff09\u3001\u539f\u5219\u516b\uff08\u638c\u63a7\u63a7\u5236\u6d41\uff09\u548c\u539f\u5219\u4e5d\uff08\u538b\u7f29\u9519\u8bef\u4fe1\u606f\uff09\uff0c\u53ef\u4ee5\u786e\u4fdd\u52a9\u7406\u5728\u9047\u5230\u95ee\u9898\u65f6\u80fd\u4f18\u96c5\u5730\u5904\u7406\uff0c\u6216\u8005\u5728\u9700\u8981\u65f6\u901a\u8fc7\u539f\u5219\u4e03\uff08\u4e0e\u4eba\u7c7b\u4ea4\u4e92\uff09\u5bfb\u6c42\u5e2e\u52a9\uff0c\u800c\u4e0d\u662f\u7ed9\u51fa\u9519\u8bef\u7684\u7b54\u6848\u6216\u5d29\u6e83\u3002<\/li>\n
\n\u8bb8\u591a\u56e2\u961f\u4f7f\u7528\u9ad8\u7ea7\u6846\u67b6\u5feb\u901f\u6784\u5efa\u51fa\u4e86\u4e00\u4e2a\u6548\u679c\u60ca\u8273\u7684\u539f\u578b\uff08Demo\uff09\uff0c\u4f46\u5728\u51c6\u5907\u5c06\u5176\u4f5c\u4e3a\u6b63\u5f0f\u4ea7\u54c1\u53d1\u5e03\u65f6\uff0c\u53d1\u73b0\u539f\u578b\u5728\u771f\u5b9e\u4e16\u754c\u7684\u590d\u6742\u573a\u666f\u4e0b\u8868\u73b0\u4e0d\u7a33\u5b9a\uff08\u8d28\u91cf\u65e0\u6cd5\u7a81\u783480%\uff09\u3002\u6b64\u65f6\uff0c”12-Factor Agents” \u63d0\u4f9b\u4e86\u4e00\u5957\u201c\u91cd\u6784\u201d\u6307\u5357\u3002\u56e2\u961f\u53ef\u4ee5\u6309\u7167\u8fd9\u4e9b\u539f\u5219\uff0c\u7528\u66f4\u5065\u58ee\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5b9e\u8df5\u6765\u91cd\u65b0\u5ba1\u89c6\u548c\u6539\u9020\u539f\u578b\u4ee3\u7801\uff0c\u4f8b\u5982\u5c06\u6a21\u7cca\u7684\u63a7\u5236\u6d41\uff08loop-until-done\uff09\u91cd\u6784\u6210\u660e\u786e\u7684\u72b6\u6001\u673a\uff08\u539f\u5219\u516b\uff09\uff0c\u5e76\u5c06\u5206\u6563\u7684\u63d0\u793a\u8bcd\u548c\u72b6\u6001\u7ba1\u7406\u8fdb\u884c\u7edf\u4e00\uff08\u539f\u5219\u4e8c\u548c\u539f\u5219\u4e94\uff09\u3002<\/li>\n<\/ol>\nQA<\/h2>\n
\n
\n\u4e0d\u662f\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u50cfLangChain\u6216Griptape\u90a3\u6837\u53ef\u4ee5\u76f4\u63a5pip install<\/code>\u7684\u8f6f\u4ef6\u5305\u3002\u5b83\u662f\u4e00\u5957\u8bbe\u8ba1\u7406\u5ff5\u548c\u67b6\u6784\u539f\u5219\uff0c\u65e8\u5728\u6307\u5bfc\u5f00\u53d1\u8005\u5982\u4f55\u66f4\u597d\u5730\u7ec4\u7ec7\u81ea\u5df1\u7684\u4ee3\u7801\u548c\u601d\u8003\u65b9\u5f0f\uff0c\u6765\u6784\u5efa\u53ef\u9760\u7684LLM\u5e94\u7528\u3002\u5b83\u662f\u4e00\u4efd\u6587\u6863\uff0c\u4e00\u79cd\u65b9\u6cd5\u8bba\u3002<\/li>\n
\n\u8fd9\u6b63\u662f\u8be5\u65b9\u6cd5\u8bba\u7684\u6838\u5fc3\u89c2\u70b9\u4e4b\u4e00\u3002\u8ba9LLM\u5b8c\u5168\u51b3\u5b9a\u63a7\u5236\u6d41\uff08\u5373\u201c\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48\u201d\uff09\u7684\u9b45\u529b\u5728\u4e8e\u5176\u7075\u6d3b\u6027\u548c\u53d1\u73b0\u65b0\u8def\u5f84\u7684\u6f5c\u529b\u3002\u7136\u800c\uff0c\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u4e5f\u5e26\u6765\u4e86\u5de8\u5927\u7684\u98ce\u9669\u548c\u8c03\u8bd5\u56f0\u96be\u3002\u5f53\u5e94\u7528\u51fa\u9519\u65f6\uff0c\u4f60\u5f88\u96be\u5b9a\u4f4d\u95ee\u9898\u662f\u51fa\u5728LLM\u7684\u51b3\u7b56\u4e0a\uff0c\u8fd8\u662f\u5de5\u5177\u7684\u6267\u884c\u4e0a\u3002”12-Factor Agents” \u4e3b\u5f20\u5c06\u6838\u5fc3\u7684\u3001\u9ad8\u98ce\u9669\u7684\u4e1a\u52a1\u6d41\u7a0b\u7528\u786e\u5b9a\u6027\u7684\u4ee3\u7801\uff08\u5982\u72b6\u6001\u673a\uff09\u6765\u5b9a\u4e49\uff0c\u800c\u5728\u6d41\u7a0b\u7684\u67d0\u4e9b\u8282\u70b9\u4e0a\uff0c\u53ef\u4ee5\u8c03\u7528LLM\u6765\u505a\u51fa\u5c40\u90e8\u51b3\u7b56\uff08\u5982\u5206\u7c7b\u3001\u63d0\u53d6\u4fe1\u606f\u7b49\uff09\u3002\u8fd9\u6837\u65e2\u5229\u7528\u4e86LLM\u7684\u80fd\u529b\uff0c\u53c8\u4fdd\u8bc1\u4e86\u7cfb\u7edf\u7684\u6574\u4f53\u53ef\u9884\u6d4b\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/li>\n
\n\u5e76\u975e\u5982\u6b64\u3002\u4f60\u5b8c\u5168\u53ef\u4ee5\u5728\u9075\u5faa\u8fd9\u4e9b\u539f\u5219\u7684\u540c\u65f6\uff0c\u4f7f\u7528\u73b0\u6709\u6846\u67b6\u3002\u5173\u952e\u5728\u4e8e\u5982\u4f55\u4f7f\u7528\u5b83\u4eec\u3002\u4f60\u53ef\u4ee5\u5c06\u6846\u67b6\u770b\u4f5c\u4e00\u4e2a\u63d0\u4f9b\u4fbf\u5229\u5de5\u5177\u7684\u201c\u5e93\u201d\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u63a7\u5236\u4f60\u6574\u4e2a\u5e94\u7528\u6d41\u7a0b\u7684\u201c\u6846\u67b6\u201d\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u67d0\u4e2a\u6846\u67b6\u63d0\u4f9b\u7684\u5de5\u5177\u8c03\u7528\u89e3\u6790\u529f\u80fd\uff0c\u4f46\u81ea\u5df1\u6765\u7f16\u5199\u4e3b\u63a7\u5236\u6d41\uff1b\u6216\u8005\u4f7f\u7528\u5b83\u63d0\u4f9b\u7684RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6a21\u5757\u6765\u586b\u5145\u4e0a\u4e0b\u6587\uff0c\u4f46\u4e0a\u4e0b\u6587\u7684\u5177\u4f53\u5185\u5bb9\u7531\u4f60\u81ea\u5df1\u6839\u636e\u539f\u5219\u4e09\u6765\u7cbe\u786e\u63a7\u5236\u3002\u91cd\u70b9\u5728\u4e8e\u4fdd\u6301\u5bf9\u5e94\u7528\u5173\u952e\u90e8\u5206\u7684\u638c\u63a7\u6743\uff0c\u800c\u4e0d\u662f\u5c06\u6240\u6709\u4e1c\u897f\u90fd\u5916\u5305\u7ed9\u6846\u67b6\u3002<\/li>\n
\n\u975e\u5e38\u5bb9\u6613\uff0c\u751a\u81f3\u53ef\u4ee5\u8bf4\u8fd9\u5957\u539f\u5219\u5c31\u662f\u4e3a\u4f18\u79c0\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u91cf\u8eab\u5b9a\u505a\u7684\u3002\u5b83\u7684\u5927\u90e8\u5206\u5185\u5bb9\uff08\u5982\u7248\u672c\u63a7\u5236\u3001\u72b6\u6001\u7ba1\u7406\u3001\u6a21\u5757\u5316\u3001\u786e\u5b9a\u6027\u63a7\u5236\u6d41\uff09\u90fd\u662f\u8f6f\u4ef6\u5de5\u7a0b\u7684\u6700\u4f73\u5b9e\u8df5\u3002\u5b83\u9f13\u52b1\u5de5\u7a0b\u5e08\u7528\u81ea\u5df1\u5df2\u7ecf\u719f\u6089\u7684\u3001\u53ef\u9760\u7684\u5de5\u7a0b\u601d\u7ef4\u53bb\u9a7e\u9a6dLLM\uff0c\u800c\u4e0d\u662f\u8981\u6c42\u4ed6\u4eec\u53bb\u5b66\u4e60\u4e00\u5957\u5168\u65b0\u7684\u3001\u57fa\u4e8e\u6982\u7387\u7684\u7f16\u7a0b\u8303\u5f0f\u3002\u5b83\u5c06LLM\u201c\u964d\u7ea7\u201d\u4e3a\u4e00\u4e2a\u5f3a\u5927\u7684\u3001\u4f46\u9700\u8981\u88ab\u8c28\u614e\u7ba1\u7406\u7684\u201c\u7ec4\u4ef6\u201d\uff0c\u8ba9\u5de5\u7a0b\u5e08\u53ef\u4ee5\u5728\u81ea\u5df1\u719f\u6089\u7684\u9886\u57df\u91cc\u53d1\u6325\u4f5c\u7528\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"