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\u9805\u76ee\u7684\u57fa\u77f3\u3002.<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u958b\u767c\u8005\u6aa2\u67e5\u6e05\u55ae\uff08\u5982\u4f55\u7de8\u78bc\u804a\u5929\u6a5f\u5668\u4eba\uff09\uff1a\u9078\u64c7\u4e00\u7a2e\u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u8a9e\u8a00\u2014\u2014Python \u662f\u6a5f\u5668\u5b78\u7fd2\/\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u7684\u4e3b\u6d41\u9078\u64c7\uff0c\u64c1\u6709\u50cf spaCy \u548c Transformers \u9019\u6a23\u7684\u5eab\uff1b\u6e96\u5099\u8a13\u7df4\u6578\u64da\uff1b\u70ba WhatsApp \u548c Facebook Messenger \u7b49\u6e20\u9053\u6dfb\u52a0\u9069\u914d\u5668\uff1b\u4e26\u901a\u904e\u6e2c\u8a66\u548c\u5206\u6790\u9032\u884c\u8fed\u4ee3\u3002\u60a8\u53ef\u4ee5\u96a8\u5f8c\u5f9e ChatterBot \u539f\u578b\u7562\u696d\u5230\u50cf Rasa \u6216\u57fa\u65bc LLM \u7684\u67b6\u69cb\uff08OpenAI\uff09\u4ee5\u5be6\u73fe\u751f\u7522\u7d1a\u529f\u80fd\u3002.<\/p>\n<h3>\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u5e02\u5834\u6982\u89bd\u548c\u7af6\u722d\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u683c\u5c40<\/h3>\n<p>\u5efa\u7acb\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u7684\u5546\u696d\u6848\u4f8b\u5f88\u7c21\u55ae\uff1a\u964d\u4f4e\u652f\u6301\u6210\u672c\u3001\u66f4\u5feb\u7684\u6f5b\u5728\u5ba2\u6236\u6355\u7372\u3001\u66f4\u9ad8\u7684\u53c3\u8207\u5ea6\u548c\u65b0\u7684\u6536\u5165\u4f86\u6e90\u3002\u5728\u96fb\u5b50\u5546\u52d9\u3001SaaS\u3001\u91ab\u7642\u4fdd\u5065\u548c\u6559\u80b2\u7b49\u884c\u696d\u4e2d\uff0c\u804a\u5929\u6a5f\u5668\u4eba\u6e1b\u5c11\u4e86\u97ff\u61c9\u6642\u9593\u4e26\u81ea\u52d5\u5316\u91cd\u8907\u4efb\u52d9\u3002\u5f9e\u7af6\u722d\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u7684\u89d2\u5ea6\u4f86\u770b\uff0c\u5dee\u7570\u5316\u4f86\u81ea\u65bc\u9818\u57df\u77e5\u8b58\u3001\u96c6\u6210\uff08CRM\u3001\u652f\u4ed8\u3001\u96fb\u5b50\u5546\u52d9\uff09\u3001\u591a\u8a9e\u8a00\u652f\u6301\u548c\u7528\u6236\u9ad4\u9a57\u8a2d\u8a08\u3002.<\/p>\n<p>\u5728\u8a55\u4f30\u5e02\u5834\u6642\uff0c\u8acb\u8003\u616e\u4e09\u500b\u5411\u91cf\uff1a<\/p>\n<ul>\n<li><strong>\u80fd\u529b\uff1a<\/strong> \u8a72\u6a5f\u5668\u4eba\u662f\u57fa\u65bc\u898f\u5247\u7684\u3001\u610f\u5716\u9a45\u52d5\u7684\u9084\u662f LLM \u9a45\u52d5\u7684\uff1f\u4ee5 AI \u70ba\u9996\u7684\u6a5f\u5668\u4eba\uff08\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba ai\uff09\u80fd\u66f4\u597d\u5730\u8655\u7406\u6a21\u7cca\u6027\uff0c\u4f46\u9700\u8981\u9632\u8b77\u63aa\u65bd\u3002.<\/li>\n<li><strong>\u6e20\u9053\uff1a<\/strong> \u5305\u542b WhatsApp \u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u548c\u7db2\u7d61\u6d88\u606f\u7684\u591a\u6e20\u9053\u6a5f\u5668\u4eba\u5728\u8986\u84cb\u7387\u548c\u8f49\u63db\u7387\u65b9\u9762\u512a\u65bc\u55ae\u6e20\u9053\u89e3\u6c7a\u65b9\u6848\u3002.<\/li>\n<li><strong>\u8ca8\u5e63\u5316\u8207\u5b9a\u4f4d\uff1a<\/strong> \u514d\u8cbb\u7684\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u670d\u52d9\u53ef\u4ee5\u52a0\u901f\u63a1\u7528\uff1b\u4ed8\u8cbb\u5c64\u7d1a\u6216\u767d\u6a19\u670d\u52d9\uff08mit chatbot programmieren\uff09\u5247\u7522\u751f\u6536\u5165\u3002.<\/li>\n<\/ul>\n<p>\u7af6\u722d\u74b0\u5883\u5305\u62ec\u958b\u6e90\u6846\u67b6\u3001\u7ba1\u7406\u5e73\u53f0\u548c\u5c08\u696d\u69cb\u5efa\u8005\u3002\u7576\u6211\u6bd4\u8f03\u9078\u9805\u6642\uff0c\u6211\u6703\u8ffd\u8e64\uff1a<\/p>\n<ul>\n<li>\u529f\u80fd\u5e73\u8861\uff08NLP\u3001\u5206\u6790\u3001\u96fb\u5b50\u5546\u52d9\u9264\u5b50\uff09\u3001,<\/li>\n<li>\u90e8\u7f72\u6469\u64e6\uff08\u5f9e\u4ee3\u78bc\u5230\u5be6\u6642\u804a\u5929\u7684\u901f\u5ea6\uff09\uff0c\u4ee5\u53ca<\/li>\n<li>\u793e\u7fa4\u4fe1\u865f\uff08\u6700\u4f73\u7a0b\u5f0f\u8a2d\u8a08\u804a\u5929\u6a5f\u5668\u4eba Reddit \u8ad6\u58c7\u3001\u516c\u5171 GitHub \u7bc4\u4f8b\uff09\u3002.<\/li>\n<\/ul>\n<p>\u5c0d\u65bc\u5c0b\u627e\u4ee5\u4ee3\u78bc\u70ba\u4e3b\u7684\u7bc4\u4f8b\u548c\u53ef\u90e8\u7f72\u5c08\u6848\u7684\u5de5\u7a0b\u5e2b\u4f86\u8aaa\uff0cGitHub \u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716\u548c\u5be6\u7528\u7684\u6e90\u4ee3\u78bc\u5eab\u986f\u793a\u4e86\u5e38\u898b\u7684\u67b6\u69cb\u548c CI\/CD \u6a21\u5f0f\u3002\u5982\u679c\u60a8\u60f3\u8981\u4e00\u500b\u9010\u6b65\u7684\u4ee5 Messenger \u70ba\u91cd\u9ede\u7684\u5efa\u8a2d\u6216\u4e00\u500b\u5c07 Messenger \u6a5f\u5668\u4eba\u8b8a\u73fe\u7684\u6307\u5357\uff0c\u8acb\u53c3\u8003\u4e00\u500b\u5be6\u7528\u6307\u5357\uff0c\u8a72\u6307\u5357\u6db5\u84cb\u4e86\u69cb\u5efa\u548c\u8b8a\u73fe Messenger \u6a5f\u5668\u4eba\u53ca\u5176\u76f8\u95dc\u6210\u672c\u3002\u69cb\u5efa\u4e00\u500b\u7af6\u722d\u6027\u7684\u7a0b\u5f0f\u8a2d\u8a08\u804a\u5929\u6a5f\u5668\u4eba\u610f\u5473\u8457\u7d50\u5408\u7a69\u56fa\u7684 NLP\uff08AI \u804a\u5929\u6a5f\u5668\u4eba\u7a0b\u5f0f\u8a9e\u8a00\u9078\u64c7\uff09\u3001\u6df1\u601d\u719f\u616e\u7684\u6574\u5408\uff08\u70ba WhatsApp \u548c\u7db2\u9801\u7a0b\u5f0f\u8a2d\u8a08\u804a\u5929\u6a5f\u5668\u4eba\uff09\uff0c\u4ee5\u53ca\u6e05\u6670\u7684\u7522\u54c1\u7b56\u7565\u2014\u2014\u5f9e\u7cbe\u7c21\u539f\u578b\u958b\u59cb\uff0c\u5728\u771f\u5be6\u6d41\u91cf\u4e2d\u6e2c\u8a66\uff0c\u4e26\u671d\u8457\u5dee\u7570\u5316\u7684\u7522\u54c1\u4e0d\u65b7\u8fed\u4ee3\u3002.<\/p>\n<p><img src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/12\/programming-chatbot-363728.jpg\" alt=\"\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\" loading=\"lazy\" decoding=\"async\" title=\"\"><\/p>\n<h2>\u898f\u5283\u60a8\u7684\u6a5f\u5668\u4eba\uff1a\u76ee\u6a19\u3001\u4f7f\u7528\u6848\u4f8b\u548c\u8b8a\u73fe\u8def\u5f91<\/h2>\n<h3>\u54ea\u500b\u804a\u5929\u6a5f\u5668\u4eba\u6700\u9069\u5408\u7a0b\u5f0f\u8a2d\u8a08\uff1f<\/h3>\n<p>\u6211\u6703\u76f4\u63a5\u8aaa\uff1a\u6700\u4f73\u7684\u7a0b\u5f0f\u8a2d\u8a08\u804a\u5929\u6a5f\u5668\u4eba\u53d6\u6c7a\u65bc\u4efb\u52d9\u3002\u5c0d\u65bc\u4ee3\u78bc\u751f\u6210\u548c\u958b\u767c\u8005\u5354\u52a9\uff0cLLM \u9a45\u52d5\u7684\u5de5\u5177\u5982 ChatGPT\/GPT-4 \u548c GitHub Copilot \u5728\u7de8\u5beb\u3001\u91cd\u69cb\u548c\u89e3\u91cb\u4ee3\u78bc\u65b9\u9762\u9818\u5148\u3002\u5c0d\u65bc\u5feb\u901f\u7684 Python \u539f\u578b\u548c\u5b78\u7fd2\u5982\u4f55\u7de8\u5beb\u804a\u5929\u6a5f\u5668\u4eba\uff0cChatterBot \u548c\u6a19\u6e96 Python \u5eab\u662f\u6700\u5feb\u7684\u8def\u5f91\u3002\u5c0d\u65bc\u69cb\u5efa\u9700\u8981\u610f\u5716\u8655\u7406\u548c\u81ea\u5b9a\u7fa9\u52d5\u4f5c\u7684\u751f\u7522\u5de5\u4f5c\u6d41\u7a0b\uff0c\u50cf Rasa \u9019\u6a23\u7684\u6846\u67b6\u8868\u73fe\u512a\u7570\u3002\u5c0d\u65bc\u5feb\u901f\u3001\u4f4e\u4ee3\u78bc\u7684\u96c6\u6210\u5230 WhatsApp \u548c Facebook Messenger \u7b49\u6e20\u9053\uff0c\u7ba1\u7406\u7684 NLU \u5e73\u53f0\uff08Dialogflow\u3001Microsoft Bot Framework\uff09\u8207\u90e8\u7f72\u5c64\u642d\u914d\u4f7f\u7528\u6548\u679c\u826f\u597d\u3002.<\/p>\n<ul>\n<li><strong>LLM \/ \u4ee3\u78bc\u751f\u6210\uff1a<\/strong> ChatGPT \/ GPT-4 \u548c GitHub Copilot \u2014 \u6700\u9069\u5408\u751f\u6210\u591a\u8a9e\u8a00\u4ee3\u78bc\u3001\u89e3\u91cb\u7247\u6bb5\uff0c\u4ee5\u53ca\u9a45\u52d5\u300cprogrammieren chatgpt\u300d\u98a8\u683c\u7684\u52a9\u624b\uff08\u898b <a href=\"https:\/\/openai.com\" target=\"_blank\" rel=\"noopener\">OpenAI<\/a>).<\/li>\n<li><strong>\u81ea\u6211\u8a17\u7ba1 \/ \u5fae\u8abf\uff1a<\/strong> \u5fae\u8abf\u7684 Hugging Face \u6216\u79c1\u6709 LLM \u2014 \u7576\u6578\u64da\u96b1\u79c1\u548c\u81ea\u5b9a\u7fa9\u9818\u57df\u77e5\u8b58\u5f88\u91cd\u8981\u6642\u6700\u4f73\uff08\u5728 GitHub \u548c Hugging Face \u4e2d\u641c\u7d22 Hugging Face \u6a21\u578b\uff09\u3002.<\/li>\n<li><strong>\u751f\u7522\u7de8\u6392\uff1a<\/strong> Rasa \u2014 \u7406\u60f3\u7684\u610f\u5716\/\u5be6\u9ad4\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4e26\u5728\u4e0d\u5931\u53bb\u908f\u8f2f\u63a7\u5236\u7684\u60c5\u6cc1\u4e0b\u96c6\u6210\u4ee3\u78bc\u57f7\u884c\u52d5\u4f5c\uff08\u9069\u5408\u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u9805\u76ee\uff09\u3002.<\/li>\n<li><strong>\u4f4e\u4ee3\u78bc \/ \u6e20\u9053\uff1a<\/strong> Dialogflow \u6216 Microsoft Bot Framework \u2014 \u5feb\u901f\u9023\u63a5\u5230 WhatsApp \u548c Messenger\uff0c\u9069\u5408\u7576\u60a8\u512a\u5148\u8003\u616e\u6e20\u9053\u96c6\u6210\u800c\u975e\u6df1\u5ea6\u81ea\u5b9a\u7fa9\u6642\u3002.<\/li>\n<li><strong>Python \u539f\u578b\uff1a<\/strong> ChatterBot + spaCy\/Transformers \u2014 \u5728 Python \u4e2d\u5feb\u901f\u5efa\u7acb\u7a0b\u5f0f\u804a\u5929\u6a5f\u5668\u4eba\u4e26\u9032\u884c\u672c\u5730\u8fed\u4ee3\uff08\u8acb\u53c3\u898b <a href=\"https:\/\/www.python.org\" target=\"_blank\" rel=\"noopener\">Python<\/a> \u548c ChatterBot \u7684\u7bc4\u4f8b\u5728 GitHub \u4e0a\uff09\u3002.<\/li>\n<li><strong>\u5728 IDE \u4e2d\u7684\u5e6b\u52a9\uff1a<\/strong> Copilot, Tabnine, Replit Ghostwriter \u2014 \u91dd\u5c0d\u958b\u767c\u8005\u751f\u7522\u529b\u9032\u884c\u512a\u5316\uff0c\u4e26\u5c07\u4ee3\u78bc\u5efa\u8b70\u5d4c\u5165\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u3002.<\/li>\n<li><strong>\u591a\u901a\u9053\u81ea\u52d5\u5316\uff1a<\/strong> \u6211\u4f7f\u7528 Messenger Bot \u90e8\u7f72\u81ea\u52d5\u5316\u548c\u6d88\u606f\u5de5\u4f5c\u6d41\u7a0b\uff0c\u800c\u5f8c\u7aef NLU\/LLM \u8655\u7406\u908f\u8f2f\u548c\u4ee3\u78bc\u8f38\u51fa\uff1b\u6709\u95dc Python \u6574\u5408\u6a21\u5f0f\uff0c\u8acb\u53c3\u898b <a href=\"https:\/\/messengerbot.app\/zh_tw\/%e5%ae%8c%e6%95%b4%e7%9a%84-messenger-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-python-%e6%95%99%e5%ad%b8%ef%bc%8c%e5%bb%ba%e7%ab%8b%e8%88%87-facebook-messenger-%e9%80%a3%e6%8e%a5%ef%bc%8cgithub\/\">Messenger \u804a\u5929\u6a5f\u5668\u4eba Python \u6559\u7a0b<\/a>.<\/li>\n<\/ul>\n<p>\u6211\u7684\u9078\u64c7\u65b9\u5f0f\uff1a\u5982\u679c\u6211\u9700\u8981\u81ea\u7136\u3001\u9ad8\u54c1\u8cea\u7684\u4ee3\u78bc\u751f\u6210\uff0c\u6211\u6703\u9078\u64c7 LLM\uff1b\u5982\u679c\u6211\u9700\u8981\u96b1\u79c1\u6216\u81ea\u5b9a\u7fa9\u64cd\u4f5c\uff0c\u6211\u6703\u57fa\u65bc Rasa \u6216\u5fae\u8abf\u6a21\u578b\u9032\u884c\u69cb\u5efa\uff1b\u5982\u679c\u6211\u9700\u8981\u5feb\u901f\u63a5\u89f8 WhatsApp \u6216 Messenger \u4e0a\u7684\u7528\u6236\uff0c\u6211\u6703\u5c07\u7ba1\u7406\u7684 NLU\/LLM \u8207\u50cf Messenger Bot \u9019\u6a23\u7684\u90e8\u7f72\u5c64\u914d\u5c0d\u3002\u5c0d\u65bc\u793e\u7fa4\u4fe1\u865f\u548c\u5be6\u4f5c\u7bc4\u4f8b\uff0c\u6211\u6703\u5728\u627f\u8afe\u4f7f\u7528\u67d0\u500b\u6280\u8853\u68e7\u4e4b\u524d\u67e5\u770b GitHub \u85cd\u5716\u548c\u958b\u767c\u8005\u8a0e\u8ad6\u4e32\uff08\u6700\u4f73\u7a0b\u5f0f\u804a\u5929\u6a5f\u5668\u4eba reddit\uff09\u3002.<\/p>\n<h3>\u514d\u8cbb\u7a0b\u5f0f\u804a\u5929\u6a5f\u5668\u4eba\u8207\u4ed8\u8cbb \u2014 \u4f55\u6642\u9078\u64c7\u514d\u8cbb\u7684\u7a0b\u5f0f\u804a\u5929\u6a5f\u5668\u4eba\u9078\u9805<\/h3>\n<p>\u514d\u8cbb\u7684\u7a0b\u5f0f\u804a\u5929\u6a5f\u5668\u4eba\u5de5\u5177\u975e\u5e38\u9069\u5408\u767c\u73fe\u3001\u539f\u578b\u8a2d\u8a08\u548c\u6982\u5ff5\u9a57\u8b49\uff1b\u4ed8\u8cbb\u5e73\u53f0\u5247\u89e3\u9396\u898f\u6a21\u3001\u53ef\u9760\u6027\u548c\u4f01\u696d\u529f\u80fd\u3002\u6211\u901a\u5e38\u9075\u5faa\u4e09\u500b\u968e\u6bb5\u7684\u6c7a\u7b56\u8def\u5f91\uff1a\u9a57\u8b49\u3001\u7a69\u5b9a\u3001\u64f4\u5c55\u3002.<\/p>\n<p><strong>\u9a57\u8b49\uff08\u4f7f\u7528\u514d\u8cbb\/\u958b\u6e90\uff09\uff1a<\/strong> \u5f9e\u514d\u8cbb\u7684\u804a\u5929\u6a5f\u5668\u4eba\u5de5\u5177\u6216\u958b\u6e90\u6846\u67b6\u958b\u59cb\u2014\u2014ChatterBot\u3001\u672c\u5730 Hugging Face \u6a21\u578b\u6216 Rasa \u958b\u767c\u6a21\u5f0f\u2014\u2014\u4f86\u9a57\u8b49\u7528\u6236\u6d41\u7a0b\u4e26\u8861\u91cf\u53c3\u8207\u5ea6\u3002\u514d\u8cbb\u9078\u9805\u964d\u4f4e\u4e86\u524d\u671f\u6210\u672c\uff0c\u8b93\u60a8\u80fd\u5920\u5feb\u901f\u8fed\u4ee3\u5982\u4f55\u7de8\u78bc\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u800c\u4e0d\u6703\u88ab\u4f9b\u61c9\u5546\u9396\u5b9a\u3002.<\/p>\n<p><strong>\u7a69\u5b9a\uff08\u6df7\u5408\uff09\uff1a<\/strong> \u7576\u60a8\u9700\u8981\u53ef\u9760\u7684 NLU\u3001\u66f4\u597d\u7684\u5ef6\u9072\u6216\u9810\u5efa\u96c6\u6210\u6642\uff0c\u8f49\u5411\u53d7\u7ba1\u7406\u7684 API \u6216\u6df7\u5408\u67b6\u69cb\u3002\u5728\u9019\u500b\u968e\u6bb5\uff0c\u6211\u6703\u8207\u6d88\u606f\u901a\u9053\u96c6\u6210\uff1b\u5be6\u7528\u7684 AI \u804a\u5929\u6a5f\u5668\u4eba API \u6307\u5357\u6709\u52a9\u65bc\u5728\u514d\u8cbb\u5c64\u548c\u4ed8\u8cbb\u8a08\u5283\u4e4b\u9593\u505a\u51fa\u9078\u64c7\uff08<a href=\"https:\/\/messengerbot.app\/zh_tw\/%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-ai-api-%e5%a6%82%e4%bd%95%e9%81%8b%e4%bd%9c-%e5%85%8d%e8%b2%bb%e9%81%b8%e9%a0%85-%e6%9c%80%e4%bd%b3-api-%e9%87%91%e9%91%b0-%e5%a6%82%e4%bd%95%e9%81%8b\/\">AI \u804a\u5929\u6a5f\u5668\u4eba API \u89e3\u91cb<\/a>).<\/p>\n<p><strong>\u64f4\u5c55\uff08\u4ed8\u8cbb\/\u4f01\u696d\uff09\uff1a<\/strong> \u9078\u64c7\u4ed8\u8cbb\u670d\u52d9\u4ee5\u7372\u5f97\u751f\u7522 SLA\u3001\u5206\u6790\u3001\u591a\u8a9e\u8a00\u652f\u6301\u548c\u5408\u898f\u6027\u3002\u4ed8\u8cbb\u5c64\u9084\u7c21\u5316\u4e86 WhatsApp \u804a\u5929\u6a5f\u5668\u4eba\u7684\u7de8\u7a0b\u548c\u96fb\u5b50\u5546\u52d9\u639b\u9264\u3002\u5982\u679c\u8ca8\u5e63\u5316\u662f\u76ee\u6a19\uff0c\u8003\u616e\u5c07\u60a8\u7684\u6a5f\u5668\u4eba\u7522\u54c1\u5316\uff1a\u767d\u6a19\uff08mit chatbot programmieren\uff09\u3001\u8a02\u95b1\u5c64\u6216\u4f5c\u70ba SaaS \u5d4c\u5165\u2014\u2014\u8acb\u53c3\u898b\u6709\u95dc\u5982\u4f55\u5275\u5efa\u548c\u8ca8\u5e63\u5316 Messenger \u6a5f\u5668\u4eba\u7684\u5be6\u7528\u6307\u5357\uff0c\u4ee5\u7372\u53d6\u5b9a\u50f9\u548c\u6210\u672c\u8003\u91cf\uff08<a href=\"https:\/\/messengerbot.app\/zh_tw\/%e5%a6%82%e4%bd%95%e5%89%b5%e5%bb%ba-messenger-%e6%a9%9f%e5%99%a8%e4%ba%ba%ef%bc%9a%e5%bb%ba%e7%ab%8b%e5%92%8c%e7%8d%b2%e5%88%a9%e7%9a%84%e5%af%a6%e7%94%a8%e6%8c%87%e5%8d%97%ef%bc%8c%e5%a6%82%e4%bd%95\/\">\u5982\u4f55\u5275\u5efaMessenger\u6a5f\u5668\u4eba<\/a>).<\/p>\n<p>\u5be6\u7528\u7684\u6b0a\u8861\uff1a<\/p>\n<ul>\n<li><strong>\u6210\u672c\u8207\u63a7\u5236\uff1a<\/strong> \u514d\u8cbb\/\u958b\u6e90\u63d0\u4f9b\u63a7\u5236\u4f46\u589e\u52a0\u7dad\u8b77\uff1b\u4ed8\u8cbb\u6e1b\u5c11\u904b\u71df\u8ca0\u64d4\u4f46\u589e\u52a0\u7d93\u5e38\u6027\u6210\u672c\u3002.<\/li>\n<li><strong>\u5e02\u5834\u901f\u5ea6\uff1a<\/strong> \u514d\u8cbb\u539f\u578b\u662f\u5b78\u7fd2\u6700\u5feb\u7684\uff1b\u4ed8\u8cbb\u5e73\u53f0\u5247\u66f4\u9069\u5408\u591a\u6e20\u9053\u7684\u751f\u7522\u63a8\u51fa\u3002.<\/li>\n<li><strong>\u5408\u898f\u6027\u8207\u5b89\u5168\u6027\uff1a<\/strong> \u654f\u611f\u7684\u4ee3\u78bc\u6216\u5ba2\u6236\u6578\u64da\u901a\u5e38\u8feb\u4f7f\u4f7f\u7528\u4ed8\u8cbb\u6216\u81ea\u6211\u8a17\u7ba1\u7684\u89e3\u6c7a\u65b9\u6848\u3002.<\/li>\n<\/ul>\n<p>\u7576\u6211\u5efa\u8b70\u5718\u968a\u6642\uff0c\u6211\u63a8\u85a6\u5f9e\u514d\u8cbb\u539f\u578b\u958b\u59cb\uff08\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u514d\u8cbb\u5be6\u9a57\uff09\uff0c\u7528\u771f\u5be6\u7528\u6236\u9032\u884c\u9a57\u8b49\uff0c\u7136\u5f8c\u5728\u9700\u8981\u53ef\u9760\u6027\u3001\u5206\u6790\u548c\u6e20\u9053\u53ef\u64f4\u5c55\u6027\u6642\u9077\u79fb\u5230\u4ed8\u8cbb\u6216\u6df7\u5408\u67b6\u69cb\u3002\u5c0d\u65bc\u4ee5\u4ee3\u78bc\u70ba\u5148\u7684\u5718\u968a\uff0c\u5c07 GitHub \u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716\u8207\u7ba1\u7406\u7684 API \u7d50\u5408\u4f7f\u7528\uff0c\u53ef\u4ee5\u5728\u901f\u5ea6\u548c\u7a69\u5065\u6027\u4e4b\u9593\u9054\u5230\u6700\u4f73\u5e73\u8861\uff08<a href=\"https:\/\/messengerbot.app\/zh_tw\/github-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba%e8%97%8d%e5%9c%96-%e5%af%a6%e7%94%a8%e4%bb%a3%e7%a2%bc-ai-%e6%95%b4%e5%90%88-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-ui-github-%e6%8c%87\/\">GitHub \u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716<\/a>).<\/p>\n<h2>\u6280\u8853\u57fa\u790e\uff1a\u67b6\u69cb\u548c API<\/h2>\n<h3>\u804a\u5929\u6a5f\u5668\u4eba\u4f7f\u7528\u4ec0\u9ebc\u7de8\u7a0b\u8a9e\u8a00\uff1f<\/h3>\n<p>Python\uff08\u6700\u5e38\u898b\uff09\u2014\u2014 Python \u662f\u804a\u5929\u6a5f\u5668\u4eba\u958b\u767c\u7684\u4e3b\u6d41\u9078\u64c7\uff0c\u56e0\u70ba\u5b83\u7684\u7c21\u55ae\u6027\u3001\u6210\u719f\u7684\u6a5f\u5668\u5b78\u7fd2\/\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u751f\u614b\u7cfb\u7d71\u548c\u751f\u7522\u5c31\u7dd2\u7684\u6846\u67b6\u3002\u6211\u5728 Python \u9805\u76ee\u4e2d\u4f7f\u7528 Python \u9032\u884c\u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u3001AI \u6a21\u578b\u96c6\u6210\u548c\u5feb\u901f\u539f\u578b\u958b\u767c\u3002\u6211\u4f9d\u8cf4\u7684\u6d41\u884c\u5eab\u548c\u6846\u67b6\u5305\u62ec spaCy\u3001NLTK\u3001Hugging Face Transformers\uff08<a href=\"https:\/\/huggingface.co\" target=\"_blank\" rel=\"noopener\">Hugging Face<\/a>\uff09\u3001Rasa\uff08<a href=\"https:\/\/rasa.com\" target=\"_blank\" rel=\"noopener\">Rasa<\/a>\uff09\u3001\u548c ChatterBot\uff08<a href=\"https:\/\/github.com\/gunthercox\/ChatterBot\" target=\"_blank\" rel=\"noopener\">ChatterBot<\/a>\uff09\u3002\u6709\u95dc\u8a9e\u8a00\u8a73\u7d30\u4fe1\u606f\uff0c\u8acb\u53c3\u95b1\u5b98\u65b9 Python \u6587\u6a94\uff08<a href=\"https:\/\/www.python.org\" target=\"_blank\" rel=\"noopener\">Python.org<\/a>).<\/p>\n<p>JavaScript \/ Node.js \u2014 \u7576\u6a5f\u5668\u4eba\u5fc5\u9808\u8207\u7db2\u9801\u5ba2\u6236\u7aef\u7dca\u5bc6\u7d50\u5408\u3001\u5373\u6642\u6d88\u606f\u50b3\u905e\u6216\u7121\u4f3a\u670d\u5668\u529f\u80fd\u6642\uff0c\u6211\u6703\u9078\u64c7 Node.js\u3002Node \u5728 webhook\u3001Socket.io \u548c\u4f4e\u5ef6\u9072\u4e8b\u4ef6\u8655\u7406\u65b9\u9762\u8868\u73fe\u51fa\u8272\u3002.<\/p>\n<p>Java \/ Kotlin \u548c C# (.NET) \u2014 \u5c0d\u65bc\u4f01\u696d\uff0c\u6211\u7d93\u5e38\u5efa\u8b70\u4f7f\u7528 Java\/Kotlin \u6216 C#\uff0c\u7576\u5718\u968a\u9700\u8981 JVM \u7684\u7a69\u5b9a\u6027\u6216\u4f7f\u7528 Microsoft Bot Framework \u9032\u884c\u6df1\u5ea6 Azure\/.NET \u6574\u5408\u6642\u3002.<\/p>\n<p>Go\u3001Ruby\u3001PHP \u2014 \u6211\u4f7f\u7528 Go \u4f86\u8655\u7406\u9ad8\u541e\u5410\u91cf\u7684\u5fae\u670d\u52d9\uff1bRuby \u548c PHP \u9069\u5408\u7528\u65bc webhook \u548c\u73fe\u6709 Rails\/Laravel \u5806\u758a\u4e2d\u7684\u696d\u52d9\u908f\u8f2f\u3002.<\/p>\n<p>\u6211\u5982\u4f55\u9078\u64c7\u8a9e\u8a00\uff1a<\/p>\n<ul>\n<li><strong>NLP\/ML \u91cd\u5ea6\u6a5f\u5668\u4eba\uff1a<\/strong> Python (Transformers, spaCy, NLTK)\u3002.<\/li>\n<li><strong>\u5373\u6642\u7db2\u9801\u6a5f\u5668\u4eba\uff1a<\/strong> JavaScript\/Node.js\u3002.<\/li>\n<li><strong>\u4f01\u696d\u985e\u578b\u5806\u758a\uff1a<\/strong> Java\/Kotlin \u6216 C#\u3002.<\/li>\n<li><strong>\u6027\u80fd\u5fae\u670d\u52d9\uff1a<\/strong> \u53bb\u3002.<\/li>\n<\/ul>\n<h3>AI \u804a\u5929\u6a5f\u5668\u4eba\u7a0b\u5f0f\u8a9e\u8a00\u9078\u64c7\u8207\u804a\u5929\u6a5f\u5668\u4eba\u7a0b\u5f0f\u8a9e\u8a00\u6bd4\u8f03<\/h3>\n<p>\u7576\u6211\u8a2d\u8a08\u4e00\u500b\u7a0b\u5f0f\u804a\u5929\u6a5f\u5668\u4eba AI \u6642\uff0c\u6211\u6703\u6839\u64da\u4e09\u500b\u7dad\u5ea6\u8a55\u4f30\u8a9e\u8a00\u9078\u64c7\uff1aNLP \u5de5\u5177\u3001\u6e20\u9053\u6574\u5408\uff08WhatsApp \u804a\u5929\u6a5f\u5668\u4eba\u7a0b\u5f0f\u8a2d\u8a08\u3001Messenger\u3001\u7db2\u9801\uff09\u548c\u90e8\u7f72\u6a21\u578b\uff08\u96f2\u7aef\u3001\u672c\u5730\u3001\u6df7\u5408\uff09\u3002\u6bcf\u500b\u9078\u64c7\u90fd\u5c0d\u61c9\u5230\u529f\u80fd\uff1a<\/p>\n<ul>\n<li><strong>\u4ee5 Python \u70ba\u4e3b\u7684\u5806\u758a\uff1a<\/strong> \u6700\u9069\u5408\u539f\u578b\u8a2d\u8a08\u548c ML \u9a45\u52d5\u7684\u6a5f\u5668\u4eba\u3002\u5178\u578b\u5806\u758a\uff1a\u904b\u884c\u6a21\u578b\u7684 Python \u5f8c\u7aef\uff08Hugging Face \/ Transformers\uff09\u3001Rasa \u6216\u81ea\u8a02 NLU\uff0c\u4ee5\u53ca\u7528\u65bc\u6e20\u9053\u9069\u914d\u5668\u7684\u8f15\u91cf\u7d1a\u7db2\u9801\u5c64\u3002.<\/li>\n<li><strong>Node.js \u5806\u758a\uff1a<\/strong> \u6700\u9069\u5408\u5feb\u901f\u7db2\u9801\u90e8\u7f72\u548c Messenger \u5c0f\u5de5\u5177\u3002\u4f7f\u7528 Node \u9032\u884c webhook \u8def\u7531\u548c\u5be6\u6642\u63d2\u5ea7\uff0c\u540c\u6642\u5c07\u91cd\u578b NLP \u59d4\u6d3e\u7d66 Python \u5fae\u670d\u52d9\u6216\u96f2\u7aef API\u3002.<\/li>\n<li><strong>\u6df7\u5408\u65b9\u6cd5\uff1a<\/strong> \u5c07 Python ML \u670d\u52d9\u8207 Node.js \u6216 Go \u7d50\u5408\u9032\u884c\u6d88\u606f\u8def\u7531\u2014\u2014\u9019\u662f\u6211\u504f\u597d\u7684\u53ef\u64f4\u5c55\u7a0b\u5f0f\u804a\u5929\u6a5f\u5668\u4eba\u6a21\u5f0f\u3002.<\/li>\n<\/ul>\n<p>\u6211\u5728\u5be6\u969b\u9805\u76ee\u4e2d\u4f7f\u7528\u7684\u5178\u578b\u6574\u5408\u548c\u7bc4\u4f8b\uff1a<\/p>\n<ul>\n<li>\u539f\u578b\u548c\u7bc4\u4f8b\uff1a\u4f7f\u7528 ChatterBot \u9032\u884c\u5feb\u901f\u5be6\u9a57\uff0c\u7136\u5f8c\u9077\u79fb\u5230 Rasa \u6216 LLM \u5f8c\u7aef\u4ee5\u9032\u884c\u751f\u7522\u3002.<\/li>\n<li>AI \u804a\u5929\u6a5f\u5668\u4eba API \u548c\u9078\u64c7\uff1a\u4f7f\u7528\u804a\u5929\u6a5f\u5668\u4eba API \u7684\u6bd4\u8f03\u6307\u5357\u8a55\u4f30\u6258\u7ba1 API \u8207\u81ea\u6211\u6258\u7ba1\u6a21\u578b\uff08<a href=\"https:\/\/messengerbot.app\/zh_tw\/%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-ai-api-%e5%a6%82%e4%bd%95%e9%81%8b%e4%bd%9c-%e5%85%8d%e8%b2%bb%e9%81%b8%e9%a0%85-%e6%9c%80%e4%bd%b3-api-%e9%87%91%e9%91%b0-%e5%a6%82%e4%bd%95%e9%81%8b\/\">AI \u804a\u5929\u6a5f\u5668\u4eba API \u89e3\u91cb<\/a>).<\/li>\n<li>\u53ef\u90e8\u7f72\u7684\u85cd\u5716\uff1a\u9075\u5faa GitHub \u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716\u4ee5\u67e5\u770b\u5be6\u969b\u67b6\u69cb\u548c CI\/CD \u6a21\u5f0f\uff08<a href=\"https:\/\/messengerbot.app\/zh_tw\/github-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba%e8%97%8d%e5%9c%96-%e5%af%a6%e7%94%a8%e4%bb%a3%e7%a2%bc-ai-%e6%95%b4%e5%90%88-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-ui-github-%e6%8c%87\/\">GitHub \u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716<\/a>).<\/li>\n<\/ul>\n<p>\u6211\u9075\u5faa\u7684\u8a9e\u8a00\u9078\u64c7\u5be6\u7528\u6307\u5357\uff1a<\/p>\n<ul>\n<li>\u5982\u679c\u60a8\u7684\u76ee\u6a19\u662f\u652f\u6301\u5148\u9032\u7684 AI \u804a\u5929\u6a5f\u5668\u4eba\u7a0b\u5f0f\u8a9e\u8a00\uff08\u5fae\u8abf\u3001\u8b8a\u58d3\u5668\uff09\uff0c\u8acb\u9078\u64c7 Python \u548c Hugging Face\u3002.<\/li>\n<li>\u5982\u679c\u60a8\u9700\u8981\u4f4e\u6469\u64e6\u7684\u5373\u6642\u901a\u8a0a\u512a\u5148\u63a8\u51fa\uff0c\u8acb\u5c07\u7ba1\u7406\u7684 NLU\/LLM \u5f8c\u7aef\u8207\u5373\u6642\u901a\u8a0a\u6574\u5408\u76f8\u7d50\u5408\uff1b\u8acb\u53c3\u95b1 Messenger \u804a\u5929\u6a5f\u5668\u4eba Python \u6559\u5b78\u4ee5\u7372\u53d6\u6574\u5408\u6a21\u5f0f\uff08<a href=\"https:\/\/messengerbot.app\/zh_tw\/%e5%ae%8c%e6%95%b4%e7%9a%84-messenger-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-python-%e6%95%99%e5%ad%b8%ef%bc%8c%e5%bb%ba%e7%ab%8b%e8%88%87-facebook-messenger-%e9%80%a3%e6%8e%a5%ef%bc%8cgithub\/\">Messenger \u804a\u5929\u6a5f\u5668\u4eba Python \u6559\u7a0b<\/a>).<\/li>\n<li>\u5c0d\u65bc\u53d7\u9650\u74b0\u5883\u6216\u4f01\u696d\u9700\u6c42\uff0c\u512a\u5148\u8003\u616e JVM\/.NET \u5806\u758a\uff0c\u4e26\u5728\u5fc5\u8981\u6642\u5c07\u5176\u9023\u63a5\u5230 Python ML \u670d\u52d9\u3002.<\/li>\n<\/ul>\n<p>\u9078\u64c7\u5408\u9069\u7684\u804a\u5929\u6a5f\u5668\u4eba\u7a0b\u5f0f\u8a9e\u8a00\u4e0d\u50c5\u50c5\u662f\u95dc\u65bc\u55ae\u4e00\u7684\u300c\u6700\u4f73\u300d\u9078\u64c7\uff0c\u800c\u662f\u95dc\u65bc\u5c07\u5de5\u5177\u8207\u76ee\u6a19\u76f8\u5339\u914d\uff1a\u539f\u578b\u901f\u5ea6\u3001AI \u80fd\u529b\u3001\u6e20\u9053\u8986\u84cb\uff08\u5305\u62ec WhatsApp \u804a\u5929\u6a5f\u5668\u4eba\u7a0b\u5f0f\u8a2d\u8a08\uff09\u4ee5\u53ca\u7af6\u722d\u6027\u804a\u5929\u6a5f\u5668\u4eba\u5c08\u6848\u7684\u9577\u671f\u53ef\u7dad\u8b77\u6027\u3002.<\/p>\n<p><img src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/12\/programming-chatbot-396440.jpg\" alt=\"\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\" loading=\"lazy\" decoding=\"async\" title=\"\"><\/p>\n<h2>\u52d5\u624b\u69cb\u5efa\uff1a\u5f9e\u539f\u578b\u5230\u751f\u7522<\/h2>\n<h3>ChatGPT \u80fd\u505a\u7de8\u7a0b\u55ce\uff1f<\/h3>\n<p>\u662f\u7684 \u2014 ChatGPT \u53ef\u4ee5\u7de8\u5beb\u3001\u89e3\u91cb\u548c\u5e6b\u52a9\u9664\u932f\u4ee3\u78bc\uff0c\u6211\u7d93\u5e38\u5c07\u5176\u4f5c\u70ba\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u5de5\u4f5c\u6d41\u7a0b\u548c\u958b\u767c\u5de5\u5177\u7684\u4e00\u500b\u7d44\u4ef6\u3002\u5728\u5be6\u8e10\u4e2d\uff0c\u6211\u5c07 ChatGPT \u8996\u70ba\u4e00\u500b\u5f37\u5927\u7684\u4ee3\u78bc\u751f\u6210\u548c\u89e3\u91cb\u5c64\uff1a\u5b83\u53ef\u4ee5\u751f\u6210 Python\u3001JavaScript\/Node.js\u3001Java\u3001C#\u3001Go\u3001PHP\u3001Ruby\u3001SQL \u548c shell \u8173\u672c\u7684\u4ee3\u78bc\u7247\u6bb5\uff1b\u89e3\u91cb\u7b97\u6cd5\u4e26\u751f\u6210\u5167\u806f\u8a3b\u91cb\uff1b\u91cd\u69cb\u548c\u512a\u5316\u51fd\u6578\uff1b\u4ee5\u53ca\u642d\u5efa\u55ae\u5143\u6e2c\u8a66\u3002\u9019\u4f7f\u5f97\u5728\u69cb\u5efa\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u6642\u975e\u5e38\u6709\u50f9\u503c\uff0c\u7121\u8ad6\u6a5f\u5668\u4eba\u7684\u5de5\u4f5c\u662f\u56de\u7b54\u958b\u767c\u8005\u95dc\u65bc\u5982\u4f55\u7de8\u78bc\u804a\u5929\u6a5f\u5668\u4eba\u7684\u554f\u984c\uff0c\u9084\u662f\u751f\u6210\u53ef\u904b\u884c\u7684\u7bc4\u4f8b\u5728\u804a\u5929\u6d41\u7a0b\u4e2d\u3002.<\/p>\n<p>\u6211\u5728\u5c07 ChatGPT \u6574\u5408\u5230\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba AI \u5806\u68e7\u6642\u4f9d\u8cf4\u7684\u80fd\u529b\uff1a<\/p>\n<ul>\n<li>\u751f\u6210\u53ef\u904b\u884c\u7684 Python \u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u7bc4\u4f8b\uff0c\u5305\u62ec Flask\/FastAPI webhook \u548c\u5c0f\u578b NLP \u7ba1\u9053\u3002.<\/li>\n<li>\u751f\u6210\u7aef\u5230\u7aef\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u7684\u67b6\u69cb\u5927\u7db1\u548c\u507d\u4ee3\u78bc\uff0c\u5c0d\u65bc\u539f\u578b\u8a2d\u8a08\u548c\u6587\u6a94\u975e\u5e38\u6709\u7528\u3002.<\/li>\n<li>\u5275\u5efa\u6e2c\u8a66\u6846\u67b6\uff08pytest\u3001Jest\u3001\u7c21\u55ae\u7684\u7159\u9727\u6e2c\u8a66\uff09\uff0c\u4f7f\u751f\u6210\u7684\u4ee3\u78bc\u66f4\u5bb9\u6613\u81ea\u52d5\u9a57\u8b49\u3002.<\/li>\n<li>\u5e6b\u52a9\u8a2d\u8a08\u63d0\u793a\uff0c\u7528\u65bc\u9a45\u52d5\u4ee3\u78bc\u8f38\u51fa\u7684 LLM \u9a45\u52d5\u52a9\u624b\u3002.<\/li>\n<\/ul>\n<p>\u6211\u5f37\u5236\u57f7\u884c\u7684\u9650\u5236\u548c\u9632\u8b77\u63aa\u65bd\uff1a<\/p>\n<ul>\n<li><strong>\u9a57\u8b49\u8f38\u51fa\uff1a<\/strong> ChatGPT \u53ef\u80fd\u6703\u5e7b\u60f3\u4e0d\u5b58\u5728\u7684\u5eab\u6216 API\uff1b\u59cb\u7d42\u904b\u884c\u751f\u6210\u7684\u4ee3\u78bc\u4e26\u6aa2\u67e5\u5c0e\u5165\u3002.<\/li>\n<li><strong>\u6c99\u76d2\u57f7\u884c\uff1a<\/strong> \u6211\u5728\u5bb9\u5668\u6216\u6c99\u7bb1\u4e2d\u57f7\u884c\u4e0d\u53d7\u4fe1\u4efb\u7684\u4ee3\u78bc\uff0c\u4e26\u5728\u5c07\u7d50\u679c\u516c\u958b\u7d66\u7528\u6236\u4e4b\u524d\u9032\u884c\u975c\u614b\u5206\u6790\u3002.<\/li>\n<li><strong>\u96b1\u79c1\uff1a<\/strong> \u6211\u907f\u514d\u5c07\u79d8\u5bc6\u6216\u5c08\u6709\u4ee3\u78bc\u767c\u9001\u5230\u516c\u5171 API\uff1b\u5c0d\u65bc\u96b1\u79c1\u654f\u611f\u7684\u9805\u76ee\uff0c\u6211\u4f7f\u7528\u79c1\u6709\u6a21\u578b\u6216\u5fae\u8abf\u7684\u672c\u5730\u66ff\u4ee3\u65b9\u6848\u3002.<\/li>\n<li><strong>\u6210\u672c\u8207\u6027\u80fd\uff1a<\/strong> LLM \u8abf\u7528\u9700\u8981\u82b1\u8cbb\u91d1\u9322\u4e26\u589e\u52a0\u5ef6\u9072\u2014\u2014\u7de9\u5b58\u7247\u6bb5\u3001\u6279\u91cf\u8acb\u6c42\uff0c\u4e26\u5c07\u91cd\u5ea6\u751f\u6210\u9650\u5236\u5728\u4ed8\u8cbb\u5c64\u7d1a\u3002.<\/li>\n<\/ul>\n<p>\u6211\u5728\u6559\u4eba\u5011\u5982\u4f55\u7de8\u5beb\u804a\u5929\u6a5f\u5668\u4eba\u6216\u5c07\u4ee3\u78bc\u751f\u6210\u529f\u80fd\u6dfb\u52a0\u5230\u7522\u54c1\u6642\u5be6\u969b\u4f7f\u7528 ChatGPT \u7684\u65b9\u5f0f\uff1a<\/p>\n<ol>\n<li>\u8acb\u6c42\u6e05\u6670\u3001\u7c21\u55ae\u7684\u7bc4\u4f8b\u2014\u2014\u6307\u5b9a\u8a9e\u8a00\u3001\u904b\u884c\u6642\u548c\u4f9d\u8cf4\u9805\uff08\u4f8b\u5982\uff1a\u201c\u986f\u793a\u4e00\u500b\u4f7f\u7528 spaCy \u8fd4\u56de\u610f\u5716\u7684 Flask webhook\u201d\uff09\u3002.<\/li>\n<li>\u8acb\u6c42\u55ae\u5143\u6e2c\u8a66\u548c\u908a\u7de3\u6848\u4f8b\u7bc4\u4f8b\uff0c\u4ee5\u4fbf CI \u80fd\u5920\u6355\u6349\u56de\u6b78\u3002.<\/li>\n<li>\u8fed\u4ee3\uff1a\u5c07\u5931\u6557\u7684\u6e2c\u8a66\u53cd\u994b\u7d66\u6a21\u578b\u4ee5\u9032\u884c\u91dd\u5c0d\u6027\u4fee\u5fa9\u3002.<\/li>\n<li>\u8207\u78ba\u5b9a\u6027 NLU\uff08Rasa\/Dialogflow\uff09\u7d50\u5408\u9032\u884c\u610f\u5716\u8655\u7406\uff0c\u4e26\u5c07 LLM \u751f\u6210\u4fdd\u7559\u7528\u65bc\u4ee3\u78bc\u3001\u89e3\u91cb\u548c\u958b\u653e\u5f0f\u4efb\u52d9\u3002.<\/li>\n<\/ol>\n<p>\u6211\u5728\u5c07 LLM \u6574\u5408\u5230\u804a\u5929\u6a5f\u5668\u4eba\u7cfb\u7d71\u6642\u53c3\u8003\u7684\u8cc7\u6599\u5305\u62ec OpenAI \u7684 API \u8a73\u60c5\u548c Hugging Face \u7684\u6a21\u578b\u6258\u7ba1\uff1b\u5c0d\u65bc\u5be6\u7528\u7684\u6d88\u606f\u96c6\u6210\u6a21\u5f0f\u548c Python \u7bc4\u4f8b\uff0c\u6211\u4f7f\u7528\u5be6\u4f5c\u6559\u7a0b\u5c07\u804a\u5929\u5f8c\u7aef\u9023\u63a5\u5230\u901a\u9053\uff0c\u4e26\u5b78\u7fd2\u5982\u4f55\u5b89\u5168\u5730\u90e8\u7f72\u4ee3\u78bc\u3002.<\/p>\n<h3>Python \u4e2d\u7684\u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\uff1a\u6559\u7a0b\u5927\u7db1\u3001\u5eab\u548c\u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u6280\u5de7<\/h3>\n<p>\u6211\u5927\u591a\u6578\u65e9\u671f\u539f\u578b\u90fd\u662f\u7528 Python \u5efa\u9020\u7684\uff0c\u56e0\u70ba Python \u52a0\u901f\u4e86\u5be6\u9a57\u2014\u2014\u5b83\u7684\u751f\u614b\u7cfb\u7d71\u652f\u6301 NLP\u3001ML \u548c\u7db2\u7d61\u96c6\u6210\uff0c\u9019\u5c31\u662f\u70ba\u4ec0\u9ebc\u7576\u5718\u968a\u5b78\u7fd2\u7528 Python \u7de8\u5beb\u804a\u5929\u6a5f\u5668\u4eba\u6642\uff0cPython \u4f54\u64da\u4e3b\u5c0e\u5730\u4f4d\u3002\u4ee5\u4e0b\u662f\u6211\u5728\u5275\u5efa\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u539f\u578b\u6642\u9075\u5faa\u7684\u5be6\u7528\u6559\u7a0b\u5927\u7db1\uff0c\u4ee5\u53ca\u60a8\u53ef\u4ee5\u91cd\u7528\u7684\u5eab\u548c\u64cd\u4f5c\u63d0\u793a\u3002.<\/p>\n<p><strong>\u6559\u7a0b\u5927\u7db1\uff08\u5feb\u901f\uff0c\u53ef\u91cd\u8907\uff09\uff1a<\/strong><\/p>\n<ul>\n<li>\u9805\u76ee\u6846\u67b6\uff1a\u5275\u5efa\u865b\u64ec\u74b0\u5883\uff0c\u8a2d\u7f6e\u57fa\u672c\u7684 Flask \u6216 FastAPI \u61c9\u7528\u7a0b\u5e8f\uff0c\u4e26\u521d\u59cb\u5316 Git \u5009\u5eab\u3002.<\/li>\n<li>NLU \u548c\u8a13\u7df4\u6578\u64da\uff1a\u6839\u64da\u7bc4\u570d\u9078\u64c7\u8f15\u91cf\u7d1a\u610f\u5716\u5206\u985e\u5668\uff08spaCy\u3001scikit-learn\uff09\u6216\u5b8c\u6574\u7684 NLU \u6846\u67b6\uff08Rasa\uff09\u3002.<\/li>\n<li>\u5c0d\u8a71\u908f\u8f2f\uff1a\u5f9e\u57fa\u65bc\u898f\u5247\u7684\u5c0d\u8a71\u7ba1\u7406\u5668\u958b\u59cb\uff0c\u4ee5\u5be6\u73fe\u53ef\u9810\u6e2c\u7684\u6d41\u7a0b\uff0c\u7136\u5f8c\u6839\u64da\u9700\u8981\u6dfb\u52a0 ML \u610f\u5716\u5206\u985e\u548c\u69fd\u586b\u5145\u3002.<\/li>\n<li>\u901a\u9053\u9069\u914d\u5668\uff1a\u6dfb\u52a0\u4e00\u500b webhook \u7aef\u9ede\u548c Messenger\u3001WhatsApp \u6216\u7db2\u9801\u5c0f\u90e8\u4ef6\u7684\u9023\u63a5\u5668\uff1b\u5728\u90e8\u7f72\u4e4b\u524d\u4f7f\u7528 ngrok \u9032\u884c\u672c\u5730\u6e2c\u8a66\u3002.<\/li>\n<li>LLM \u96c6\u6210\uff1a\u53ef\u9078\u2014\u2014\u6dfb\u52a0 LLM\uff08OpenAI\/Hugging Face\uff09\u4ee5\u751f\u6210\u97ff\u61c9\u6216\u4ee3\u78bc\u751f\u6210\uff0c\u4e26\u9032\u884c\u56b4\u683c\u7684\u6c99\u76d2\u548c\u9a57\u8b49\u3002.<\/li>\n<li>\u6e2c\u8a66\u8207 CI\uff1a\u70ba\u8655\u7406\u7a0b\u5e8f\u7de8\u5beb\u55ae\u5143\u6e2c\u8a66\uff0c\u6dfb\u52a0\u7c21\u55ae\u7684\u5c0d\u8a71\u6e2c\u8a66\uff0c\u81ea\u52d5\u5316\u4ee3\u78bc\u6aa2\u67e5\u548c\u985e\u578b\u6aa2\u67e5\uff08mypy\/flake8\uff09\u3002.<\/li>\n<li>\u90e8\u7f72\uff1a\u4f7f\u7528 Docker \u9032\u884c\u5bb9\u5668\u5316\uff0c\u6dfb\u52a0\u7c21\u55ae\u7684 CI\/CD \u7ba1\u9053\uff0c\u4e26\u90e8\u7f72\u5230\u6258\u7ba1\u4e3b\u6a5f\u6216\u96f2\u670d\u52d9\u3002.<\/li>\n<\/ul>\n<p><strong>\u6211\u4f7f\u7528\u7684\u4e3b\u8981\u5eab\u548c\u5de5\u5177\uff1a<\/strong><\/p>\n<ul>\n<li>spaCy \u548c NLTK \u7528\u65bc\u6a19\u8a18\u5316\u548c\u57fa\u672c\u7684 NLP \u9810\u8655\u7406\uff1b;<\/li>\n<li>Hugging Face Transformers \u7528\u65bc\u5d4c\u5165\u3001\u610f\u5716\u5206\u985e\u6216\u5c0f\u578b LLM \u7aef\u9ede\uff1b;<\/li>\n<li>\u7576\u6211\u9700\u8981\u5b8c\u6574\u7684 NLU + \u5c0d\u8a71\u7ba1\u7406\u5806\u758a\u4f86\u70ba\u751f\u7522\u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u6642\u4f7f\u7528 Rasa\uff1b;<\/li>\n<li>ChatterBot \u7528\u65bc\u5feb\u901f\u3001\u4f4e\u98a8\u96aa\u7684\u539f\u578b\u548c\u6559\u5b78\u5982\u4f55\u7de8\u5beb\u804a\u5929\u6a5f\u5668\u4eba\uff1b;<\/li>\n<li>FastAPI\/Flask \u7528\u65bc\u7db2\u7d61\u639b\u9264\u548c\u8f15\u91cf\u7d1a\u5f8c\u7aef\uff1b;<\/li>\n<li>Docker \u548c GitHub Actions \u7528\u65bc CI\/CD \u548c\u53ef\u91cd\u8907\u7684\u90e8\u7f72\u3002.<\/li>\n<\/ul>\n<p>\u6211\u61c9\u7528\u7684\u5be6\u7528\u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u6280\u5de7\uff1a<\/p>\n<ul>\n<li>\u5f9e\u89e3\u6c7a\u771f\u5be6\u7528\u6236\u554f\u984c\u7684\u6700\u5c0f\u5c0d\u8a71\u6d41\u7a0b\u958b\u59cb\u2014\u2014\u4e0d\u8981\u4e00\u958b\u59cb\u5c31\u8a13\u7df4\u4e00\u500b\u9f90\u5927\u7684\u610f\u5716\u96c6\u3002.<\/li>\n<li>\u53ca\u65e9\u6536\u96c6\u771f\u5be6\u7684\u5c0d\u8a71\u8a18\u9304\uff08\u7d93\u904e\u540c\u610f\uff09\u4e26\u7528\u5b83\u5011\u4f86\u5b8c\u5584\u8a13\u7df4\u6578\u64da\u4e26\u964d\u4f4e\u56de\u9000\u7387\u3002.<\/li>\n<li>\u4fdd\u6301\u751f\u6210\u7684 LLM \u8f38\u51fa\u53d7\u9650\u2014\u2014\u4f7f\u7528\u6a21\u677f\u6216\u9a57\u8b49\u6b65\u9a5f\u4f86\u9632\u6b62\u6a5f\u5668\u4eba\u5728\u63d0\u4f9b\u4ee3\u78bc\u6216\u884c\u52d5\u6642\u51fa\u73fe\u5e7b\u89ba\u3002.<\/li>\n<li>\u5c0d\u65bc Messenger \u7684\u63a8\u51fa\uff0c\u8acb\u5728\u516c\u958b\u6d41\u91cf\u4e4b\u524d\u5728\u6e2c\u8a66\u74b0\u5883\u4e2d\u6e2c\u8a66 WhatsApp \u804a\u5929\u6a5f\u5668\u4eba\u7684\u7a0b\u5f0f\u8a2d\u8a08\u6a21\u5f0f\u548c Messenger \u6574\u5408\uff1b\u9075\u5faa\u901a\u9053\u901f\u7387\u9650\u5236\u548c\u653f\u7b56\u3002.<\/li>\n<\/ul>\n<p>\u6211\u63a8\u85a6\u7684\u5be6\u4f5c\u8cc7\u6e90\u548c\u7bc4\u4f8b\uff1a\u4e00\u500b\u5c55\u793a\u6574\u5408\u6a21\u5f0f\u548c\u90e8\u7f72\u6b65\u9a5f\u7684 Messenger \u804a\u5929\u6a5f\u5668\u4eba Python \u6559\u5b78\uff0c\u4ee5\u53ca\u4e00\u500b\u5305\u542b\u53ef\u90e8\u7f72\u5c08\u6848\u7684 GitHub \u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716\uff0c\u9019\u4e9b\u5c08\u6848\u5c55\u793a\u4e86 CI\/CD \u548c\u901a\u9053\u9023\u63a5\u5668\u3002\u7576\u60a8\u5f9e\u539f\u578b\u8f49\u5411\u7522\u54c1\u6642\uff0c\u8003\u616e\u6df7\u5408\u67b6\u69cb\u2014\u2014\u4f7f\u7528 Python ML \u670d\u52d9\u9032\u884c NLP\uff0c\u4e26\u4f7f\u7528\u8f15\u91cf\u7d1a\u7684 Node.js \u6216 Go \u5c64\u9032\u884c\u8a0a\u606f\u8def\u7531\u2014\u2014\u4ee5\u69cb\u5efa\u53ef\u64f4\u5c55\u7684\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u9019\u4e9b\u804a\u5929\u6a5f\u5668\u4eba\u65e2\u9ad8\u6548\u53c8\u6613\u65bc\u7dad\u8b77\u3002.<\/p>\n<h2>\u9032\u968e\u529f\u80fd\uff1aNLP\u3001\u8a18\u61b6\u548c\u591a\u901a\u9053\u652f\u63f4<\/h2>\n<h3>\u7de8\u5beb AI \u804a\u5929\u6a5f\u5668\u4eba\u6709\u591a\u96e3\uff1f<\/h3>\n<p>\u7de8\u5beb AI \u804a\u5929\u6a5f\u5668\u4eba\uff1a\u96e3\u5ea6\u3001\u6642\u9593\u8868\u548c\u73fe\u5be6\u52aa\u529b<\/p>\n<p>\u7c21\u77ed\u56de\u7b54\uff1a\u9019\u7bc4\u570d\u5f9e\u975e\u5e38\u7c21\u55ae\uff08\u4f4e\u7a0b\u5f0f\u78bc\u5efa\u69cb\u5668\uff09\u5230\u4e2d\u7b49\u96e3\u5ea6\uff08\u81ea\u8a02 NLU\/ML\uff09\uff0c\u518d\u5230\u56f0\u96e3\uff08\u7814\u7a76\u7d1a\u3001\u7522\u54c1 LLM \u4ee3\u7406\uff09\u3002\u6240\u9700\u7684\u6280\u80fd\u3001\u6642\u9593\u548c\u6210\u672c\u53d6\u6c7a\u65bc\u7bc4\u570d\uff08FAQ \u6a5f\u5668\u4eba\u8207\u751f\u6210\u578b LLM \u4ee3\u7406\uff09\u3001\u901a\u9053\uff08\u7db2\u9801\u3001WhatsApp\u3001Messenger\uff09\u4ee5\u53ca\u975e\u529f\u80fd\u6027\u9700\u6c42\uff08\u96b1\u79c1\u3001\u5ef6\u9072\u3001\u64f4\u5c55\u6027\uff09\u3002.<\/p>\n<p>\u4ec0\u9ebc\u4f7f\u5b83\u8b8a\u5f97\u5bb9\u6613<\/p>\n<ul>\n<li><strong>\u4f4e\u7a0b\u5f0f\u78bc \/ \u7121\u7a0b\u5f0f\u78bc\u5e73\u53f0\uff1a<\/strong> \u8996\u89ba\u5efa\u69cb\u5668\u8b93\u975e\u958b\u767c\u4eba\u54e1\u80fd\u5920\u5feb\u901f\u5275\u5efa\u4e3b\u984c\/\u56de\u61c9\u6d41\u7a0b\uff0c\u9032\u884c\u6e2c\u8a66\u4e26\u5feb\u901f\u90e8\u7f72\uff0c\u7121\u9700\u9ad8\u7d1a\u7de8\u78bc\u2014\u2014\u975e\u5e38\u9069\u5408 FAQ \u6a5f\u5668\u4eba\u548c\u57fa\u672c\u81ea\u52d5\u5316\u3002.<\/li>\n<li><strong>\u9810\u5efa\u9023\u63a5\u5668\u548c\u7bc4\u672c\uff1a<\/strong> \u4f7f\u7528\u5e73\u53f0\u6216\u6559\u7a0b\u9023\u63a5\u5230 Messenger\/Telegram\/WhatsApp \u53ef\u4ee5\u5927\u5e45\u7e2e\u77ed\u9996\u6b21\u767c\u9001\u6d88\u606f\u7684\u6642\u9593\uff08\u8acb\u53c3\u898b\u5be6\u7528\u7684 <a href=\"https:\/\/messengerbot.app\/zh_tw\/%e5%ae%8c%e6%95%b4%e7%9a%84-messenger-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-python-%e6%95%99%e5%ad%b8%ef%bc%8c%e5%bb%ba%e7%ab%8b%e8%88%87-facebook-messenger-%e9%80%a3%e6%8e%a5%ef%bc%8cgithub\/\">Messenger \u804a\u5929\u6a5f\u5668\u4eba Python \u6559\u7a0b<\/a> \u6574\u5408\u6a21\u5f0f\uff09\u3002.<\/li>\n<li><strong>\u5c0f\u7bc4\u570d:<\/strong> \u5982\u679c\u6a5f\u5668\u4eba\u8655\u7406\u7684\u610f\u5716\u7bc4\u570d\u8f03\u7a84\uff0c\u57fa\u65bc\u898f\u5247\u7684\u908f\u8f2f\u548c\u8173\u672c\u6d41\u7a0b\u53ef\u4ee5\u6e1b\u5c11\u8907\u96dc\u6027\u4e26\u52a0\u5feb\u4ea4\u4ed8\u901f\u5ea6\u3002.<\/li>\n<\/ul>\n<p>\u4f7f\u5176\u8b8a\u5f97\u56f0\u96e3\u7684\u56e0\u7d20<\/p>\n<ul>\n<li><strong>\u81ea\u7136\u8a9e\u8a00\u7406\u89e3 (NLU):<\/strong> \u69cb\u5efa\u7a69\u5065\u7684\u610f\u5716\u5206\u985e\u3001\u5be6\u9ad4\u63d0\u53d6\u548c\u69fd\u4f4d\u586b\u5145\u9700\u8981\u6578\u64da\u6536\u96c6\u3001\u6a19\u8a3b\u548c\u8fed\u4ee3\u8a13\u7df4\uff08\u6216\u5229\u7528\u50cf Rasa \u9019\u6a23\u7684\u6846\u67b6\uff09\u3002.<\/li>\n<li><strong>\u751f\u6210\u5f0f LLM \u6574\u5408:<\/strong> \u5b89\u5168\u6574\u5408 LLM\uff08OpenAI\u3001Hugging Face\uff09\u9700\u8981\u63d0\u793a\u5de5\u7a0b\u3001\u8f38\u51fa\u904e\u6ffe\u3001\u6210\u672c\u63a7\u5236\u4ee5\u53ca\u6e1b\u5c11\u5e7b\u89ba\u7684\u63aa\u65bd\u3002.<\/li>\n<li><strong>\u751f\u7522\u8003\u91cf:<\/strong> CI\/CD\u3001\u76e3\u63a7\u3001\u65e5\u8a8c\u3001\u64f4\u5c55\u3001\u901f\u7387\u9650\u5236\u3001\u5b89\u5168\u6027\/\u5408\u898f\u6027\uff0c\u4ee5\u53ca\u5c0d\u8a71\u5f0f\u7528\u6236\u9ad4\u9a57\u589e\u52a0\u4e86\u5de5\u7a0b\u8ca0\u64d4\u3002.<\/li>\n<li><strong>\u591a\u901a\u9053\u548c\u72c0\u614b\uff1a<\/strong> \u5728\u901a\u9053\u4e4b\u9593\uff08\u7db2\u9801\u5c0f\u5de5\u5177\u3001WhatsApp\u3001Messenger\uff09\u7dad\u8b77\u6703\u8a71\u72c0\u614b\u4e26\u4fdd\u6301\u4e0a\u4e0b\u6587\u986f\u8457\u589e\u52a0\u4e86\u8907\u96dc\u6027\u3002.<\/li>\n<\/ul>\n<p>\u5178\u578b\u7684\u5de5\u4f5c\u91cf\u4f30\u7b97\uff08\u7c97\u7565\uff09<\/p>\n<ul>\n<li>\u539f\u578b FAQ \u6a5f\u5668\u4eba\uff08\u7121\u4ee3\u78bc \/ ChatterBot \u98a8\u683c\u7684 Python \u539f\u578b\uff09\uff1a\u5c0f\u6642 \u2192 \u5929\u3002.<\/li>\n<li>\u57fa\u65bc\u751f\u7522\u610f\u5716\u7684\u6a5f\u5668\u4eba\uff08Rasa \/ Dialogflow + \u901a\u9053\u6574\u5408\uff09\uff1a2-6 \u9031\uff08\u8a2d\u8a08\u610f\u5716\u3001\u6a19\u8a18\u6578\u64da\u3001\u69cb\u5efa\u884c\u52d5\u3001\u6e2c\u8a66\uff09\u3002.<\/li>\n<li>LLM \u9a45\u52d5\u7684\u52a9\u624b\uff0c\u5177\u5099\u5b89\u5168\u6027\u548c\u7de8\u6392\uff08LLM + \u9a57\u8b49\u3001\u6c99\u76d2\u4ee3\u78bc\u57f7\u884c\u3001\u5206\u6790\uff09\uff1a2-4+ \u500b\u6708\u4ee5\u5efa\u7acb\u7a69\u5065\u3001\u53ef\u5be9\u8a08\u7684\u7cfb\u7d71\u3002.<\/li>\n<\/ul>\n<p>\u60a8\u9700\u8981\u7684\u6280\u80fd\u548c\u7d44\u4ef6<\/p>\n<ul>\n<li>\u57fa\u790e\uff1aREST\/webhooks\u3001\u4e00\u500b\u4f3a\u670d\u5668\uff08Flask\/FastAPI\/Node\uff09\u3001Git\u3001Docker\u3002.<\/li>\n<li>NLU\/ML\uff1a\u6a19\u8a18\u7684\u5c0d\u8a71\u6578\u64da\u3001\u6a19\u8a18\u5316\u3001\u5d4c\u5165\u3001\u8b8a\u58d3\u5668\u6216\u7ba1\u7406\u7684 NLU\u3002.<\/li>\n<li>DevOps\uff1a\u5bb9\u5668\u5316\u3001\u6301\u7e8c\u6574\u5408\/\u6301\u7e8c\u4ea4\u4ed8\u3001\u76e3\u63a7\u3001\u5099\u4efd\u3002.<\/li>\n<li>\u7522\u54c1\uff1a\u5c0d\u8a71\u8a2d\u8a08\u3001\u5f8c\u5099\u6d41\u7a0b\u3001\u5206\u6790\u3001\u96b1\u79c1\/\u6cd5\u5f8b\u5408\u898f\u3002.<\/li>\n<\/ul>\n<p>\u5be6\u7528\u7684\u8def\u7dda\u5716\u4ee5\u964d\u4f4e\u96e3\u5ea6<\/p>\n<ol>\n<li>\u5f9e\u5c0f\u958b\u59cb\uff1a\u7528\u6700\u5c0f\u7684\u9ad8\u50f9\u503c\u6d41\u7a0b\uff08\u6f5b\u5728\u5ba2\u6236\u6355\u7372\u3001\u5e38\u898b\u554f\u984c\uff09\u9032\u884c\u9a57\u8b49\u3002.<\/li>\n<li>\u4f7f\u7528\u6a21\u677f\u548c\u6559\u7a0b\uff08\u4f8b\u5982 Messenger \u804a\u5929\u6a5f\u5668\u4eba Python \u6559\u7a0b\uff09\u4ee5\u53ca\u958b\u6e90\u85cd\u5716\u4ee5\u907f\u514d\u91cd\u65b0\u767c\u660e\u6c34\u7ba1\u3002.<\/li>\n<li>\u5c07\u78ba\u5b9a\u6027 NLU\uff08Rasa\/Dialogflow\uff09\u8207 LLM \u7d50\u5408\u4ee5\u9032\u884c\u751f\u6210\uff0c\u4f46\u6dfb\u52a0\u9a57\u8b49\u5c64\u548c\u6e2c\u8a66\u3002.<\/li>\n<li>\u53ca\u65e9\u5100\u5668\u5316\uff1a\u6536\u96c6\u5be6\u969b\u804a\u5929\u4ee5\u7d30\u5316\u8a13\u7df4\u6578\u64da\u4e26\u964d\u4f4e\u5f8c\u5099\u7387\u3002.<\/li>\n<li>\u5728\u64f4\u5c55\u4e4b\u524d\u52a0\u56fa\uff1a\u6c99\u76d2\u57f7\u884c\u3001\u8f38\u5165\u9a57\u8b49\u3001\u901f\u7387\u9650\u5236\u548c\u96b1\u79c1\u4fdd\u8b77\u63aa\u65bd\u3002.<\/li>\n<\/ol>\n<p>\u6210\u672c\u8207\u5de5\u5177\uff08\u6458\u8981\uff09<\/p>\n<ul>\n<li>\u514d\u8cbb\/\u539f\u578b\uff1aChatterBot\u3001\u672c\u5730 Hugging Face \u6a21\u578b\u3001Rasa OSS\u3001\u793e\u5340 GitHub \u85cd\u5716\u3002.<\/li>\n<li>\u7ba1\u7406\/\u4ed8\u8cbb\uff1aOpenAI \u7528\u65bc LLM\uff0cDialogflow\/Azure Bot Service \u7528\u65bc NLU \u548c\u901a\u9053\u9023\u63a5\u5668\u3002.<\/li>\n<li>\u90e8\u7f72\/\u81ea\u52d5\u5316\uff1a\u5728\u904b\u884c\u81ea\u5df1\u7684\u6a5f\u5668\u4eba\u6642\uff0c\u9075\u5faa\u7d93\u904e\u6e2c\u8a66\u7684\u6307\u5357\u548c API \u9078\u64c7\uff1b\u4e00 <a href=\"https:\/\/messengerbot.app\/zh_tw\/%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-ai-api-%e5%a6%82%e4%bd%95%e9%81%8b%e4%bd%9c-%e5%85%8d%e8%b2%bb%e9%81%b8%e9%a0%85-%e6%9c%80%e4%bd%b3-api-%e9%87%91%e9%91%b0-%e5%a6%82%e4%bd%95%e9%81%8b\/\">AI \u804a\u5929\u6a5f\u5668\u4eba API \u6307\u5357<\/a> \u5e6b\u52a9\u6bd4\u8f03\u9078\u9805\u3002.<\/li>\n<\/ul>\n<p>\u5e95\u7dda\uff1a\u7de8\u78bc AI \u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u50cf\u5728\u8996\u89ba\u5e73\u53f0\u4e0a\u7d44\u88dd\u6d41\u7a0b\u4e00\u6a23\u7c21\u55ae\uff0c\u4e5f\u53ef\u4ee5\u50cf\u69cb\u5efa\u548c\u4fdd\u8b77 LLM \u652f\u6301\u7684\u591a\u901a\u9053\u670d\u52d9\u4e00\u6a23\u8907\u96dc\u3002\u6211\u5efa\u8b70\u5f9e\u4e00\u500b\u72f9\u7a84\u3001\u53ef\u8861\u91cf\u7684\u7528\u4f8b\u958b\u59cb\uff0c\u4f7f\u7528\u7d93\u904e\u9a57\u8b49\u7684\u85cd\u5716\uff0c\u4e26\u9010\u6b65\u6dfb\u52a0 ML\u3001\u5b89\u5168\u6027\u548c\u64f4\u5c55\u6027\u3002.<\/p>\n<h3>\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba AI \u67b6\u69cb\u3001\u610f\u5716\u6aa2\u6e2c\u548c\u72c0\u614b\u7ba1\u7406\uff08\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba AI\uff0cAI \u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u8a9e\u8a00\uff09<\/h3>\n<p>\u7576\u6211\u8a2d\u8a08\u4e00\u500b\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba AI \u6642\uff0c\u6211\u6703\u8003\u616e\u5c64\u6b21\uff1a\u651d\u53d6\uff08\u901a\u9053\uff09\u3001NLU\uff08\u610f\u5716\/\u5be6\u9ad4\uff09\u3001\u5c0d\u8a71\/\u72c0\u614b\u3001\u884c\u52d5\/\u57f7\u884c\u548c\u5b89\u5168\u6027\/\u9a57\u8b49\u3002\u9019\u7a2e\u67b6\u69cb\u6a21\u5f0f\u8b93\u4f60\u53ef\u4ee5\u6df7\u5408\u548c\u5339\u914d\u6280\u8853\u2014\u2014\u4f7f\u7528 Python ML \u7d44\u4ef6\u9032\u884c NLU\uff0c\u5728 Node.js \u6216 Go \u4e2d\u4f7f\u7528\u8f15\u91cf\u7d1a\u6d88\u606f\u8def\u7531\u5668\uff0c\u4ee5\u53ca\u7528\u65bc\u751f\u6210\u4efb\u52d9\u7684 LLM\u2014\u2014\u540c\u6642\u4fdd\u6301\u72c0\u614b\u7ba1\u7406\u96c6\u4e2d\u3002.<\/p>\n<p>\u6211\u8a55\u4f30\u7684\u6838\u5fc3\u67b6\u69cb\u9078\u64c7<\/p>\n<ul>\n<li><strong>\u7121\u72c0\u614b\u8207\u6709\u72c0\u614b\uff1a<\/strong> \u7121\u72c0\u614b\u7aef\u9ede\u5f88\u7c21\u55ae\uff0c\u4f46\u6703\u5931\u53bb\u5c0d\u8a71\u4e0a\u4e0b\u6587\uff1b\u6709\u72c0\u614b\u5c0d\u8a71\u7ba1\u7406\u5668\uff08Rasa\uff0c\u81ea\u5b9a\u7fa9\u5b58\u5132\uff09\u53ef\u4ee5\u5be6\u73fe\u69fd\u586b\u5145\u3001\u9577\u5c0d\u8a71\u548c\u591a\u6b65\u4efb\u52d9\u3002.<\/li>\n<li><strong>\u4e8b\u4ef6\u9a45\u52d5\u8def\u7531:<\/strong> \u4f7f\u7528\u6d88\u606f\u968a\u5217\u6216\u4e8b\u4ef6\u7e3d\u7dda\u4f86\u89e3\u8026\u6578\u64da\u651d\u53d6\u8207\u8655\u7406\u2014\u2014\u9019\u63d0\u9ad8\u4e86\u8de8\u6e20\u9053\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u7684\u53ef\u64f4\u5c55\u6027\u3002.<\/li>\n<li><strong>\u6df7\u5408\u81ea\u7136\u8a9e\u8a00\u7406\u89e3:<\/strong> \u7d50\u5408\u95dc\u9375\u6d41\u7a0b\u7684\u78ba\u5b9a\u6027\u898f\u5247\u548c\u9748\u6d3b\u89e3\u91cb\u7684\u610f\u5716\u5206\u985e\u5668\/\u5d4c\u5165\uff08\u9019\u6e1b\u5c11\u4e86\u56de\u9000\u4e26\u63d0\u9ad8\u4e86\u6e96\u78ba\u6027\uff09\u3002.<\/li>\n<\/ul>\n<p>\u6211\u4f7f\u7528\u7684\u610f\u5716\u6aa2\u6e2c\u548c\u5be6\u9ad4\u63d0\u53d6\u6280\u5de7<\/p>\n<ul>\n<li>\u5f9e\u5c0f\u7684\u610f\u5716\u96c6\u958b\u59cb\uff0c\u4e26\u901a\u904e\u771f\u5be6\u804a\u5929\u8a18\u9304\u64f4\u5c55\uff1b\u4f7f\u7528\u5d4c\u5165\uff08\u53e5\u5b50\u8b8a\u58d3\u5668\uff09\u5728\u6a19\u8a18\u4e4b\u524d\u5c0d\u7528\u6236\u7684\u8a71\u8a9e\u9032\u884c\u805a\u985e\u3002.<\/li>\n<li>\u5229\u7528\u9810\u8a13\u7df4\u6a21\u578b\u9032\u884c\u5be6\u9ad4\u8b58\u5225\uff0c\u53ea\u6709\u5728\u9700\u8981\u9818\u57df\u7279\u5b9a\u6027\u6642\u624d\u9032\u884c\u5fae\u8abf\u2014\u2014\u9019\u7bc0\u7701\u4e86\u6642\u9593\u4e26\u63d0\u9ad8\u4e86\u6cdb\u5316\u80fd\u529b\u3002.<\/li>\n<li>\u5be6\u65bd\u4fe1\u5fc3\u95be\u503c\u548c\u512a\u96c5\u7684\u56de\u9000\uff1a\u5c07\u4f4e\u4fe1\u5fc3\u67e5\u8a62\u8def\u7531\u81f3\u4eba\u5de5\u4ee3\u7406\u6216\u6f84\u6e05\u63d0\u793a\u3002.<\/li>\n<\/ul>\n<p>\u72c0\u614b\u7ba1\u7406\u6a21\u5f0f<\/p>\n<ul>\n<li><strong>\u6703\u8a71\u5b58\u5132:<\/strong> \u5728 Redis \u4e2d\u77ed\u66ab\u5b58\u5728\u7684\u72c0\u614b\uff0c\u7528\u65bc\u5c0d\u8a71\u4e0a\u4e0b\u6587\u548c\u5feb\u901f\u67e5\u8a62\u3002.<\/li>\n<li><strong>\u9577\u671f\u8a18\u61b6\uff1a<\/strong> \u5728\u8cc7\u6599\u5eab\u4e2d\u6301\u4e45\u5316\u7528\u6236\u504f\u597d\u3001\u500b\u4eba\u8cc7\u6599\u548c\u5148\u524d\u4e92\u52d5\uff0c\u4ee5\u4fbf\u5728\u6703\u8a71\u4e2d\u5be6\u73fe\u500b\u6027\u5316\u3002.<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u7a97\u53e3\uff1a<\/strong> \u5c0d\u65bc LLM \u8abf\u7528\uff0c\u4ed4\u7d30\u69cb\u5efa\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u53ea\u5305\u542b\u76f8\u95dc\u6b77\u53f2\uff0c\u4ee5\u964d\u4f4e\u6210\u672c\u548c\u5e7b\u89ba\u98a8\u96aa\u3002.<\/li>\n<\/ul>\n<p>\u591a\u901a\u9053\u8003\u91cf\uff08\u5305\u62ec WhatsApp \u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\uff09<\/p>\n<ul>\n<li>\u5c07\u4f86\u81ea\u4e0d\u540c\u901a\u9053\u7684\u6d88\u606f\u6a19\u6e96\u5316\u70ba\u901a\u7528\u7684\u5167\u90e8\u683c\u5f0f\uff0c\u4ee5\u4fbf\u610f\u5716\u6aa2\u6e2c\u548c\u72c0\u614b\u908f\u8f2f\u4e0d\u53d7\u901a\u9053\u5f71\u97ff\u3002.<\/li>\n<li>\u9075\u5b88\u901a\u9053\u9650\u5236\u2014\u2014WhatsApp\u3001Messenger \u548c SMS \u6709\u4e0d\u540c\u7684\u6a21\u677f\u3001\u901f\u7387\u9650\u5236\u548c\u653f\u7b56\u2014\u2014\u76f8\u61c9\u5730\u8a2d\u8a08\u5f8c\u5099\u65b9\u6848\u4e26\u5728\u6e2c\u8a66\u74b0\u5883\u4e2d\u9032\u884c\u6e2c\u8a66\u3002.<\/li>\n<li>\u5c0d\u65bc Messenger \u96c6\u6210\u548c Python \u5f8c\u7aef\uff0c\u5be6\u7528\u7684\u6559\u7a0b\u548c\u85cd\u5716\u5c55\u793a\u4e86\u5e38\u898b\u7684\u9069\u914d\u5668\u548c\u90e8\u7f72\u9078\u64c7\uff1b\u5728\u81ea\u5b9a\u7fa9\u4e4b\u524d\uff0c\u5148\u5f9e\u7d93\u904e\u6e2c\u8a66\u7684\u6559\u7a0b\u958b\u59cb\u3002.<\/li>\n<\/ul>\n<p>\u6211\u5f37\u5236\u57f7\u884c\u7684\u64cd\u4f5c\u548c\u5b89\u5168\u5be6\u8e10<\/p>\n<ul>\n<li>\u5728\u57f7\u884c\u64cd\u4f5c\u4e4b\u524d\uff0c\u6e05\u7406\u7528\u6236\u8f38\u5165\u4e26\u5f37\u5236\u57f7\u884c\u8f38\u5165\u9a57\u8b49\uff08\u7279\u5225\u662f\u5728\u6d89\u53ca\u4ee3\u78bc\u751f\u6210\u6216\u7db2\u7d61\u9264\u5b50\u7684\u60c5\u6cc1\u4e0b\uff09\u3002.<\/li>\n<li>\u4f7f\u7528\u81ea\u52d5\u5316\u6e2c\u8a66\u4f86\u6e2c\u8a66\u5c0d\u8a71\u6d41\u7a0b\u4e26\u76e3\u63a7\u6307\u6a19\uff08\u56de\u9000\u7387\u3001\u5e73\u5747\u89e3\u6c7a\u6642\u9593\u3001\u7528\u6236\u6eff\u610f\u5ea6\uff09\u3002.<\/li>\n<li>\u5c0d\u4efb\u4f55\u7528\u6236\u63d0\u4f9b\u7684\u4ee3\u78bc\u6216\u5916\u90e8\u8abf\u7528\u61c9\u7528\u901f\u7387\u9650\u5236\u548c\u6c99\u76d2\u57f7\u884c\uff0c\u4ee5\u9632\u6b62\u6feb\u7528\u3002.<\/li>\n<\/ul>\n<p>\u7c21\u800c\u8a00\u4e4b\uff1a\u4e00\u500b\u5177\u6709\u5f48\u6027\u7684\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba AI \u7d50\u5408\u4e86\u5206\u5c64\u67b6\u69cb\u3001\u6df7\u5408 NLU\u3001\u7a69\u5065\u7684\u72c0\u614b\u7ba1\u7406\u548c\u901a\u9053\u611f\u77e5\u9069\u914d\u5668\uff08\u5305\u62ec WhatsApp \u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\uff09\u3002\u9010\u6b65\u69cb\u5efa\uff0c\u8207\u771f\u5be6\u7528\u6236\u6e2c\u8a66\uff0c\u4e26\u4e0d\u65b7\u9032\u884c\u5100\u5668\u5316\uff0c\u4ee5\u767c\u5c55\u4e00\u500b\u5728\u6e96\u78ba\u6027\u3001\u5b89\u5168\u6027\u548c\u7528\u6236\u50f9\u503c\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\u7684\u7af6\u722d\u6027\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u3002.<\/p>\n<p><img src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/12\/programming-chatbot-410990.jpg\" alt=\"\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\" loading=\"lazy\" decoding=\"async\" title=\"\"><\/p>\n<h2>\u6e2c\u8a66\u3001\u90e8\u7f72\u548c\u64f4\u5c55<\/h2>\n<h3>\u6211\u53ef\u4ee5\u88fd\u4f5c\u804a\u5929\u6a5f\u5668\u4eba\u4e26\u51fa\u552e\u55ce\uff1f<\/h3>\n<p>\u662f\u7684\u2014\u2014\u4f60\u53ef\u4ee5\u69cb\u5efa\u4e00\u500b\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u4e26\u51fa\u552e\u5b83\u3002\u6211\u5df2\u7d93\u5c07 ChatterBot \u6216 Python \u6982\u5ff5\u9a57\u8b49\u7684\u539f\u578b\u8f49\u8b8a\u70ba\u4ed8\u8cbb\u7522\u54c1\uff0c\u5c08\u6ce8\u65bc\u7522\u54c1\u5316\u3001\u53ef\u9760\u6027\u548c\u70ba\u8cb7\u5bb6\u63d0\u4f9b\u660e\u78ba\u7684\u6295\u8cc7\u56de\u5831\u7387\u3002\u8981\u5c07\u514d\u8cbb\u7684\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u539f\u578b\u8f49\u63db\u70ba\u5546\u696d\u7522\u54c1\uff0c\u4f60\u9700\u8981\u4e09\u6a23\u6771\u897f\uff1a\u53ef\u8861\u91cf\u7684\u4f7f\u7528\u6848\u4f8b\u3001\u53ef\u91cd\u8907\u7684\u90e8\u7f72\u4ee5\u53ca\u4e00\u500b\u8ca8\u5e63\u5316\u6a21\u578b\uff08SaaS\u3001\u767d\u6a19\/mit \u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u6216\u6309\u5b89\u88dd\u8a31\u53ef\uff09\u3002.<\/p>\n<ul>\n<li><strong>\u7528\u6307\u6a19\u9a57\u8b49\uff1a<\/strong> \u8ffd\u8e64\u8f49\u63db\u63d0\u5347\u3001\u97ff\u61c9\u6642\u9593\u6e1b\u5c11\u3001\u56de\u9000\u7387\u548c LTV\/CAC\uff0c\u4ee5\u8b49\u660e\u5c0d\u5ba2\u6236\u7684\u50f9\u503c\u3002.<\/li>\n<li><strong>\u52a0\u56fa\u7522\u54c1\uff1a<\/strong> \u78ba\u4fdd\u7db2\u8def\u9264\u5b50\u5b89\u5168\u3001\u52a0\u5bc6\u500b\u4eba\u8b58\u5225\u8cc7\u8a0a\u3001\u6dfb\u52a0\u76e3\u63a7\u548c\u6301\u7e8c\u96c6\u6210\/\u6301\u7e8c\u4ea4\u4ed8\uff0c\u4e26\u5728\u63a5\u53d7\u4ed8\u8cbb\u7528\u6236\u4e4b\u524d\u8a18\u9304\u5408\u898f\u6027\uff08GDPR\/CCPA\uff09\u3002.<\/li>\n<li><strong>\u5305\u88dd\u8207\u5b9a\u50f9\uff1a<\/strong> \u63d0\u4f9b\u514d\u8cbb\u7684\u7a0b\u5f0f\u8a2d\u8a08\u804a\u5929\u6a5f\u5668\u4eba\u8a66\u7528\u3001\u5206\u5c64\u8a02\u95b1\uff08\u57fa\u672c\u7248 \u2192 \u4f01\u696d\u7248\uff09\uff0c\u6216\u5e36\u6709\u5165\u9580\u8cbb\u7684\u767d\u6a19\u8a2d\u7f6e\u3002.<\/li>\n<li><strong>\u90e8\u7f72\u6a21\u5f0f\uff1a<\/strong> \u4f7f\u7528\u53ef\u91cd\u8907\u7684\u85cd\u5716\u548c\u53ef\u90e8\u7f72\u5c08\u6848\uff08GitHub \u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716\uff09\uff0c\u4e26\u9075\u5faa\u5be6\u7528\u6307\u5357\u9032\u884c Messenger\/WhatsApp \u6574\u5408\uff0c\u4ee5\u6e1b\u5c11\u5ba2\u6236\u7684\u6469\u64e6\u3002.<\/li>\n<\/ul>\n<p>\u7576\u6211\u92b7\u552e\u6a5f\u5668\u4eba\u6642\uff0c\u6211\u4f9d\u8cf4\u65bc\u6e20\u9053\u6574\u5408\uff08WhatsApp \u804a\u5929\u6a5f\u5668\u4eba\u7a0b\u5f0f\u8a2d\u8a08\u3001Facebook Messenger\uff09\uff0c\u4e26\u6dfb\u52a0\u9ad8\u7d1a\u670d\u52d9\u2014\u2014\u81ea\u5b9a\u7fa9\u610f\u5716\u3001\u591a\u8a9e\u8a00\u652f\u6301\u3001\u5206\u6790\u5100\u8868\u677f\u548c\u6709 SLA \u652f\u6301\u7684\u7dad\u8b77\u3002\u6839\u64da\u5ba2\u6236\u7684\u96b1\u79c1\u548c\u6210\u672c\u9650\u5236\uff0c\u4f7f\u7528\u63d0\u4f9b\u7684\u751f\u7522\u6307\u5357\u548c API \u6bd4\u8f03\u4f86\u9078\u64c7\u7ba1\u7406\u7684 NLU \u6216\u81ea\u6211\u6258\u7ba1\u7684\u5806\u758a\uff08<a href=\"https:\/\/messengerbot.app\/zh_tw\/%e5%a6%82%e4%bd%95%e5%89%b5%e5%bb%ba-messenger-%e6%a9%9f%e5%99%a8%e4%ba%ba%ef%bc%9a%e5%bb%ba%e7%ab%8b%e5%92%8c%e7%8d%b2%e5%88%a9%e7%9a%84%e5%af%a6%e7%94%a8%e6%8c%87%e5%8d%97%ef%bc%8c%e5%a6%82%e4%bd%95\/\">\u5be6\u7528\u7684\u8ca8\u5e63\u5316\u6307\u5357<\/a>, <a href=\"https:\/\/messengerbot.app\/zh_tw\/github-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba%e8%97%8d%e5%9c%96-%e5%af%a6%e7%94%a8%e4%bb%a3%e7%a2%bc-ai-%e6%95%b4%e5%90%88-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-ui-github-%e6%8c%87\/\">GitHub \u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716<\/a>, <a href=\"https:\/\/messengerbot.app\/zh_tw\/%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-ai-api-%e5%a6%82%e4%bd%95%e9%81%8b%e4%bd%9c-%e5%85%8d%e8%b2%bb%e9%81%b8%e9%a0%85-%e6%9c%80%e4%bd%b3-api-%e9%87%91%e9%91%b0-%e5%a6%82%e4%bd%95%e9%81%8b\/\">AI \u804a\u5929\u6a5f\u5668\u4eba API \u89e3\u91cb<\/a>).<\/p>\n<h3>\u8cea\u91cf\u4fdd\u8b49\u3001A\/B \u6e2c\u8a66\u548c\u7af6\u722d\u6027\u7a0b\u5f0f\u8a2d\u8a08\u804a\u5929\u6a5f\u5668\u4eba\u57fa\u6e96\u6e2c\u8a66<\/h3>\n<p>\u8cea\u91cf\u548c\u53ef\u8861\u91cf\u7684\u6539\u9032\u5c07\u696d\u9918\u9805\u76ee\u8207\u5546\u696d\u7a0b\u5f0f\u8a2d\u8a08\u804a\u5929\u6a5f\u5668\u4eba\u5340\u5206\u958b\u4f86\u3002\u6211\u5c07\u8cea\u91cf\u4fdd\u8b49\u548c\u5be6\u9a57\u7d0d\u5165\u767c\u5e03\u9031\u671f\uff0c\u4ee5\u4fbf\u6a5f\u5668\u4eba\u96a8\u8457\u4f7f\u7528\u800c\u6539\u9032\uff0c\u4e26\u5728\u804a\u5929\u6a5f\u5668\u4eba\u6bd4\u8f03\u6216\u6700\u4f73\u7a0b\u5f0f\u8a2d\u8a08\u804a\u5929\u6a5f\u5668\u4eba Reddit \u8ad6\u58c7\u4e2d\u8d85\u8d8a\u7af6\u722d\u89e3\u6c7a\u65b9\u6848\u3002.<\/p>\n<ul>\n<li><strong>\u6e2c\u8a66\u5957\u4ef6\uff1a<\/strong> \u8655\u7406\u7a0b\u5e8f\u7684\u55ae\u5143\u6e2c\u8a66\u3001\u7db2\u8def\u9264\u5b50\u7684\u6574\u5408\u6e2c\u8a66\u3001\u5c0d\u8a71\u6e2c\u8a66\uff08\u7aef\u5230\u7aef\u6d41\u7a0b\uff09\u4ee5\u53ca\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u56de\u6b78\u6e2c\u8a66\u3002\u4f7f\u7528 GitHub CI \u81ea\u52d5\u5316\u9019\u4e9b\u6e2c\u8a66\uff0c\u4ee5\u6e1b\u5c11\u624b\u52d5\u504f\u5dee\u3002.<\/li>\n<li><strong>A\/B \u6e2c\u8a66\uff1a<\/strong> \u5c0d\u8a9e\u53e5\u63aa\u8fad\u3001\u5f8c\u5099\u7b56\u7565\u548c\u5165\u9580\u6d41\u7a0b\u9032\u884c\u53d7\u63a7\u5be6\u9a57\uff0c\u4ee5\u512a\u5316\u95dc\u9375\u6307\u6a19\uff08\u53c3\u8207\u5ea6\u3001\u8f49\u63db\u7387\u3001\u89e3\u6c7a\u7387\uff09\u3002\u6301\u4e45\u5316\u5be6\u9a57\u5143\u6578\u64da\uff0c\u4ee5\u4fbf\u5c07\u6210\u529f\u8207\u8a13\u7df4\u6578\u64da\u7684\u8b8a\u66f4\u806f\u7e6b\u8d77\u4f86\u3002.<\/li>\n<li><strong>\u57fa\u6e96\u6bd4\u8f03\uff1a<\/strong> \u5c07\u5f8c\u5099\u7387\u3001\u610f\u5716\u6e96\u78ba\u6027\u548c\u89e3\u6c7a\u6642\u9593\u8207\u7af6\u722d\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u7bc4\u4f8b\u548c\u793e\u7fa4\u57fa\u6e96\u9032\u884c\u6bd4\u8f03\uff08\u5728 Reddit \u4e0a\u641c\u7d22\u6700\u4f73\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u4ee5\u7372\u53d6\u8cea\u6027\u53cd\u994b\uff09\u3002\u4f7f\u7528\u5408\u6210\u548c\u771f\u5be6\u65e5\u8a8c\u4f86\u6e2c\u91cf\u5728\u908a\u7de3\u6848\u4f8b\u4e2d\u7684\u7a69\u5065\u6027\u3002.<\/li>\n<li><strong>\u76e3\u63a7\u8207\u53ef\u89c0\u5bdf\u6027\uff1a<\/strong> \u8ffd\u8e64\u610f\u5716\u4fe1\u5fc3\u3001\u5ef6\u9072\u3001\u932f\u8aa4\u7387\u548c LLM \u5e7b\u89ba\u4e8b\u4ef6\uff1b\u5c0d\u56de\u6b78\u9032\u884c\u8b66\u5831\u4e26\u6536\u96c6\u6a23\u672c\u6587\u5b57\u8a18\u9304\u4ee5\u4fbf\u91cd\u65b0\u8a13\u7df4\u3002.<\/li>\n<\/ul>\n<p>\u6211\u9075\u5faa\u7684\u64cd\u4f5c\u63d0\u793a\uff1a\u5b9a\u671f\u4f7f\u7528\u6a19\u8a18\u65e5\u8a8c\u9032\u884c\u91cd\u65b0\u8a13\u7df4\uff0c\u70ba\u98a8\u96aa\u529f\u80fd\uff08\u4ee3\u78bc\u57f7\u884c\u6216\u751f\u6210\u56de\u61c9\uff09\u7dad\u8b77\u6c99\u76d2\uff0c\u4e26\u516c\u958b\u5206\u6790\u8b93\u5ba2\u6236\u770b\u5230\u6295\u8cc7\u56de\u5831\u7387\u3002\u9019\u4e9b\u6b65\u9a5f\u5c07\u539f\u578b\u8f49\u8b8a\u70ba\u53ef\u9760\u4e14\u53ef\u92b7\u552e\u7684\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u4e26\u80fd\u5920\u81ea\u4fe1\u5730\u64f4\u5c55\u3002.<\/p>\n<h2>\u5e02\u5834\u63a8\u5ee3\u8207\u589e\u9577\uff1a\u92b7\u552e\u3001\u793e\u7fa4\u548c\u652f\u6301<\/h2>\n<h3>\u8ca8\u5e63\u5316\u6e05\u55ae\u53ca\u5c07\u539f\u578b\u8f49\u8b8a\u70ba\u7522\u54c1\uff08\u5982\u4f55\u7de8\u5beb\u804a\u5929\u6a5f\u5668\u4eba\u8ca8\u5e63\u5316\uff09<\/h3>\n<p>\u6211\u900f\u904e\u9a57\u8b49\u50f9\u503c\u3001\u6e05\u6670\u5305\u88dd\u548c\u6839\u64da\u5be6\u969b\u6210\u672c\u5b9a\u50f9\uff0c\u5c07\u539f\u578b\u8f49\u8b8a\u70ba\u4ed8\u8cbb\u7522\u54c1\u3002\u9996\u5148\uff1a\u7528\u6307\u6a19\u8b49\u660e\u7528\u4f8b\u2014\u2014\u8f49\u63db\u63d0\u5347\u3001\u6e1b\u5c11\u652f\u6301\u8ca0\u64d4\u6216\u6f5b\u5728\u5ba2\u6236\u6355\u7372\u7387\u2014\u2014\u8b93\u8cb7\u5bb6\u80fd\u770b\u5230\u6295\u8cc7\u56de\u5831\u7387\u3002\u7b2c\u4e8c\uff1a\u9078\u64c7\u9069\u5408\u4f60\u7684\u53d7\u773e\u7684\u8ca8\u5e63\u5316\u6a21\u578b\uff08SaaS \u8a02\u95b1\u3001\u767d\u6a19\/\u8207\u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u4ee3\u7406\u7684\u4ea4\u6613\u3001\u6bcf\u6b21\u5b89\u88dd\u6388\u6b0a\uff0c\u6216\u57fa\u65bc\u4f7f\u7528\u91cf\u7684\u8a08\u8cbb\u7528\u65bc LLM\/API \u8abf\u7528\uff09\u3002.<\/p>\n<p>\u6211\u5728\u5411\u5ba2\u6236\u6536\u8cbb\u4e4b\u524d\u4f7f\u7528\u7684\u5177\u9ad4\u6aa2\u67e5\u6e05\u55ae\uff1a<\/p>\n<ul>\n<li><strong>\u5df2\u9a57\u8b49\u7684 KPI\uff1a<\/strong> \u4f86\u81ea\u514d\u8cbb\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u8a66\u7528\u6216\u8a66\u9ede\u7684\u53ef\u8861\u91cf\u6539\u5584\u3002.<\/li>\n<li><strong>\u5b89\u5168\u6027\u8207\u5408\u898f\u6027:<\/strong> \u52a0\u5bc6\u3001\u500b\u4eba\u8b58\u5225\u4fe1\u606f\u8655\u7406\u3001GDPR\/CCPA \u6587\u6a94\u548c\u6e20\u9053\u653f\u7b56\u9075\u5faa\u3002.<\/li>\n<li><strong>\u53ef\u9760\u6027\uff1a<\/strong> CI\/CD\u3001\u76e3\u63a7\u3001\u5099\u4efd\uff0c\u4ee5\u53ca\u4ed8\u8cbb\u5c64\u7d1a\u7684 SLA \u9078\u9805\u3002.<\/li>\n<li><strong>\u5305\u88dd\uff1a<\/strong> \u6e05\u6670\u7684\u5c64\u7d1a\uff08\u514d\u8cbb \u2192 \u5c08\u696d \u2192 \u4f01\u696d\uff09\u548c WhatsApp \u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u3001Messenger \u6574\u5408\u6216\u81ea\u5b9a\u7fa9\u610f\u5716\u7684\u9644\u52a0\u529f\u80fd\u3002.<\/li>\n<li><strong>\u6210\u672c\u63a7\u5236\uff1a<\/strong> \u6a21\u578b API \u6210\u672c\u50b3\u905e\u6216\u4f7f\u7528\u4e0a\u9650\uff0c\u4ee5\u4fdd\u8b77 LLM \u8abf\u7528\u7684\u5229\u6f64\u3002.<\/li>\n<\/ul>\n<p>\u6211\u5982\u4f55\u5b9a\u50f9\u548c\u8ffd\u52a0\u92b7\u552e\uff1a<\/p>\n<ul>\n<li>\u5f9e\u4f4e\u6469\u64e6\u7684\u514d\u8cbb\u5c64\u7d1a\uff08\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u514d\u8cbb\uff09\u958b\u59cb\uff0c\u4ee5\u6536\u96c6\u4f7f\u7528\u6578\u64da\u3002.<\/li>\n<li>\u5c0d\u9ad8\u7d1a\u9023\u63a5\u5668\uff08WhatsApp\u3001Messenger\uff09\u3001\u5206\u6790\u5100\u8868\u677f\u548c\u767d\u6a19\u8a2d\u7f6e\u6536\u8cbb\u3002.<\/li>\n<li>\u63d0\u4f9b\u7ba1\u7406\u670d\u52d9\u2014\u2014\u5165\u9580\u3001\u5b9a\u5236\u610f\u5716\u69cb\u5efa\u548c\u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u652f\u6301\u2014\u2014\u4ee5\u63d0\u9ad8\u5ba2\u6236\u7d42\u8eab\u50f9\u503c\u3002.<\/li>\n<\/ul>\n<p>\u6211\u5728\u5c07\u6a5f\u5668\u4eba\u7522\u54c1\u5316\u6642\u4f9d\u8cf4\u7684\u8cc7\u6e90\u5305\u62ec\u5be6\u7528\u7684\u8ca8\u5e63\u5316\u6307\u5357\u548c\u53ef\u90e8\u7f72\u7684\u4ee3\u78bc\u85cd\u5716\uff1b\u9019\u4e9b\u53ef\u4ee5\u52a0\u5feb\u4e0a\u5e02\u6642\u9593\u4e26\u964d\u4f4e\u5de5\u7a0b\u98a8\u96aa\uff08<a href=\"https:\/\/messengerbot.app\/zh_tw\/%e5%a6%82%e4%bd%95%e5%89%b5%e5%bb%ba-messenger-%e6%a9%9f%e5%99%a8%e4%ba%ba%ef%bc%9a%e5%bb%ba%e7%ab%8b%e5%92%8c%e7%8d%b2%e5%88%a9%e7%9a%84%e5%af%a6%e7%94%a8%e6%8c%87%e5%8d%97%ef%bc%8c%e5%a6%82%e4%bd%95\/\">\u5982\u4f55\u5275\u5efaMessenger\u6a5f\u5668\u4eba<\/a>, <a href=\"https:\/\/messengerbot.app\/zh_tw\/github-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba%e8%97%8d%e5%9c%96-%e5%af%a6%e7%94%a8%e4%bb%a3%e7%a2%bc-ai-%e6%95%b4%e5%90%88-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-ui-github-%e6%8c%87\/\">GitHub \u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716<\/a>).<\/p>\n<h3>\u71df\u92b7\u6e20\u9053\u3001\u958b\u767c\u8005\u793e\u5340\u8cc7\u6e90\u548c\u6700\u4f73\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba Reddit \u7b56\u7565<\/h3>\n<p>\u70ba\u4e86\u4fc3\u9032\u63a1\u7528\uff0c\u6211\u4f7f\u7528 SEO \u5167\u5bb9\u3001\u6280\u8853\u6f14\u793a\u548c\u793e\u5340\u53c3\u8207\u7684\u7d44\u5408\u3002\u6211\u512a\u5148\u8003\u616e\u80fd\u5920\u6355\u6349\u610f\u5716\u7684\u6e20\u9053\u2014\u2014\u56de\u7b54\u300c\u5982\u4f55\u7de8\u78bc\u804a\u5929\u6a5f\u5668\u4eba\u300d\u7684\u6559\u7a0b\u4ee5\u53ca\u50cf\u804a\u5929\u6a5f\u5668\u4eba\u5217\u8868\u6216\u6700\u4f73\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u6587\u7ae0\u9019\u6a23\u7684\u6bd4\u8f03\u5167\u5bb9\u3002\u70ba\u4e86\u6280\u8853\u53ef\u4fe1\u5ea6\uff0c\u6211\u767c\u5e03\u53ef\u90e8\u7f72\u7684\u793a\u4f8b\u4e26\u93c8\u63a5\u5230 Messenger \u804a\u5929\u6a5f\u5668\u4eba Python \u6559\u7a0b\uff0c\u4ee5\u4fbf\u6f5b\u5728\u5ba2\u6236\u53ef\u4ee5\u5feb\u901f\u91cd\u73fe\u7d50\u679c\uff08<a href=\"https:\/\/messengerbot.app\/zh_tw\/%e5%ae%8c%e6%95%b4%e7%9a%84-messenger-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-python-%e6%95%99%e5%ad%b8%ef%bc%8c%e5%bb%ba%e7%ab%8b%e8%88%87-facebook-messenger-%e9%80%a3%e6%8e%a5%ef%bc%8cgithub\/\">Messenger \u804a\u5929\u6a5f\u5668\u4eba Python \u6559\u7a0b<\/a>).<\/p>\n<p>\u6211\u57f7\u884c\u7684\u6e20\u9053\u548c\u7b56\u7565\uff1a<\/p>\n<ul>\n<li><strong>SEO \u548c\u5167\u5bb9\uff1a<\/strong> \u5be6\u7528\u6307\u5357\u3001\u300c\u6700\u4f73\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u300d\u6bd4\u8f03\uff0c\u4ee5\u53ca\u5728\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba AI \u548c Python \u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u7684\u641c\u7d22\u4e2d\u51fa\u73fe\u7684\u9577\u7bc7\u6559\u7a0b\u3002.<\/li>\n<li><strong>\u958b\u767c\u8005\u5916\u806f\uff1a<\/strong> \u5728 GitHub \u4e0a\u767c\u5e03\u4ee3\u78bc\u4e26\u53c3\u8003\u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716\u4ee5\u5438\u5f15\u5206\u53c9\u548c\u8ca2\u737b (<a href=\"https:\/\/messengerbot.app\/zh_tw\/github-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba%e8%97%8d%e5%9c%96-%e5%af%a6%e7%94%a8%e4%bb%a3%e7%a2%bc-ai-%e6%95%b4%e5%90%88-%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-ui-github-%e6%8c%87\/\">GitHub \u804a\u5929\u6a5f\u5668\u4eba\u85cd\u5716<\/a>).<\/li>\n<li><strong>\u793e\u7fa4\u8207\u8ad6\u58c7:<\/strong> \u5728 Reddit \u548c Stack Overflow \u4e0a\u63d0\u4f9b\u6709\u5e6b\u52a9\u7684\u7b54\u6848\uff0c\u800c\u4e0d\u662f\u5f37\u786c\u63a8\u92b7\uff1b\u76e3\u63a7\u6700\u4f73\u7a0b\u5f0f\u8a2d\u8a08\u804a\u5929\u6a5f\u5668\u4eba Reddit \u6587\u7ae0\u4ee5\u7372\u53d6\u529f\u80fd\u60f3\u6cd5\u548c\u7af6\u722d\u4fe1\u865f\u3002.<\/li>\n<li><strong>\u76f4\u63a5\u793a\u7bc4:<\/strong> \u8209\u8fa6\u7db2\u8def\u7814\u8a0e\u6703\u548c\u73fe\u5834\u69cb\u5efa\uff0c\u5c55\u793a\u7a0b\u5f0f\u8a2d\u8a08\u804a\u5929\u6a5f\u5668\u4eba\u5de5\u4f5c\u6d41\u7a0b\u548c\u5be6\u7528\u7684 WhatsApp \u804a\u5929\u6a5f\u5668\u4eba\u7de8\u7a0b\u7bc4\u4f8b\uff0c\u4ee5\u7e2e\u77ed\u92b7\u552e\u5468\u671f\u3002.<\/li>\n<\/ul>\n<p>\u6211\u63d0\u4f9b\u7684\u652f\u6301\u548c\u5206\u6790\u4ee5\u4fdd\u7559\u5ba2\u6236:<\/p>\n<ul>\n<li>\u81ea\u52a9\u6587\u6a94\u548c\u9010\u6b65\u6559\u7a0b\uff08\u6211\u93c8\u63a5\u5230\u5167\u90e8\u6559\u7a0b\u4ee5\u964d\u4f4e\u652f\u6301\u6210\u672c\uff09\u3002.<\/li>\n<li>\u7522\u54c1\u5206\u6790\uff1a\u8ddf\u8e2a\u56de\u9000\u7387\u3001\u610f\u5716\u6e96\u78ba\u6027\u3001\u53c3\u8207\u5ea6\u548c\u6bcf\u6b21\u804a\u5929\u7684\u6536\u5165\uff0c\u4ee5\u512a\u5148\u8003\u616e\u6539\u9032\u3002.<\/li>\n<li>\u5206\u7d1a\u652f\u6301\uff1a\u514d\u8cbb\u7528\u6236\u7684\u793e\u5340\uff0c\u4ed8\u8cbb\u5e33\u6236\u7684\u670d\u52d9\u6c34\u5e73\u5354\u8b70\u548c\u6bcf\u6708\u8a55\u4f30\u3002.<\/li>\n<\/ul>\n<p>\u7af6\u722d\u683c\u5c40\u548c\u5408\u4f5c\u5925\u4f34<\/p>\n<p>\u6211\u5c0d\u7af6\u722d\u5c0d\u624b\u4fdd\u6301\u4e2d\u7acb\uff0c\u4f46\u5c0d\u6b0a\u8861\u4fdd\u6301\u8aa0\u5be6\uff1a\u958b\u6e90\u5806\u758a\uff08Rasa\u3001Hugging Face\uff09\u63d0\u4f9b\u63a7\u5236\u6b0a\uff1b\u7ba1\u7406\u578b\u4f9b\u61c9\u5546\uff08OpenAI\uff09\u4ee5\u6210\u672c\u7c21\u5316\u529f\u80fd\u3002\u5c0d\u65bc\u591a\u8a9e\u8a00\u52a9\u624b\uff0c\u5718\u968a\u7d93\u5e38\u6bd4\u8f03\u7b2c\u4e09\u65b9\u5e73\u53f0\u2014\u2014Brain Pod AI \u63d0\u4f9b\u4e00\u500b\u591a\u8a9e\u8a00 AI \u804a\u5929\u52a9\u624b\uff0c\u52a0\u901f\u8a9e\u8a00\u652f\u6301\uff0c\u4e26\u8207 OpenAI \u548c Hugging Face \u7684\u89e3\u6c7a\u65b9\u6848\u4e26\u884c\u3002<a href=\"https:\/\/brainpod.ai\/ai-chat-assistant\/\" target=\"_blank\" rel=\"noopener\">Brain Pod AI \u804a\u5929\u52a9\u624b<\/a>, <a href=\"https:\/\/openai.com\" target=\"_blank\" rel=\"noopener\">OpenAI<\/a>, <a href=\"https:\/\/huggingface.co\" target=\"_blank\" rel=\"noopener\">Hugging Face<\/a>).<\/p>\n<p>\u6700\u5f8c\uff0c\u6211\u53cd\u8986\u6e2c\u8a66\u6d88\u606f\uff0c\u8ddf\u8e2a\u793e\u5340\u53cd\u994b\uff08\u5305\u62ec\u6700\u4f73\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba Reddit \u4fe1\u865f\uff09\uff0c\u4e26\u4f7f\u7528 API \u6bd4\u8f03\u4f86\u512a\u5316\u5f8c\u7aef\u3002<a href=\"https:\/\/messengerbot.app\/zh_tw\/%e8%81%8a%e5%a4%a9%e6%a9%9f%e5%99%a8%e4%ba%ba-ai-api-%e5%a6%82%e4%bd%95%e9%81%8b%e4%bd%9c-%e5%85%8d%e8%b2%bb%e9%81%b8%e9%a0%85-%e6%9c%80%e4%bd%b3-api-%e9%87%91%e9%91%b0-%e5%a6%82%e4%bd%95%e9%81%8b\/\">AI \u804a\u5929\u6a5f\u5668\u4eba API \u89e3\u91cb<\/a>\u9019\u500b\u5faa\u74b0\u2014\u2014\u5167\u5bb9\u3001\u6f14\u793a\u3001\u793e\u5340\u3001\u5206\u6790\u2014\u2014\u8b93\u6211\u80fd\u5920\u64f4\u5c55\u4e00\u500b\u7af6\u722d\u6027\u7684\u7de8\u7a0b\u804a\u5929\u6a5f\u5668\u4eba\u7522\u54c1\uff0c\u540c\u6642\u4fdd\u6301\u7372\u5ba2\u6210\u672c\u5728\u53ef\u63a7\u7bc4\u570d\u5167\u3002.<\/p>\n<span class=\"et_bloom_bottom_trigger\"><\/span>","protected":false},"excerpt":{"rendered":"<input type=\"hidden\" value=\"\" data-essbisPostContainer=\"\" data-essbisPostUrl=\"https:\/\/messengerbot.app\/zh_tw\/programming-chatbot-how-to-build-and-code-python-or-ai-choose-the-best-tool-and-turn-it-into-a-sellable-product\/\" data-essbisPostTitle=\"Programming Chatbot: How to Build and Code (Python or AI), Choose the Best Tool, and Turn It into a Sellable Product\" data-essbisHoverContainer=\"\"><p>Key Takeaways Programming chatbot projects scale from simple rule\u2011based FAQs to advanced programming chatbot AI\u2014choose scope before picking tools. Chatbot programming language choice matters: Python is best for ML\/NLP and prototyping; Node.js, Java\/Kotlin, C#, or Go suit specific channel or enterprise needs. For rapid prototypes and learning how to code a chatbot, start with ChatterBot [&hellip;]<\/p>\n","protected":false},"author":14928,"featured_media":259716,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":"","rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","rank_math_canonical_url":"","rank_math_robots":"","rank_math_facebook_title":"","rank_math_facebook_description":"","rank_math_twitter_title":"","rank_math_twitter_description":""},"categories":[31],"tags":[],"class_list":["post-259717","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/posts\/259717","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/users\/14928"}],"replies":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/comments?post=259717"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/posts\/259717\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/media\/259716"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/media?parent=259717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/categories?post=259717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/zh_tw\/wp-json\/wp\/v2\/tags?post=259717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}