{"id":14649,"date":"2024-12-02T13:30:41","date_gmt":"2024-12-02T05:30:41","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14649"},"modified":"2024-12-02T13:30:41","modified_gmt":"2024-12-02T05:30:41","slug":"shiyong-amazon-bedroc","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/shiyong-amazon-bedroc\/","title":{"rendered":"\u4f7f\u7528 Amazon Bedrock\u3001Amazon Connect\u3001Amazon Lex\u3001LangChain \u548c WhatsApp \u521b\u5efa\u4e0b\u4e00\u4ee3\u804a\u5929\u52a9\u624b"},"content":{"rendered":"<p><em>\u672c\u6587\u7531 LangChain \u7684 Harrison Chase\u3001Erick Friis \u548c Linda Ye \u8054\u5408\u64b0\u5199\u3002<\/em><\/p>\n<p><a href=\"https:\/\/aws.amazon.com\/generative-ai\/\">\u751f\u6210\u5f0f AI<\/a>\u00a0\u5728\u672a\u6765\u51e0\u5e74\u5c06\u5f7b\u5e95\u53d8\u9769\u7528\u6237\u4f53\u9a8c\u3002\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u5173\u952e\u7684\u4e00\u6b65\u662f\u5f15\u5165\u80fd\u591f\u667a\u80fd\u4f7f\u7528\u5de5\u5177\u7684 AI \u52a9\u624b\uff0c\u5e2e\u52a9\u5ba2\u6237\u5bfc\u822a\u6570\u5b57\u4e16\u754c\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u5982\u4f55\u90e8\u7f72\u4e00\u4e2a\u4e0a\u4e0b\u6587\u611f\u77e5\u7684 AI \u52a9\u624b\u3002\u8be5\u52a9\u624b\u57fa\u4e8e\u00a0<a href=\"https:\/\/aws.amazon.com\/bedrock\/knowledge-bases\/\">Amazon Bedrock \u77e5\u8bc6\u5e93<\/a>\u3001<a href=\"https:\/\/aws.amazon.com\/lex\/\">Amazon Lex<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/aws.amazon.com\/connect\/\">Amazon Connect<\/a>\u00a0\u6784\u5efa\uff0c\u5e76\u4f7f\u7528 WhatsApp \u4f5c\u4e3a\u4ea4\u4e92\u6e20\u9053\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e00\u79cd\u719f\u6089\u4e14\u4fbf\u5229\u7684\u754c\u9762\u3002<\/p>\n<p>Amazon Bedrock \u77e5\u8bc6\u5e93\u4e3a\u57fa\u7840\u6a21\u578b (FMs) \u548c\u4ee3\u7406\u63d0\u4f9b\u6765\u81ea\u4f01\u4e1a\u79c1\u6709\u6570\u636e\u6e90\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u652f\u6301\u00a0<a href=\"https:\/\/aws.amazon.com\/what-is\/retrieval-augmented-generation\/\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/a>\u00a0(<a href=\"https:\/\/www.kdjingpai.com\/de\/rag\/\">RAG<\/a>)\uff0c\u4ee5\u63d0\u4f9b\u66f4\u76f8\u5173\u3001\u51c6\u786e\u548c\u5b9a\u5236\u5316\u7684\u56de\u590d\u3002\u5bf9\u4e8e\u5e0c\u671b\u589e\u5f3a\u751f\u6210\u5f0f AI \u5e94\u7528\u7a0b\u5e8f\u7684\u7ec4\u7ec7\u6765\u8bf4\uff0c\u8be5\u529f\u80fd\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u4e0e Amazon Lex \u548c Amazon Connect \u7684\u539f\u751f\u517c\u5bb9\u6027\uff0c\u5b83\u7b80\u5316\u4e86\u9886\u57df\u7279\u5b9a\u77e5\u8bc6\u7684\u6574\u5408\u3002\u901a\u8fc7\u81ea\u52a8\u5316\u6587\u6863\u5bfc\u5165\u3001\u5206\u5757\u548c\u5d4c\u5165\uff0c\u6d88\u9664\u4e86\u624b\u52a8\u8bbe\u7f6e\u590d\u6742\u5411\u91cf\u6570\u636e\u5e93\u6216\u81ea\u5b9a\u4e49\u68c0\u7d22\u7cfb\u7edf\u7684\u9700\u6c42\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u5f00\u53d1\u590d\u6742\u6027\u548c\u65f6\u95f4\u3002<\/p>\n<p>\u8fd9\u79cd\u89e3\u51b3\u65b9\u6848\u63d0\u5347\u4e86\u57fa\u7840\u6a21\u578b\u54cd\u5e94\u7684\u51c6\u786e\u6027\uff0c\u964d\u4f4e\u4e86\u7531\u4e8e\u57fa\u4e8e\u9a8c\u8bc1\u6570\u636e\u800c\u4ea7\u751f\u7684\u9519\u8bef\u56de\u7b54\u3002\u76f8\u6bd4\u7ef4\u62a4\u81ea\u5b9a\u4e49\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\uff0c\u8be5\u65b9\u6848\u901a\u8fc7\u51cf\u5c11\u5f00\u53d1\u8d44\u6e90\u548c\u8fd0\u8425\u6210\u672c\u63d0\u9ad8\u4e86\u6210\u672c\u6548\u7387\u3002\u901a\u8fc7 AWS \u7684\u65e0\u670d\u52a1\u5668\u670d\u52a1\uff0c\u5b83\u7684\u53ef\u6269\u5c55\u6027\u53ef\u4ee5\u5feb\u901f\u9002\u5e94\u4e0d\u65ad\u589e\u957f\u7684\u6570\u636e\u91cf\u548c\u7528\u6237\u67e5\u8be2\u91cf\u3002\u8fd8\u5229\u7528 AWS \u5f3a\u5927\u7684\u5b89\u5168\u57fa\u7840\u8bbe\u65bd\u6765\u7ef4\u62a4\u6570\u636e\u9690\u79c1\u548c\u5408\u89c4\u6027\u3002\u901a\u8fc7\u6301\u7eed\u66f4\u65b0\u548c\u6269\u5145\u77e5\u8bc6\u5e93\uff0cAI \u5e94\u7528\u7a0b\u5e8f\u80fd\u591f\u59cb\u7ec8\u8ddf\u4e0a\u6700\u65b0\u4fe1\u606f\u3002\u9009\u62e9 Amazon Bedrock \u77e5\u8bc6\u5e93\u540e\uff0c\u7ec4\u7ec7\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u521b\u9020\u589e\u503c\u7684 AI \u5e94\u7528\u7a0b\u5e8f\uff0c\u800c AWS \u5904\u7406\u77e5\u8bc6\u7ba1\u7406\u548c\u68c0\u7d22\u7684\u590d\u6742\u6027\uff0c\u4ece\u800c\u4ee5\u66f4\u5c11\u7684\u52aa\u529b\u66f4\u5feb\u5730\u90e8\u7f72\u66f4\u51c6\u786e\u3001\u66f4\u5f3a\u5927\u7684 AI \u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u524d\u7f6e\u6761\u4ef6<\/h2>\n<p>\u8981\u5b9e\u73b0\u8be5\u89e3\u51b3\u65b9\u6848\uff0c\u60a8\u9700\u8981\u5177\u5907\u4ee5\u4e0b\u6761\u4ef6\uff1a<\/p>\n<ul>\n<li>\u4e00\u4e2a\u00a0<a href=\"https:\/\/signin.aws.amazon.com\/signin?redirect_uri=https%3A%2F%2Fportal.aws.amazon.com%2Fbilling%2Fsignup%2Fresume&amp;client_id=signup\">AWS \u8d26\u6237<\/a>\uff0c\u5177\u6709\u5728 Amazon Bedrock\u3001Amazon Lex\u3001Amazon Connect \u548c\u00a0<a href=\"https:\/\/aws.amazon.com\/lambda\/\">AWS Lambda<\/a>\u00a0\u4e2d\u521b\u5efa\u8d44\u6e90\u7684\u6743\u9650\u3002<\/li>\n<li>\u6a21\u578b\u8bbf\u95ee\u6743\u9650\uff0c\u53ef\u5728\u00a0<a href=\"https:\/\/aws.amazon.com\/bedrock\">Amazon Bedrock<\/a>\u00a0\u4e0a\u542f\u7528\u00a0<a href=\"https:\/\/www.anthropic.com\/news\/claude-3-family\">Anthropic \u7684 Claude 3 Haiku<\/a>\u00a0\u6a21\u578b\u3002\u6309\u7167\u00a0<a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/model-access.html\">\u8bbf\u95ee Amazon Bedrock \u57fa\u7840\u6a21\u578b<\/a>\u00a0\u4e2d\u7684\u6b65\u9aa4\u64cd\u4f5c\u3002<\/li>\n<li>\u4e00\u4e2a\u00a0<a href=\"https:\/\/developers.facebook.com\/\">WhatsApp<\/a>\u00a0\u5546\u4e1a\u8d26\u6237\uff0c\u7528\u4e8e\u4e0e Amazon Connect \u96c6\u6210\u3002<\/li>\n<li>\u4ea7\u54c1\u6587\u6863\u3001\u77e5\u8bc6\u6587\u7ae0\u6216\u5176\u4ed6\u76f8\u5173\u6570\u636e\uff0c\u683c\u5f0f\u9700\u517c\u5bb9\uff08\u5982 PDF \u6216\u6587\u672c\uff09\uff0c\u4ee5\u5bfc\u5165\u77e5\u8bc6\u5e93\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u89e3\u51b3\u65b9\u6848\u6982\u8ff0<\/h2>\n<p>\u6b64\u89e3\u51b3\u65b9\u6848\u4f7f\u7528\u591a\u4e2a\u5173\u952e\u7684 AWS AI \u670d\u52a1\u6765\u6784\u5efa\u548c\u90e8\u7f72 AI \u52a9\u624b\uff1a<\/p>\n<ul>\n<li><strong>Amazon Bedrock<\/strong>\u00a0\u2013 Amazon Bedrock \u662f\u4e00\u4e2a\u5b8c\u5168\u6258\u7ba1\u7684\u670d\u52a1\uff0c\u901a\u8fc7\u5355\u4e00 API \u63d0\u4f9b\u6765\u81ea\u9886\u5148 AI \u516c\u53f8\uff08\u5982 AI21 Labs\u3001Anthropic\u3001Cohere\u3001Meta\u3001Mistral AI\u3001Stability AI \u548c Amazon\uff09\u7684\u9ad8\u6027\u80fd\u57fa\u7840\u6a21\u578b (FMs)\uff0c\u4ee5\u53ca\u6784\u5efa\u5177\u6709\u5b89\u5168\u6027\u3001\u9690\u79c1\u6027\u548c\u8d1f\u8d23\u4efb AI \u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u6240\u9700\u7684\u5e7f\u6cdb\u529f\u80fd\u3002<\/li>\n<li><strong>Amazon Bedrock Knowledge Bases<\/strong>\u00a0\u2013 \u4e3a AI \u52a9\u624b\u63d0\u4f9b\u6765\u81ea\u516c\u53f8\u79c1\u6709\u6570\u636e\u6e90\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/li>\n<li><a href=\"https:\/\/aws.amazon.com\/opensearch-service\/\">Amazon OpenSearch Service<\/a>\u00a0\u2013 \u4f5c\u4e3a\u77e2\u91cf\u5b58\u50a8\uff0c\u539f\u751f\u652f\u6301 Amazon Bedrock Knowledge Bases\u3002<\/li>\n<li><strong>Amazon Lex<\/strong>\u00a0\u2013 \u7528\u4e8e\u6784\u5efa AI \u52a9\u624b\u7684\u5bf9\u8bdd\u754c\u9762\uff0c\u5305\u62ec\u5b9a\u4e49\u610f\u56fe\u548c\u69fd\u4f4d\u3002<\/li>\n<li><strong>Amazon Connect<\/strong>\u00a0\u2013 \u96c6\u6210 WhatsApp\uff0c\u4f7f AI \u52a9\u624b\u80fd\u591f\u5728\u8fd9\u4e00\u6d41\u884c\u7684\u6d88\u606f\u5e94\u7528\u7a0b\u5e8f\u4e2d\u53ef\u7528\u3002<\/li>\n<li><strong>AWS Lambda<\/strong>\u00a0\u2013 \u8fd0\u884c\u4ee3\u7801\u4ee5\u96c6\u6210\u670d\u52a1\u5e76\u5b9e\u73b0\u6784\u6210 AI \u52a9\u624b\u6838\u5fc3\u903b\u8f91\u7684 LangChain agent\u3002<\/li>\n<li><strong>Amazon API Gateway<\/strong>\u00a0\u2013 \u63a5\u6536\u4ece WhatsApp \u89e6\u53d1\u7684\u5165\u7ad9\u8bf7\u6c42\uff0c\u5e76\u5c06\u8bf7\u6c42\u8def\u7531\u5230 AWS Lambda \u8fdb\u884c\u8fdb\u4e00\u6b65\u5904\u7406\u3002<\/li>\n<li><strong>Amazon DynamoDB<\/strong>\u00a0\u2013 \u5b58\u50a8\u63a5\u6536\u548c\u751f\u6210\u7684\u6d88\u606f\u4ee5\u652f\u6301\u5bf9\u8bdd\u8bb0\u5fc6\u3002<\/li>\n<li><strong>Amazon SNS<\/strong>\u00a0\u2013 \u5904\u7406\u6765\u81ea Amazon Connect \u7684\u51fa\u7ad9\u54cd\u5e94\u7684\u8def\u7531\u3002<\/li>\n<li><a href=\"https:\/\/www.langchain.com\/\">LangChain<\/a>\u00a0\u2013 \u63d0\u4f9b\u7528\u4e8e\u6784\u5efa LangChain agent \u7684\u5f3a\u5927\u62bd\u8c61\u5c42\uff0c\u5e2e\u52a9\u57fa\u7840\u6a21\u578b (FMs) \u6267\u884c\u4e0a\u4e0b\u6587\u611f\u77e5\u63a8\u7406\u3002<\/li>\n<li><a href=\"https:\/\/www.langchain.com\/langsmith\">LangSmith<\/a>\u00a0\u2013 \u5c06 agent \u7684\u6267\u884c\u8bb0\u5f55\u4e0a\u4f20\u5230 LangSmith\uff0c\u4ee5\u589e\u5f3a\u53ef\u89c2\u6d4b\u6027\uff0c\u5305\u62ec\u8c03\u8bd5\u3001\u76d1\u63a7\u4ee5\u53ca\u6d4b\u8bd5\u4e0e\u8bc4\u4f30\u529f\u80fd\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u4ee5\u4e0b\u56fe\u793a\u5c55\u793a\u4e86\u67b6\u6784\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14652\" title=\"\u4f7f\u7528 Amazon Bedrock\u3001Amazon Connect\u3001Amazon Lex\u3001LangChain \u548c WhatsApp \u521b\u5efa\u4e0b\u4e00\u4ee3\u804a\u5929\u52a9\u624b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/efe79c321127e9b.png\" alt=\"\u4f7f\u7528 Amazon Bedrock\u3001Amazon Connect\u3001Amazon Lex\u3001LangChain \u548c WhatsApp \u521b\u5efa\u4e0b\u4e00\u4ee3\u804a\u5929\u52a9\u624b-1\" width=\"1601\" height=\"654\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/efe79c321127e9b.png 1601w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/efe79c321127e9b-300x123.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/efe79c321127e9b-1024x418.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/efe79c321127e9b-768x314.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/efe79c321127e9b-1536x627.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/efe79c321127e9b-18x7.png 18w\" sizes=\"auto, (max-width: 1601px) 100vw, 1601px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u6d41\u7a0b\u63cf\u8ff0<\/h2>\n<p>\u56fe\u4e2d\u53f3\u4fa7\u7528\u7ea2\u8272\u6570\u5b57\u8868\u793a\u6570\u636e\u6444\u53d6\u8fc7\u7a0b\uff1a<\/p>\n<ol>\n<li>\u5c06\u6587\u4ef6\u4e0a\u4f20\u5230\u00a0<a href=\"https:\/\/aws.amazon.com\/s3\/\">Amazon Simple Storage Service<\/a>\u00a0(Amazon S3) \u6570\u636e\u6e90\u3002<\/li>\n<li>\u65b0\u6587\u4ef6\u89e6\u53d1 Lambda \u51fd\u6570\u3002<\/li>\n<li>Lambda \u51fd\u6570\u8c03\u7528\u77e5\u8bc6\u5e93\u6570\u636e\u6e90\u7684\u540c\u6b65\u64cd\u4f5c\u3002<\/li>\n<li>Amazon Bedrock Knowledge Bases \u4ece Amazon S3 \u83b7\u53d6\u6570\u636e\uff0c\u5bf9\u5176\u8fdb\u884c\u5207\u5757\uff0c\u5e76\u901a\u8fc7\u9009\u5b9a\u7684\u57fa\u7840\u6a21\u578b (FM) \u751f\u6210\u5d4c\u5165\u5411\u91cf\u3002<\/li>\n<li>Amazon Bedrock Knowledge Bases \u5c06\u5d4c\u5165\u5411\u91cf\u5b58\u50a8\u5728 Amazon OpenSearch Service \u4e2d\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>\u56fe\u4e2d\u5de6\u4fa7\u7528\u6570\u5b57\u8868\u793a\u6d88\u606f\u4f20\u9012\u8fc7\u7a0b\uff1a<\/p>\n<ol>\n<li>\u7528\u6237\u901a\u8fc7 WhatsApp \u5411\u6258\u7ba1\u5728\u67d0\u5904\u7684 webhook \u53d1\u9001\u6d88\u606f\u53d1\u8d77\u901a\u4fe1\u3002<\/li>\n<li>Amazon API Gateway \u5c06\u5165\u7ad9\u6d88\u606f\u8def\u7531\u5230\u7531 AWS Lambda \u6267\u884c\u7684\u5165\u7ad9\u6d88\u606f\u5904\u7406\u5668\u3002<\/li>\n<li>\u5165\u7ad9\u6d88\u606f\u5904\u7406\u5668\u5728\u00a0<a href=\"https:\/\/aws.amazon.com\/dynamodb\/\">Amazon DynamoDB<\/a>\u00a0\u4e2d\u8bb0\u5f55\u7528\u6237\u7684\u8054\u7cfb\u4fe1\u606f\u3002<\/li>\n<li>\u5bf9\u4e8e\u9996\u6b21\u4f7f\u7528\u7684\u7528\u6237\uff0c\u5165\u7ad9\u6d88\u606f\u5904\u7406\u5668\u5728 Amazon Connect \u4e2d\u5efa\u7acb\u65b0\u4f1a\u8bdd\u5e76\u8bb0\u5f55\u5230 DynamoDB\u3002\u5bf9\u4e8e\u8fd4\u56de\u7528\u6237\uff0c\u5219\u6062\u590d\u5176\u73b0\u6709\u7684 Amazon Connect \u4f1a\u8bdd\u3002<\/li>\n<li>Amazon Connect \u5c06\u7528\u6237\u6d88\u606f\u8f6c\u53d1\u5230 Amazon Lex \u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3002<\/li>\n<li>Amazon Lex \u89e6\u53d1\u7531 Lambda \u51fd\u6570\u5b9e\u73b0\u7684 LangChain AI \u52a9\u624b\u3002<\/li>\n<li>LangChain AI \u52a9\u624b\u4ece DynamoDB \u68c0\u7d22\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u3002<\/li>\n<li>\u4f7f\u7528 Amazon Bedrock Knowledge Bases\uff0cLangChain AI \u52a9\u624b\u83b7\u53d6\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/li>\n<li>LangChain AI \u52a9\u624b\u751f\u6210\u4e00\u4e2a\u63d0\u793a\uff0c\u7ed3\u5408\u4e0a\u4e0b\u6587\u6570\u636e\u548c\u7528\u6237\u67e5\u8be2\uff0c\u5e76\u5c06\u5176\u63d0\u4ea4\u7ed9\u8fd0\u884c\u5728 Amazon Bedrock \u4e0a\u7684\u57fa\u7840\u6a21\u578b\u3002<\/li>\n<li>Amazon Bedrock \u5904\u7406\u8f93\u5165\u5e76\u5c06\u6a21\u578b\u7684\u54cd\u5e94\u8fd4\u56de\u7ed9 LangChain AI \u52a9\u624b\u3002<\/li>\n<li>LangChain AI \u52a9\u624b\u5c06\u6a21\u578b\u7684\u54cd\u5e94\u4f20\u9012\u56de Amazon Lex\u3002<\/li>\n<li>Amazon Lex \u5c06\u6a21\u578b\u7684\u54cd\u5e94\u4f20\u8f93\u5230 Amazon Connect\u3002<\/li>\n<li>Amazon Connect \u5c06\u6a21\u578b\u7684\u54cd\u5e94\u53d1\u5e03\u5230\u00a0<a href=\"https:\/\/aws.amazon.com\/sns\/\">Amazon Simple Notification Service<\/a>\u00a0(Amazon SNS)\u3002<\/li>\n<li>Amazon SNS \u89e6\u53d1\u51fa\u7ad9\u6d88\u606f\u5904\u7406\u5668 Lambda \u51fd\u6570\u3002<\/li>\n<li>\u51fa\u7ad9\u6d88\u606f\u5904\u7406\u5668\u4ece Amazon DynamoDB \u68c0\u7d22\u76f8\u5173\u7684\u804a\u5929\u8054\u7cfb\u4eba\u4fe1\u606f\u3002<\/li>\n<li>\u51fa\u7ad9\u6d88\u606f\u5904\u7406\u5668\u901a\u8fc7 Meta \u7684 WhatsApp API \u5c06\u54cd\u5e94\u53d1\u9001\u7ed9\u7528\u6237\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>\u90e8\u7f72\u6b64 AI \u52a9\u624b\u6d89\u53ca\u4e09\u4e2a\u4e3b\u8981\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u4f7f\u7528 Amazon Bedrock Knowledge Bases \u521b\u5efa\u77e5\u8bc6\u5e93\uff0c\u5e76\u5bfc\u5165\u76f8\u5173\u7684\u4ea7\u54c1\u6587\u6863\u3001\u5e38\u89c1\u95ee\u9898\u89e3\u7b54\uff08FAQs\uff09\u3001\u77e5\u8bc6\u6587\u7ae0\u548c\u5176\u4ed6\u6709\u52a9\u4e8e AI \u52a9\u624b\u56de\u7b54\u7528\u6237\u95ee\u9898\u7684\u6709\u7528\u6570\u636e\u3002\u6570\u636e\u5e94\u6db5\u76d6 AI \u52a9\u624b\u652f\u6301\u7684\u5173\u952e\u7528\u4f8b\u548c\u4e3b\u9898\u3002<\/li>\n<li>\u521b\u5efa\u4e00\u4e2a\u00a0<a href=\"https:\/\/python.langchain.com\/v0.1\/docs\/modules\/agents\/\">LangChain agent<\/a>\u00a0\u6765\u9a71\u52a8 AI \u52a9\u624b\u7684\u903b\u8f91\u3002\u8be5\u4ee3\u7406\u5728 Lambda \u51fd\u6570\u4e2d\u5b9e\u73b0\uff0c\u5e76\u4f7f\u7528\u77e5\u8bc6\u5e93\u4f5c\u4e3a\u5176\u4e3b\u8981\u5de5\u5177\u8fdb\u884c\u4fe1\u606f\u67e5\u627e\u3002\u901a\u8fc7\u63d0\u4f9b\u7684\u00a0<a href=\"https:\/\/aws-blogs-artifacts-public.s3.amazonaws.com\/ML-16776\/template.yml\">AWS CloudFormation \u6a21\u677f<\/a>\u00a0\u81ea\u52a8\u90e8\u7f72\u4ee3\u7406\u548c\u5176\u4ed6\u8d44\u6e90\u3002\u8bf7\u53c2\u9605\u4e0b\u4e00\u90e8\u5206\u7684\u8d44\u6e90\u5217\u8868\u3002<\/li>\n<li>\u521b\u5efa\u00a0<a href=\"https:\/\/docs.aws.amazon.com\/connect\/latest\/adminguide\/amazon-connect-instances.html\">Amazon Connect \u5b9e\u4f8b<\/a>\u00a0\u5e76\u914d\u7f6e\u00a0<a href=\"https:\/\/business.whatsapp.com\/developers\/developer-hub\">WhatsApp \u96c6\u6210<\/a>\u3002\u8fd9\u4f7f\u7528\u6237\u80fd\u591f\u901a\u8fc7 WhatsApp \u4e0e AI \u52a9\u624b\u804a\u5929\uff0c\u63d0\u4f9b\u4e00\u79cd\u719f\u6089\u7684\u754c\u9762\uff0c\u5e76\u652f\u6301\u4e30\u5bcc\u7684\u4ea4\u4e92\uff0c\u5982\u56fe\u50cf\u548c\u6309\u94ae\u3002WhatsApp \u7684\u666e\u53ca\u6027\u63d0\u9ad8\u4e86 AI \u52a9\u624b\u7684\u53ef\u8bbf\u95ee\u6027\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>\u89e3\u51b3\u65b9\u6848\u90e8\u7f72<\/h2>\n<p>\u6211\u4eec\u63d0\u4f9b\u4e86\u9884\u6784\u5efa\u7684\u00a0<a href=\"https:\/\/aws.amazon.com\/cloudformation\/\">AWS CloudFormation<\/a>\u00a0\u6a21\u677f\uff0c\u53ef\u5728\u60a8\u7684 AWS \u8d26\u6237\u4e2d\u90e8\u7f72\u6240\u9700\u7684\u5168\u90e8\u5185\u5bb9\u3002<\/p>\n<ol>\n<li>\u5982\u679c\u5c1a\u672a\u767b\u5f55\uff0c\u8bf7\u767b\u5f55\u00a0<a href=\"https:\/\/console.aws.amazon.com\/\">AWS \u63a7\u5236\u53f0<\/a>\u3002<\/li>\n<li>\u9009\u62e9\u4ee5\u4e0b\u00a0<strong>Launch Stack<\/strong>\u00a0\u6309\u94ae\u4ee5\u6253\u5f00\u00a0<a href=\"https:\/\/us-east-1.console.aws.amazon.com\/cloudformation\/home?region=us-east-1#\/stacks?filteringText=&amp;filteringStatus=active&amp;viewNested=true\">CloudFormation \u63a7\u5236\u53f0<\/a>\u00a0\u5e76\u521b\u5efa\u4e00\u4e2a\u65b0\u6808\u3002<\/li>\n<li>\u8f93\u5165\u4ee5\u4e0b\u53c2\u6570\uff1a\n<ul>\n<li><code>StackName<\/code>\uff1a\u4e3a\u60a8\u7684\u6808\u547d\u540d\uff0c\u4f8b\u5982\u00a0<code>WhatsAppAIStack<\/code><\/li>\n<li><code>LangchainAPIKey<\/code>\uff1a\u901a\u8fc7\u00a0<a href=\"https:\/\/docs.smith.langchain.com\/how_to_guides\/setup\/create_account_api_key\">LangChain<\/a>\u00a0\u751f\u6210\u7684 API \u5bc6\u94a5<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<table>\n<thead>\n<tr>\n<th>\u533a\u57df<\/th>\n<th>\u90e8\u7f72\u6309\u94ae<\/th>\n<th>\u6a21\u677f URL\uff08\u7528\u4e8e\u5c06\u73b0\u6709\u6808\u5347\u7ea7\u5230\u65b0\u7248\u672c\uff09<\/th>\n<th>AWS CDK \u6808\uff08\u53ef\u6839\u636e\u9700\u8981\u81ea\u5b9a\u4e49\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5f17\u5409\u5c3c\u4e9a\u5317\u90e8\uff08us-east-1\uff09<\/td>\n<td><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14650\" title=\"\u4f7f\u7528 Amazon Bedrock\u3001Amazon Connect\u3001Amazon Lex\u3001LangChain \u548c WhatsApp \u521b\u5efa\u4e0b\u4e00\u4ee3\u804a\u5929\u52a9\u624b-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/45a12b24a9d0489.png\" alt=\"\u4f7f\u7528 Amazon Bedrock\u3001Amazon Connect\u3001Amazon Lex\u3001LangChain \u548c WhatsApp \u521b\u5efa\u4e0b\u4e00\u4ee3\u804a\u5929\u52a9\u624b-2\" width=\"183\" height=\"35\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/45a12b24a9d0489.png 183w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/45a12b24a9d0489-18x3.png 18w\" sizes=\"auto, (max-width: 183px) 100vw, 183px\" \/><\/td>\n<td><a href=\"https:\/\/aws-blogs-artifacts-public.s3.amazonaws.com\/ML-16776\/template.yml\">YML<\/a><\/td>\n<td><a href=\"https:\/\/github.com\/aws-samples\/langchain-agents\/blob\/main\/bedrock\/knowledge-base-lex-langsmith\/lib\/ai-stack.ts\">GitHub<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ol start=\"4\">\n<li>\u52fe\u9009\u6846\u4ee5\u786e\u8ba4\u60a8\u6b63\u5728\u521b\u5efa\u00a0<a href=\"https:\/\/aws.amazon.com\/iam\/\">AWS Identity and Access Management<\/a>\u00a0(IAM) \u8d44\u6e90\uff0c\u7136\u540e\u9009\u62e9\u00a0<strong>Create Stack<\/strong>\u3002<\/li>\n<li>\u7b49\u5f85\u6808\u521b\u5efa\u5b8c\u6210\uff0c\u5927\u7ea6\u9700\u8981 10 \u5206\u949f\u3002\u5b8c\u6210\u540e\u4f1a\u521b\u5efa\u4ee5\u4e0b\u5185\u5bb9\uff1a\n<ul>\n<li><a href=\"https:\/\/python.langchain.com\/v0.1\/docs\/modules\/agents\/\">LangChain agent<\/a><\/li>\n<li><a href=\"https:\/\/us-east-1.console.aws.amazon.com\/lexv2\/home?region=us-east-1#bots\">Amazon Lex bot<\/a><\/li>\n<li><a href=\"https:\/\/us-east-1.console.aws.amazon.com\/bedrock\/home?region=us-east-1#\/knowledge-bases\">Amazon Bedrock Knowledge Base<\/a><\/li>\n<li><a href=\"https:\/\/us-east-1.console.aws.amazon.com\/aos\/home?region=us-east-1#opensearch\/collections\">\u5411\u91cf\u5b58\u50a8\uff08Amazon OpenSearch Serverless\uff09<\/a><\/li>\n<li><a href=\"https:\/\/us-east-1.console.aws.amazon.com\/lambda\/home?region=us-east-1#\/functions?sb=lastModified&amp;so=DESCENDING\">Lambda<\/a>\uff08\u7528\u4e8e\u6570\u636e\u5bfc\u5165\u548c\u63d0\u4f9b\u8005\uff09<\/li>\n<li>\u6570\u636e\u6e90\uff08<a href=\"https:\/\/us-east-1.console.aws.amazon.com\/s3\/home?region=us-east-1\">Amazon S3<\/a>\uff09<\/li>\n<li><a href=\"https:\/\/us-east-1.console.aws.amazon.com\/dynamodbv2\/home?region=us-east-1#tables\">DynamoDB<\/a><\/li>\n<li><a href=\"https:\/\/us-east-1.console.aws.amazon.com\/systems-manager\/parameters\/?region=us-east-1&amp;tab=Table\">Parameter Store<\/a>\u00a0\u7528\u4e8e\u5b58\u50a8 LangChain API \u5bc6\u94a5<\/li>\n<li><a href=\"https:\/\/docs.aws.amazon.com\/IAM\/latest\/UserGuide\/id_roles.html\">IAM \u89d2\u8272<\/a>\u00a0\u548c\u6743\u9650<\/li>\n<\/ul>\n<\/li>\n<li>\u5c06\u6587\u4ef6\u4e0a\u4f20\u5230\u4e3a WhatsApp \u521b\u5efa\u7684\u6570\u636e\u6e90\uff08<a href=\"https:\/\/us-east-1.console.aws.amazon.com\/s3\/home?region=us-east-1\">Amazon S3<\/a>\uff09\u3002\u4e00\u65e6\u60a8\u4e0a\u4f20\u6587\u4ef6\uff0c\u6570\u636e\u6e90\u5c06\u81ea\u52a8\u540c\u6b65\u3002<\/li>\n<li>\u5728 Amazon Lex \u63a7\u5236\u53f0\u4e2d\u9009\u62e9\u6700\u8fd1\u521b\u5efa\u7684\u52a9\u624b\u8fdb\u884c\u6d4b\u8bd5\u3002\u9009\u62e9\u00a0<strong>English<\/strong>\uff0c\u7136\u540e\u9009\u62e9\u00a0<strong>Test<\/strong>\u00a0\u5e76\u53d1\u9001\u4e00\u6761\u6d88\u606f\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h3>\u521b\u5efa Amazon Connect \u5b9e\u4f8b\u5e76\u96c6\u6210 WhatsApp<\/h3>\n<p>\u914d\u7f6e Amazon Connect \u4ee5\u4e0e\u60a8\u7684 WhatsApp \u4f01\u4e1a\u8d26\u6237\u96c6\u6210\uff0c\u5e76\u4e3a AI \u52a9\u624b\u542f\u7528 WhatsApp \u6e20\u9053\uff1a<\/p>\n<ol>\n<li>\u5728\u00a0<a href=\"https:\/\/us-east-1.console.aws.amazon.com\/connect\/v2\/app\/instances?region=us-east-1\">AWS \u63a7\u5236\u53f0\u4e2d\u7684 Amazon Connect<\/a>\u00a0\u4e2d\u5bfc\u822a\u3002\u5982\u679c\u5c1a\u672a\u521b\u5efa\u5b9e\u4f8b\uff0c\u8bf7\u521b\u5efa\u4e00\u4e2a\u5b9e\u4f8b\u3002\u5728\u00a0<strong>Distribution settings<\/strong>\u00a0\u4e0b\u590d\u5236\u60a8\u7684\u00a0<strong>Instance ARN<\/strong>\u3002\u7a0d\u540e\u5c06\u9700\u8981\u6b64\u4fe1\u606f\u6765\u94fe\u63a5\u60a8\u7684 WhatsApp \u4f01\u4e1a\u8d26\u6237\u3002<\/li>\n<li>\u9009\u62e9\u60a8\u7684\u5b9e\u4f8b\uff0c\u7136\u540e\u5728\u5bfc\u822a\u9762\u677f\u4e2d\u9009\u62e9\u00a0<strong>Flows<\/strong>\u3002\u5411\u4e0b\u6eda\u52a8\u5e76\u9009\u62e9\u00a0<strong>Amazon Lex<\/strong>\u3002\u9009\u62e9\u60a8\u7684\u673a\u5668\u4eba\u5e76\u9009\u62e9\u00a0<strong>Add Amazon Lex Bot<\/strong>\u3002<\/li>\n<li>\u5728\u5bfc\u822a\u9762\u677f\u4e2d\u9009\u62e9\u00a0<strong>Overview<\/strong>\u3002\u5728\u00a0<strong>Access Information<\/strong>\u00a0\u4e0b\u9009\u62e9\u00a0<strong>Log in for emergency access<\/strong>\u3002<\/li>\n<li>\u5728 Amazon Connect \u63a7\u5236\u53f0\u4e2d\uff0c\u5728\u5bfc\u822a\u9762\u677f\u7684\u00a0<strong>Routing<\/strong>\u00a0\u4e0b\u9009\u62e9\u00a0<strong>Flows<\/strong>\u3002\u9009\u62e9\u00a0<strong>Create flow<\/strong>\u3002\u5c06\u4e00\u4e2a\u00a0<strong>Get customer input<\/strong>\u00a0\u5757\u62d6\u5230\u6d41\u7a0b\u4e2d\u3002\u9009\u62e9\u8be5\u5757\u3002\u9009\u62e9\u00a0<strong>Text-to-speech or chat text<\/strong>\u00a0\u5e76\u6dfb\u52a0\u4e00\u4e2a\u4ecb\u7ecd\u6d88\u606f\uff0c\u4f8b\u5982\u201cHello, how can I help you today?\u201d \u5411\u4e0b\u6eda\u52a8\u5e76\u9009\u62e9\u00a0<strong>Amazon Lex<\/strong>\uff0c\u7136\u540e\u9009\u62e9\u60a8\u5728\u7b2c 2 \u6b65\u4e2d\u521b\u5efa\u7684 Amazon Lex \u673a\u5668\u4eba\u3002<\/li>\n<li>\u4fdd\u5b58\u5757\u540e\uff0c\u6dfb\u52a0\u53e6\u4e00\u4e2a\u540d\u4e3a\u201cDisconnect\u201d\u7684\u5757\u3002\u5c06\u00a0<strong>Entry<\/strong>\u00a0\u7bad\u5934\u8fde\u63a5\u5230\u00a0<strong>Get customer input<\/strong>\uff0c\u5e76\u5c06\u00a0<strong>Get customer input<\/strong>\u00a0\u7bad\u5934\u8fde\u63a5\u5230\u00a0<strong>Disconnect<\/strong>\u3002\u9009\u62e9\u00a0<strong>Publish<\/strong>\u3002<\/li>\n<li>\u53d1\u5e03\u540e\uff0c\u5728\u5bfc\u822a\u9762\u677f\u5e95\u90e8\u9009\u62e9\u00a0<strong>Show additional flow information<\/strong>\u3002\u590d\u5236\u6d41\u7a0b\u7684 Amazon \u8d44\u6e90\u540d\u79f0\uff08ARN\uff09\uff0c\u7a0d\u540e\u5c06\u9700\u8981\u6b64\u4fe1\u606f\u6765\u90e8\u7f72 WhatsApp \u96c6\u6210\u3002\u4ee5\u4e0b\u622a\u56fe\u663e\u793a\u4e86 Amazon Connect \u63a7\u5236\u53f0\u7684\u6d41\u7a0b\u3002<\/li>\n<\/ol>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14651\" title=\"\u4f7f\u7528 Amazon Bedrock\u3001Amazon Connect\u3001Amazon Lex\u3001LangChain \u548c WhatsApp \u521b\u5efa\u4e0b\u4e00\u4ee3\u804a\u5929\u52a9\u624b-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/675d9ec1f9fb665.png\" alt=\"\u4f7f\u7528 Amazon Bedrock\u3001Amazon Connect\u3001Amazon Lex\u3001LangChain \u548c WhatsApp \u521b\u5efa\u4e0b\u4e00\u4ee3\u804a\u5929\u52a9\u624b-3\" width=\"1430\" height=\"754\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/675d9ec1f9fb665.png 1430w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/675d9ec1f9fb665-300x158.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/675d9ec1f9fb665-1024x540.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/675d9ec1f9fb665-768x405.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/675d9ec1f9fb665-18x9.png 18w\" sizes=\"auto, (max-width: 1430px) 100vw, 1430px\" \/><\/p>\n<ol start=\"7\">\n<li>\u6839\u636e\u00a0<a href=\"https:\/\/aws.amazon.com\/blogs\/contact-center\/provide-whatsapp-messaging-as-a-channel-with-amazon-connect\/\">\u901a\u8fc7 Amazon Connect \u63d0\u4f9b WhatsApp \u6d88\u606f\u4f5c\u4e3a\u6e20\u9053<\/a>\u00a0\u4e2d\u7684\u8be6\u7ec6\u4fe1\u606f\u90e8\u7f72 WhatsApp \u96c6\u6210\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>\u6d4b\u8bd5\u89e3\u51b3\u65b9\u6848<\/h2>\n<p>\u901a\u8fc7 WhatsApp \u4e0e AI \u52a9\u624b\u4e92\u52a8\uff0c\u5177\u4f53\u64cd\u4f5c\u8bf7\u53c2\u89c1\u4ee5\u4e0b\u6f14\u793a\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-14653\" title=\"\u4f7f\u7528 Amazon Bedrock\u3001Amazon Connect\u3001Amazon Lex\u3001LangChain \u548c WhatsApp \u521b\u5efa\u4e0b\u4e00\u4ee3\u804a\u5929\u52a9\u624b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/461ec49fe32edaa.jpg\" alt=\"\u4f7f\u7528 Amazon Bedrock\u3001Amazon Connect\u3001Amazon Lex\u3001LangChain \u548c WhatsApp \u521b\u5efa\u4e0b\u4e00\u4ee3\u804a\u5929\u52a9\u624b-1\" width=\"405\" height=\"719\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/461ec49fe32edaa.jpg 580w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/461ec49fe32edaa-169x300.jpg 169w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/461ec49fe32edaa-577x1024.jpg 577w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/461ec49fe32edaa-7x12.jpg 7w\" sizes=\"auto, (max-width: 405px) 100vw, 405px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u6e05\u7406<\/h2>\n<p>\u4e3a\u907f\u514d\u6301\u7eed\u4ea7\u751f\u8d39\u7528\uff0c\u5728\u5b8c\u6210\u4f7f\u7528\u540e\u8bf7\u5220\u9664\u8d44\u6e90\uff1a<\/p>\n<ol>\n<li>\u5220\u9664 CloudFormation \u5806\u6808\u3002<\/li>\n<li>\u5220\u9664 Amazon Connect \u5b9e\u4f8b\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u5982\u4f55\u901a\u8fc7\u96c6\u6210\u00a0<a href=\"https:\/\/aws.amazon.com\/bedrock\/\">Amazon Bedrock<\/a>\u3001<a href=\"https:\/\/aws.amazon.com\/lex\/\">Amazon Lex<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/aws.amazon.com\/connect\/\">Amazon Connect<\/a>\u00a0\u521b\u5efa\u4e00\u4e2a\u667a\u80fd\u5bf9\u8bdd\u5f0f AI \u52a9\u624b\uff0c\u5e76\u5c06\u5176\u90e8\u7f72\u5230\u00a0<a href=\"https:\/\/www.whatsapp.com\/\">WhatsApp<\/a>\u3002<\/p>\n<p>\u8be5\u89e3\u51b3\u65b9\u6848\u5c06\u76f8\u5173\u6570\u636e\u5bfc\u5165\u00a0<a href=\"https:\/\/aws.amazon.com\/bedrock\/knowledge-bases\/\">Amazon Bedrock Knowledge Bases<\/a>\u00a0\u77e5\u8bc6\u5e93\uff0c\u4f7f\u7528\u00a0<a href=\"https:\/\/python.langchain.com\/v0.1\/docs\/modules\/agents\/\">LangChain agent<\/a>\u00a0\u5b9e\u73b0\uff0c\u901a\u8fc7\u77e5\u8bc6\u5e93\u56de\u7b54\u95ee\u9898\uff0c\u5e76\u901a\u8fc7\u00a0<a href=\"https:\/\/www.whatsapp.com\/\">WhatsApp<\/a>\u00a0\u4e3a\u7528\u6237\u63d0\u4f9b\u8bbf\u95ee\u63a5\u53e3\u3002\u6b64\u89e3\u51b3\u65b9\u6848\u53ef\u63d0\u4f9b\u4e00\u4e2a\u53ef\u8bbf\u95ee\u7684\u667a\u80fd AI \u52a9\u624b\uff0c\u5f15\u5bfc\u7528\u6237\u4e86\u89e3\u60a8\u7684\u516c\u53f8\u4ea7\u54c1\u548c\u670d\u52a1\u3002<\/p>\n<p>\u53ef\u80fd\u7684\u4e0b\u4e00\u6b65\u5305\u62ec\u6839\u636e\u5177\u4f53\u7528\u4f8b\u81ea\u5b9a\u4e49 AI \u52a9\u624b\uff0c\u6269\u5c55\u77e5\u8bc6\u5e93\uff0c\u5e76\u4f7f\u7528\u00a0<a href=\"https:\/\/smith.langchain.com\/\">LangSmith<\/a>\u00a0\u5206\u6790\u5bf9\u8bdd\u65e5\u5fd7\uff0c\u4ee5\u8bc6\u522b\u95ee\u9898\u3001\u6539\u8fdb\u9519\u8bef\u5e76\u5206\u89e3 FM \u547c\u53eb\u5e8f\u5217\u4e2d\u7684\u6027\u80fd\u74f6\u9888\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u7531 LangChain \u7684 Harrison Chase\u3001Erick Friis \u548c Linda Ye \u8054\u5408\u64b0\u5199\u3002 \u751f\u6210\u5f0f AI\u00a0\u5728\u672a\u6765\u51e0\u5e74\u5c06\u5f7b\u5e95\u53d8\u9769\u7528\u6237\u4f53\u9a8c\u3002\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u5173\u952e\u7684\u4e00\u6b65\u662f\u5f15\u5165\u80fd\u591f\u667a\u80fd\u4f7f\u7528\u5de5\u5177\u7684 AI \u52a9\u624b\uff0c\u5e2e\u52a9\u5ba2\u6237\u5bfc\u822a\u6570&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61343,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[182,20],"tags":[],"class_list":["post-14649","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-shicao","category-tool"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/14649","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=14649"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/14649\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/61343"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=14649"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=14649"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=14649"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}