{"id":30186,"date":"2025-04-09T01:58:58","date_gmt":"2025-04-08T17:58:58","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=30186"},"modified":"2025-04-09T01:58:58","modified_gmt":"2025-04-08T17:58:58","slug":"cloudflare-tuichu-au","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/cloudflare-tuichu-au\/","title":{"rendered":"Cloudflare \u63a8\u51fa AutoRAG\uff1a\u6258\u7ba1\u5f0f RAG \u670d\u52a1\u7b80\u5316 AI \u5e94\u7528\u96c6\u6210"},"content":{"rendered":"<p><code>Cloudflare<\/code>\u00a0\u8fd1\u65e5\u5ba3\u5e03\u63a8\u51fa\u00a0<code>AutoRAG<\/code>\u00a0\u670d\u52a1\u7684\u516c\u5f00\u6d4b\u8bd5\u7248 (Open Beta)\u3002\u8fd9\u9879\u5168\u6258\u7ba1\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (Retrieval-Augmented Generation, <a href=\"https:\/\/www.kdjingpai.com\/de\/rag\/\">RAG<\/a>) \u7ba1\u9053\u65e8\u5728\u7b80\u5316\u5f00\u53d1\u8005\u5c06\u5177\u5907\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u7684 AI \u529f\u80fd\u96c6\u6210\u5230\u5176\u5e94\u7528\u4e2d\u7684\u8fc7\u7a0b\u3002RAG \u6280\u672f\u901a\u8fc7\u4ece\u5f00\u53d1\u8005\u81ea\u6709\u6570\u636e\u4e2d\u68c0\u7d22\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u63d0\u4f9b\u7ed9\u5927\u8bed\u8a00\u6a21\u578b (LLM)\uff0c\u4ee5\u751f\u6210\u66f4\u53ef\u9760\u3001\u66f4\u57fa\u4e8e\u4e8b\u5b9e\u7684\u54cd\u5e94\uff0c\u4ece\u800c\u63d0\u9ad8 AI \u56de\u7b54\u7684\u51c6\u786e\u6027\u3002<\/p>\n<p>\u5bf9\u4e8e\u8bb8\u591a\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u6784\u5efa\u4e00\u4e2a RAG \u7ba1\u9053\u901a\u5e38\u610f\u5473\u7740\u4e00\u9879\u7e41\u7410\u7684\u4efb\u52a1\u3002\u9700\u8981\u6574\u5408\u6570\u636e\u5b58\u50a8\u3001\u5411\u91cf\u6570\u636e\u5e93\u3001\u5d4c\u5165\u6a21\u578b\u3001\u5927\u8bed\u8a00\u6a21\u578b\u4ee5\u53ca\u81ea\u5b9a\u4e49\u7684\u7d22\u5f15\u3001\u68c0\u7d22\u548c\u751f\u6210\u903b\u8f91\u7b49\u591a\u4e2a\u5de5\u5177\u548c\u670d\u52a1\u3002\u4ec5\u4ec5\u662f\u542f\u52a8\u9879\u76ee\u5c31\u9700\u8981\u5927\u91cf\u201c\u7f1d\u5408\u201d\u5de5\u4f5c\uff0c\u800c\u540e\u7eed\u7684\u7ef4\u62a4\u5219\u66f4\u5177\u6311\u6218\u6027\u3002\u6570\u636e\u53d8\u66f4\u65f6\uff0c\u5fc5\u987b\u624b\u52a8\u91cd\u65b0\u7d22\u5f15\u5e76\u751f\u6210\u5d4c\u5165\u5411\u91cf\uff0c\u624d\u80fd\u4fdd\u6301\u7cfb\u7edf\u7684\u76f8\u5173\u6027\u548c\u6027\u80fd\u3002\u539f\u672c\u671f\u671b\u7684\u201c\u63d0\u95ee\u5373\u5f97\u667a\u80fd\u7b54\u6848\u201d\u4f53\u9a8c\uff0c\u5f80\u5f80\u4f1a\u53d8\u6210\u4e00\u4e2a\u7531\u8106\u5f31\u7684\u96c6\u6210\u3001\u80f6\u6c34\u4ee3\u7801\u548c\u6301\u7eed\u7ef4\u62a4\u7ec4\u6210\u7684\u590d\u6742\u7cfb\u7edf\u3002<\/p>\n<p><code>AutoRAG<\/code>\u00a0\u7684\u76ee\u6807\u662f\u6d88\u9664\u8fd9\u79cd\u590d\u6742\u6027\u3002\u901a\u8fc7\u51e0\u6b21\u70b9\u51fb\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u83b7\u5f97\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u5168\u6258\u7ba1 RAG \u7ba1\u9053\u3002\u8be5\u670d\u52a1\u6db5\u76d6\u4e86\u4ece\u6570\u636e\u63a5\u5165\u3001\u81ea\u52a8\u5206\u5757\u4e0e\u5d4c\u5165\uff0c\u5230\u5c06\u5411\u91cf\u5b58\u50a8\u5728\u00a0<code>Cloudflare<\/code>\u00a0\u7684\u00a0<code>Vectorize<\/code>\u00a0\u6570\u636e\u5e93\u4e2d\uff0c\u518d\u5230\u6267\u884c\u8bed\u4e49\u68c0\u7d22\uff0c\u5e76\u5229\u7528\u00a0<code>Workers AI<\/code>\u00a0\u751f\u6210\u9ad8\u8d28\u91cf\u54cd\u5e94\u7684\u6574\u4e2a\u6d41\u7a0b\u3002<code>AutoRAG<\/code>\u00a0\u4f1a\u5728\u540e\u53f0\u6301\u7eed\u76d1\u63a7\u6570\u636e\u6e90\u5e76\u8fdb\u884c\u7d22\u5f15\u66f4\u65b0\uff0c\u4f7f AI \u5e94\u7528\u80fd\u591f\u81ea\u52a8\u4fdd\u6301\u6700\u65b0\u72b6\u6001\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002\u8fd9\u79cd\u62bd\u8c61\u5c01\u88c5\u8ba9\u5f00\u53d1\u8005\u53ef\u4ee5\u66f4\u4e13\u6ce8\u4e8e\u5728\u00a0<code>Cloudflare<\/code>\u00a0\u7684\u5f00\u53d1\u5e73\u53f0\u4e0a\u6784\u5efa\u66f4\u667a\u80fd\u3001\u66f4\u5feb\u901f\u7684\u5e94\u7528\u3002<\/p>\n<h3>RAG \u7684\u5e94\u7528\u4ef7\u503c<\/h3>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08\u4f8b\u5982 Meta \u63a8\u51fa\u7684\u00a0<code>Llama 3.3<\/code>\uff09\u80fd\u529b\u5f3a\u5927\uff0c\u4f46\u5176\u77e5\u8bc6\u4ec5\u9650\u4e8e\u8bad\u7ec3\u6570\u636e\u3002\u5f53\u88ab\u95ee\u53ca\u65b0\u7684\u3001\u4e13\u6709\u7684\u6216\u7279\u5b9a\u9886\u57df\u7684\u4fe1\u606f\u65f6\uff0c\u5b83\u4eec\u5f80\u5f80\u96be\u4ee5\u7ed9\u51fa\u51c6\u786e\u7b54\u6848\u3002\u867d\u7136\u53ef\u4ee5\u901a\u8fc7\u7cfb\u7edf\u63d0\u793a (System prompts) \u63d0\u4f9b\u76f8\u5173\u4fe1\u606f\u6765\u8f85\u52a9\uff0c\u4f46\u8fd9\u4f1a\u589e\u52a0\u8f93\u5165\u5927\u5c0f\uff0c\u5e76\u53d7\u5230\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u7684\u9650\u5236\u3002\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f\u5fae\u8c03 (Fine-tuning) \u6a21\u578b\uff0c\u4f46\u8fd9\u6210\u672c\u9ad8\u6602\uff0c\u4e14\u9700\u8981\u6301\u7eed\u91cd\u65b0\u8bad\u7ec3\u4ee5\u8ddf\u4e0a\u4fe1\u606f\u66f4\u65b0\u3002<\/p>\n<p>RAG \u5728\u67e5\u8be2\u65f6\u4ece\u6307\u5b9a\u6570\u636e\u6e90\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u5c06\u5176\u4e0e\u7528\u6237\u7684\u8f93\u5165\u67e5\u8be2\u76f8\u7ed3\u5408\uff0c\u7136\u540e\u5c06\u4e24\u8005\u4e00\u540c\u63d0\u4f9b\u7ed9 LLM \u751f\u6210\u54cd\u5e94\u3002\u8fd9\u79cd\u65b9\u5f0f\u4f7f\u5f97 LLM \u7684\u56de\u7b54\u80fd\u591f\u57fa\u4e8e\u5f00\u53d1\u8005\u63d0\u4f9b\u7684\u6570\u636e\uff0c\u786e\u4fdd\u4e86\u4fe1\u606f\u7684\u51c6\u786e\u6027\u548c\u65f6\u6548\u6027\u3002\u56e0\u6b64\uff0cRAG \u975e\u5e38\u9002\u7528\u4e8e\u6784\u5efa AI \u9a71\u52a8\u7684\u5ba2\u670d\u673a\u5668\u4eba\u3001\u5185\u90e8\u77e5\u8bc6\u5e93\u52a9\u624b\u3001\u6587\u6863\u8bed\u4e49\u641c\u7d22\u7b49\u9700\u8981\u6301\u7eed\u66f4\u65b0\u4fe1\u606f\u6e90\u7684\u5e94\u7528\u573a\u666f\u3002\u76f8\u6bd4\u5fae\u8c03\uff0cRAG \u5728\u5904\u7406\u52a8\u6001\u66f4\u65b0\u6570\u636e\u65b9\u9762\u66f4\u5177\u6210\u672c\u6548\u76ca\u548c\u7075\u6d3b\u6027\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30187\" title=\"Cloudflare \u63a8\u51fa AutoRAG\uff1a\u6258\u7ba1\u5f0f RAG \u670d\u52a1\u7b80\u5316 AI \u5e94\u7528\u96c6\u6210-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/c4ca4238a0b9238.png\" alt=\"Cloudflare \u63a8\u51fa AutoRAG\uff1a\u6258\u7ba1\u5f0f RAG \u670d\u52a1\u7b80\u5316 AI \u5e94\u7528\u96c6\u6210-1\" width=\"1882\" height=\"740\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/c4ca4238a0b9238.png 1882w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/c4ca4238a0b9238-768x302.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/c4ca4238a0b9238-1536x604.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/c4ca4238a0b9238-18x7.png 18w\" sizes=\"auto, (max-width: 1882px) 100vw, 1882px\" \/><\/p>\n<h3>AutoRAG \u7684\u5de5\u4f5c\u673a\u5236\u89e3\u6790<\/h3>\n<p><code>AutoRAG<\/code>\u00a0\u5229\u7528\u00a0<code>Cloudflare<\/code>\u00a0\u5f00\u53d1\u8005\u5e73\u53f0\u7684\u73b0\u6709\u7ec4\u4ef6\u4e3a\u7528\u6237\u81ea\u52a8\u914d\u7f6e RAG \u7ba1\u9053\u3002\u5f00\u53d1\u8005\u65e0\u9700\u81ea\u884c\u7f16\u5199\u4ee3\u7801\u6765\u7ec4\u5408\u00a0<code>Workers AI<\/code>\u3001<code>Vectorize<\/code>\u00a0\u548c\u00a0<code>AI Gateway<\/code>\u00a0\u7b49\u670d\u52a1\uff0c\u53ea\u9700\u521b\u5efa\u4e00\u4e2a\u00a0<code>AutoRAG<\/code>\u00a0\u5b9e\u4f8b\u5e76\u5c06\u5176\u6307\u5411\u4e00\u4e2a\u6570\u636e\u6e90\uff08\u4f8b\u5982\u00a0<code>R2<\/code>\u00a0\u5b58\u50a8\u6876\uff09\u5373\u53ef\u3002<\/p>\n<p><code>AutoRAG<\/code>\u00a0\u7684\u6838\u5fc3\u7531\u4e24\u4e2a\u8fc7\u7a0b\u9a71\u52a8\uff1a<strong>\u7d22\u5f15 (Indexing)<\/strong>\u00a0\u548c\u00a0<strong>\u67e5\u8be2 (Querying)<\/strong>\u3002<\/p>\n<ul>\n<li><strong>\u7d22\u5f15<\/strong>\u00a0\u662f\u4e00\u4e2a\u5728\u540e\u53f0\u8fd0\u884c\u7684\u5f02\u6b65\u8fc7\u7a0b\u3002\u5b83\u5728\u00a0<code>AutoRAG<\/code>\u00a0\u5b9e\u4f8b\u521b\u5efa\u540e\u7acb\u5373\u542f\u52a8\uff0c\u5e76\u4ee5\u5faa\u73af\u65b9\u5f0f\u81ea\u52a8\u8fd0\u884c\u2014\u2014\u5728\u6bcf\u4e2a\u4f5c\u4e1a\u5b8c\u6210\u540e\u5904\u7406\u65b0\u589e\u6216\u66f4\u65b0\u7684\u6587\u4ef6\u3002\u5728\u7d22\u5f15\u8fc7\u7a0b\u4e2d\uff0c\u5185\u5bb9\u88ab\u8f6c\u6362\u4e3a\u9488\u5bf9\u8bed\u4e49\u641c\u7d22\u4f18\u5316\u7684\u5411\u91cf\u3002<\/li>\n<li><strong>\u67e5\u8be2<\/strong>\u00a0\u662f\u4e00\u4e2a\u540c\u6b65\u8fc7\u7a0b\uff0c\u7531\u7528\u6237\u53d1\u9001\u641c\u7d22\u8bf7\u6c42\u89e6\u53d1\u3002<code>AutoRAG<\/code>\u00a0\u63a5\u6536\u67e5\u8be2\u540e\uff0c\u4ece\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u6700\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u5185\u5bb9\u548c LLM \u751f\u6210\u5177\u6709\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<h4>\u7d22\u5f15\u6d41\u7a0b\u8be6\u89e3<\/h4>\n<p>\u5f53\u8fde\u63a5\u6570\u636e\u6e90\u540e\uff0c<code>AutoRAG<\/code>\u00a0\u4f1a\u81ea\u52a8\u6267\u884c\u4ee5\u4e0b\u6b65\u9aa4\u6765\u63d0\u53d6\u3001\u8f6c\u6362\u548c\u5b58\u50a8\u6570\u636e\u4e3a\u5411\u91cf\uff0c\u4e3a\u540e\u7eed\u67e5\u8be2\u65f6\u7684\u8bed\u4e49\u641c\u7d22\u8fdb\u884c\u4f18\u5316\uff1a<\/p>\n<ol>\n<li><strong>\u4ece\u6570\u636e\u6e90\u63d0\u53d6\u6587\u4ef6\uff1a<\/strong>\u00a0<code>AutoRAG<\/code>\u00a0\u76f4\u63a5\u4ece\u914d\u7f6e\u7684\u6570\u636e\u6e90\u8bfb\u53d6\u6587\u4ef6\u3002\u76ee\u524d\u652f\u6301\u4e0e\u00a0<code>Cloudflare R2<\/code>\u00a0\u96c6\u6210\uff0c\u53ef\u5904\u7406 PDF\u3001\u56fe\u50cf\u3001\u6587\u672c\u3001HTML\u3001CSV \u7b49\u591a\u79cd\u683c\u5f0f\u7684\u6587\u6863\u3002<\/li>\n<li><strong>Markdown \u8f6c\u6362\uff1a<\/strong>\u00a0\u4f7f\u7528\u00a0<code>Workers AI<\/code>\u00a0\u7684 Markdown \u8f6c\u6362\u529f\u80fd\u5c06\u6240\u6709\u6587\u4ef6\u7edf\u4e00\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u7684 Markdown \u683c\u5f0f\uff0c\u786e\u4fdd\u8de8\u4e0d\u540c\u6587\u4ef6\u7c7b\u578b\u7684\u4e00\u81f4\u6027\u3002\u5bf9\u4e8e\u56fe\u50cf\u6587\u4ef6\uff0c<code>Workers AI<\/code>\u00a0\u4f1a\u5148\u8fdb\u884c\u5bf9\u8c61\u68c0\u6d4b\uff0c\u7136\u540e\u901a\u8fc7\u89c6\u89c9\u5230\u8bed\u8a00\u8f6c\u6362\u5c06\u5176\u5185\u5bb9\u63cf\u8ff0\u4e3a Markdown \u6587\u672c\u3002<\/li>\n<li><strong>\u5206\u5757 (Chunking)\uff1a<\/strong>\u00a0\u63d0\u53d6\u51fa\u7684\u6587\u672c\u88ab\u5206\u5272\u6210\u66f4\u5c0f\u7684\u5757\uff0c\u4ee5\u63d0\u9ad8\u68c0\u7d22\u7684\u7c92\u5ea6\u3002<\/li>\n<li><strong>\u5d4c\u5165 (Embedding)\uff1a<\/strong>\u00a0\u6bcf\u4e2a\u6587\u672c\u5757\u4f7f\u7528\u00a0<code>Workers AI<\/code>\u00a0\u7684\u5d4c\u5165\u6a21\u578b\u8fdb\u884c\u5904\u7406\uff0c\u5c06\u5185\u5bb9\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a\u3002<\/li>\n<li><strong>\u5411\u91cf\u5b58\u50a8\uff1a<\/strong>\u00a0\u751f\u6210\u7684\u5411\u91cf\u4ee5\u53ca\u6e90\u4f4d\u7f6e\u3001\u6587\u4ef6\u540d\u7b49\u5143\u6570\u636e\u88ab\u5b58\u50a8\u5728\u7528\u6237\u8d26\u6237\u4e0b\u81ea\u52a8\u521b\u5efa\u7684\u00a0<code>Cloudflare Vectorize<\/code>\u00a0\u6570\u636e\u5e93\u4e2d\u3002<\/li>\n<\/ol>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30188\" title=\"Cloudflare \u63a8\u51fa AutoRAG\uff1a\u6258\u7ba1\u5f0f RAG \u670d\u52a1\u7b80\u5316 AI \u5e94\u7528\u96c6\u6210-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/521d4edc7c22d5f.png\" alt=\"Cloudflare \u63a8\u51fa AutoRAG\uff1a\u6258\u7ba1\u5f0f RAG \u670d\u52a1\u7b80\u5316 AI \u5e94\u7528\u96c6\u6210-2\" width=\"1868\" height=\"900\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/521d4edc7c22d5f.png 1868w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/521d4edc7c22d5f-768x370.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/521d4edc7c22d5f-1536x740.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/521d4edc7c22d5f-18x9.png 18w\" sizes=\"auto, (max-width: 1868px) 100vw, 1868px\" \/><\/p>\n<h4>\u67e5\u8be2\u6d41\u7a0b\u8be6\u89e3<\/h4>\n<p>\u5f53\u7ec8\u7aef\u7528\u6237\u53d1\u8d77\u8bf7\u6c42\u65f6\uff0c<code>AutoRAG<\/code>\u00a0\u4f1a\u534f\u8c03\u4ee5\u4e0b\u64cd\u4f5c\uff1a<\/p>\n<ol>\n<li><strong>\u63a5\u6536\u67e5\u8be2\u8bf7\u6c42\uff1a<\/strong>\u00a0\u67e5\u8be2\u5de5\u4f5c\u6d41\u59cb\u4e8e\u5411\u00a0<code>AutoRAG<\/code>\u00a0\u7684 AI Search \u6216 Search API \u7aef\u70b9\u53d1\u9001\u8bf7\u6c42\u3002<\/li>\n<li><strong>\u67e5\u8be2\u91cd\u5199 (\u53ef\u9009)\uff1a<\/strong>\u00a0<code>AutoRAG<\/code>\u00a0\u63d0\u4f9b\u9009\u9879\uff0c\u53ef\u4f7f\u7528\u00a0<code>Workers AI<\/code>\u00a0\u4e2d\u7684 LLM \u5bf9\u539f\u59cb\u8f93\u5165\u67e5\u8be2\u8fdb\u884c\u91cd\u5199\uff0c\u5c06\u5176\u8f6c\u6362\u4e3a\u66f4\u6709\u6548\u7684\u641c\u7d22\u67e5\u8be2\uff0c\u4ee5\u63d0\u9ad8\u68c0\u7d22\u8d28\u91cf\u3002<\/li>\n<li><strong>\u67e5\u8be2\u5d4c\u5165\uff1a<\/strong>\u00a0\u91cd\u5199\u540e\uff08\u6216\u539f\u59cb\uff09\u7684\u67e5\u8be2\u901a\u8fc7\u4e0e\u6570\u636e\u5d4c\u5165\u65f6\u76f8\u540c\u7684\u6a21\u578b\u8f6c\u6362\u4e3a\u5411\u91cf\uff0c\u4ee5\u4fbf\u4e0e\u5b58\u50a8\u7684\u5411\u91cf\u6570\u636e\u8fdb\u884c\u76f8\u4f3c\u6027\u6bd4\u8f83\u3002<\/li>\n<li><strong>Vectorize \u5411\u91cf\u641c\u7d22\uff1a<\/strong>\u00a0\u67e5\u8be2\u5411\u91cf\u5728\u4e0e\u00a0<code>AutoRAG<\/code>\u00a0\u5173\u8054\u7684\u00a0<code>Vectorize<\/code>\u00a0\u6570\u636e\u5e93\u4e2d\u8fdb\u884c\u641c\u7d22\uff0c\u627e\u51fa\u6700\u76f8\u5173\u7684\u5411\u91cf\u3002<\/li>\n<li><strong>\u5143\u6570\u636e\u4e0e\u5185\u5bb9\u68c0\u7d22\uff1a<\/strong>\u00a0<code>Vectorize<\/code>\u00a0\u8fd4\u56de\u6700\u76f8\u5173\u7684\u6587\u672c\u5757\u53ca\u5176\u5143\u6570\u636e\u3002\u540c\u65f6\uff0c\u4ece\u00a0<code>R2<\/code>\u00a0\u5b58\u50a8\u6876\u4e2d\u68c0\u7d22\u5bf9\u5e94\u7684\u539f\u59cb\u5185\u5bb9\u3002\u8fd9\u4e9b\u4fe1\u606f\u88ab\u4f20\u9012\u7ed9\u6587\u672c\u751f\u6210\u6a21\u578b\u3002<\/li>\n<li><strong>\u54cd\u5e94\u751f\u6210\uff1a<\/strong>\u00a0<code>Workers AI<\/code>\u00a0\u4e2d\u7684\u6587\u672c\u751f\u6210\u6a21\u578b\u5229\u7528\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u548c\u7528\u6237\u7684\u539f\u59cb\u67e5\u8be2\u6765\u751f\u6210\u6700\u7ec8\u7684\u56de\u7b54\u3002<\/li>\n<\/ol>\n<p>\u6700\u7ec8\u7ed3\u679c\u662f\u4e00\u4e2a\u57fa\u4e8e\u7528\u6237\u79c1\u6709\u6570\u636e\u3001\u51c6\u786e\u4e14\u4fdd\u6301\u66f4\u65b0\u7684 AI \u9a71\u52a8\u7684\u7b54\u6848\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30190\" title=\"Cloudflare \u63a8\u51fa AutoRAG\uff1a\u6258\u7ba1\u5f0f RAG \u670d\u52a1\u7b80\u5316 AI \u5e94\u7528\u96c6\u6210-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/eccbc87e4b5ce2f.png\" alt=\"Cloudflare \u63a8\u51fa AutoRAG\uff1a\u6258\u7ba1\u5f0f RAG \u670d\u52a1\u7b80\u5316 AI \u5e94\u7528\u96c6\u6210-3\" width=\"1999\" height=\"964\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/eccbc87e4b5ce2f.png 1999w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/eccbc87e4b5ce2f-768x370.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/eccbc87e4b5ce2f-1536x741.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/eccbc87e4b5ce2f-18x9.png 18w\" sizes=\"auto, (max-width: 1999px) 100vw, 1999px\" \/><\/p>\n<h3>\u5b9e\u8df5\uff1a\u7ed3\u5408 Browser Rendering API \u5feb\u901f\u6784\u5efa RAG \u5e94\u7528<\/h3>\n<p>\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u542f\u52a8\u00a0<code>AutoRAG<\/code>\u00a0\u53ea\u9700\u5c06\u5176\u6307\u5411\u4e00\u4e2a\u73b0\u6709\u7684\u00a0<code>R2<\/code>\u00a0\u5b58\u50a8\u6876\u3002\u4f46\u5982\u679c\u5185\u5bb9\u6e90\u662f\u52a8\u6001\u7f51\u9875\uff0c\u9700\u8981\u5148\u6e32\u67d3\u624d\u80fd\u83b7\u53d6\u5462\uff1f<code>Cloudflare<\/code>\u00a0\u63d0\u4f9b\u7684\u00a0<strong>Browser Rendering API<\/strong>\u00a0\uff08\u73b0\u5df2\u6b63\u5f0f\u53ef\u7528\uff09\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u8be5 API \u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7\u7f16\u7a0b\u65b9\u5f0f\u63a7\u5236\u65e0\u5934\u6d4f\u89c8\u5668\u5b9e\u4f8b\uff0c\u6267\u884c\u6293\u53d6 HTML \u5185\u5bb9\u3001\u622a\u56fe\u3001\u751f\u6210 PDF \u7b49\u5e38\u89c1\u64cd\u4f5c\u3002<\/p>\n<p>\u4ee5\u4e0b\u6b65\u9aa4\u6982\u8ff0\u4e86\u5982\u4f55\u5229\u7528\u00a0<code>Browser Rendering API<\/code>\u00a0\u6293\u53d6\u7f51\u7ad9\u5185\u5bb9\uff0c\u5b58\u5165\u00a0<code>R2<\/code>\uff0c\u5e76\u5c06\u5176\u63a5\u5165\u00a0<code>AutoRAG<\/code>\u00a0\u4ee5\u5b9e\u73b0\u57fa\u4e8e\u7f51\u7ad9\u5185\u5bb9\u7684\u95ee\u7b54\u529f\u80fd\u3002<\/p>\n<h4>\u6b65\u9aa4 1: \u521b\u5efa Worker \u6293\u53d6\u7f51\u9875\u5e76\u4e0a\u4f20\u81f3 R2<\/h4>\n<p>\u9996\u5148\uff0c\u521b\u5efa\u4e00\u4e2a\u00a0<code>Cloudflare Worker<\/code>\uff0c\u4f7f\u7528\u00a0<code>Puppeteer<\/code>\u00a0\u8bbf\u95ee\u6307\u5b9a URL\uff0c\u6e32\u67d3\u9875\u9762\uff0c\u5e76\u5c06\u5b8c\u6574\u7684 HTML \u5185\u5bb9\u5b58\u50a8\u5230\u00a0<code>R2<\/code>\u00a0\u5b58\u50a8\u6876\u3002\u5982\u679c\u5df2\u6709\u5305\u542b\u5185\u5bb9\u7684\u00a0<code>R2<\/code>\u00a0\u6876\uff0c\u5219\u53ef\u8df3\u8fc7\u6b64\u6b65\u3002<\/p>\n<ol>\n<li>\u521d\u59cb\u5316\u4e00\u4e2a\u65b0\u7684 Worker \u9879\u76ee\uff08\u4f8b\u5982\u00a0<code>browser-r2-worker<\/code>\uff09\uff1a\n<pre><code>npm create cloudflare@latest browser-r2-worker\r\n<\/code><\/pre>\n<p>\u9009\u62e9\u00a0<code>Hello World Starter<\/code>\uff0c<code>Worker only<\/code>\uff0c\u548c\u00a0<code>TypeScript<\/code>\u3002<\/li>\n<li>\u5b89\u88c5\u00a0<code>@cloudflare\/puppeteer<\/code>\uff1a\n<pre><code>npm i @cloudflare\/puppeteer\r\n<\/code><\/pre>\n<\/li>\n<li>\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u00a0<code>html-bucket<\/code>\u00a0\u7684 R2 \u5b58\u50a8\u6876\uff1a\n<pre><code>npx wrangler r2 bucket create html-bucket\r\n<\/code><\/pre>\n<\/li>\n<li>\u5728\u00a0<code>wrangler.toml<\/code>\u00a0(\u6216\u00a0<code>wrangler.json<\/code>) \u914d\u7f6e\u6587\u4ef6\u4e2d\u6dfb\u52a0\u6d4f\u89c8\u5668\u6e32\u67d3\u548c R2 \u6876\u7684\u7ed1\u5b9a\uff1a\n<pre><code># wrangler.toml\r\ncompatibility_flags = [\"nodejs_compat\"]\r\n[browser]\r\nbinding = \"MY_BROWSER\"\r\n[[r2_buckets]]\r\nbinding = \"HTML_BUCKET\"\r\nbucket_name = \"html-bucket\"\r\n<\/code><\/pre>\n<\/li>\n<li>\u7528\u4ee5\u4e0b\u811a\u672c\u66ff\u6362\u00a0<code>src\/index.ts<\/code>\u00a0\u7684\u5185\u5bb9\uff0c\u8be5\u811a\u672c\u63a5\u6536 POST \u8bf7\u6c42\u4e2d\u7684 URL\uff0c\u4f7f\u7528 Puppeteer \u83b7\u53d6\u9875\u9762 HTML \u5e76\u5b58\u5165 R2\uff1a\n<pre><code>import puppeteer from \"@cloudflare\/puppeteer\";\r\ninterface Env {\r\nMY_BROWSER: puppeteer.BrowserWorker; \/\/ Correct typing if available, otherwise 'any'\r\nHTML_BUCKET: R2Bucket;\r\n}\r\ninterface RequestBody {\r\nurl: string;\r\n}\r\nexport default {\r\nasync fetch(request: Request, env: Env): Promise&lt;Response&gt; {\r\nif (request.method !== 'POST') {\r\nreturn new Response('Please send a POST request with a target URL', { status: 405 });\r\n}\r\ntry {\r\nconst body = await request.json() as RequestBody;\r\n\/\/ Basic validation, consider adding more robust checks\r\nif (!body.url) {\r\nreturn new Response('Missing \"url\" in request body', { status: 400 });\r\n}\r\nconst targetUrl = new URL(body.url); \/\/ Use URL constructor for parsing and validation\r\nconst browser = await puppeteer.launch(env.MY_BROWSER);\r\nconst page = await browser.newPage();\r\nawait page.goto(targetUrl.href, { waitUntil: 'networkidle0' }); \/\/ Wait for network activity to cease\r\nconst htmlPage = await page.content();\r\n\/\/ Generate a unique key for the R2 object\r\nconst key = `${targetUrl.hostname}_${Date.now()}.html`;\r\nawait env.HTML_BUCKET.put(key, htmlPage, {\r\nhttpMetadata: { contentType: 'text\/html' } \/\/ Set content type\r\n});\r\nawait browser.close();\r\nreturn new Response(JSON.stringify({\r\nsuccess: true,\r\nmessage: 'Page rendered and stored successfully',\r\nkey: key\r\n}), {\r\nheaders: { 'Content-Type': 'application\/json' }\r\n});\r\n} catch (error) {\r\nconsole.error(\"Error processing request:\", error);\r\n\/\/ Return a generic error message to the client\r\nreturn new Response(JSON.stringify({ success: false, message: 'Failed to process request' }), {\r\nstatus: 500,\r\nheaders: { 'Content-Type': 'application\/json' }\r\n});\r\n}\r\n}\r\n} satisfies ExportedHandler&lt;Env&gt;;\r\n<\/code><\/pre>\n<\/li>\n<li>\u90e8\u7f72 Worker\uff1a\n<pre><code>npx wrangler deploy\r\n<\/code><\/pre>\n<\/li>\n<li>\u6d4b\u8bd5 Worker\uff0c\u4f8b\u5982\u6293\u53d6\u00a0<code>Cloudflare<\/code>\u00a0\u7684\u8fd9\u7bc7\u535a\u5ba2\u6587\u7ae0\uff1a\n<pre><code>curl -X POST https:\/\/browser-r2-worker.&lt;YOUR_SUBDOMAIN&gt;.workers.dev \\\r\n-H \"Content-Type: application\/json\" \\\r\n-d '{\"url\": \"https:\/\/blog.cloudflare.com\/introducing-autorag-on-cloudflare\"}'\r\n<\/code><\/pre>\n<p>\u5c06\u00a0<code>&lt;YOUR_SUBDOMAIN&gt;<\/code>\u00a0\u66ff\u6362\u4e3a\u4f60\u7684\u00a0<code>Cloudflare Workers<\/code>\u00a0\u5b50\u57df\u3002<\/li>\n<\/ol>\n<h4>\u6b65\u9aa4 2: \u521b\u5efa AutoRAG \u5b9e\u4f8b\u5e76\u76d1\u63a7\u7d22\u5f15<\/h4>\n<p>\u5c06\u5185\u5bb9\u586b\u5145\u5230\u00a0<code>R2<\/code>\u00a0\u6876\u540e\uff0c\u5373\u53ef\u521b\u5efa\u00a0<code>AutoRAG<\/code>\u00a0\u5b9e\u4f8b\uff1a<\/p>\n<ol>\n<li>\u5728\u00a0<code>Cloudflare<\/code>\u00a0\u63a7\u5236\u9762\u677f\u4e2d\uff0c\u5bfc\u822a\u81f3 AI &gt; AutoRAG\u3002<\/li>\n<li>\u9009\u62e9\u201c\u521b\u5efa AutoRAG\u201d\u5e76\u5b8c\u6210\u8bbe\u7f6e\uff1a\n<ul>\n<li>\u9009\u62e9\u5305\u542b\u77e5\u8bc6\u5e93\u7684\u00a0<code>R2<\/code>\u00a0\u5b58\u50a8\u6876\uff08\u672c\u4f8b\u4e2d\u4e3a\u00a0<code>html-bucket<\/code>\uff09\u3002<\/li>\n<li>\u9009\u62e9\u5d4c\u5165\u6a21\u578b\uff08\u63a8\u8350\u4f7f\u7528\u9ed8\u8ba4\uff09\u3002<\/li>\n<li>\u9009\u62e9\u7528\u4e8e\u751f\u6210\u54cd\u5e94\u7684 LLM\uff08\u63a8\u8350\u4f7f\u7528\u9ed8\u8ba4\uff09\u3002<\/li>\n<li>\u9009\u62e9\u6216\u521b\u5efa\u4e00\u4e2a\u00a0<code>AI Gateway<\/code>\u00a0\u4ee5\u76d1\u63a7\u6a21\u578b\u4f7f\u7528\u60c5\u51b5\u3002<\/li>\n<li>\u4e3a\u00a0<code>AutoRAG<\/code>\u00a0\u5b9e\u4f8b\u547d\u540d\uff08\u4f8b\u5982\u00a0<code>my-rag<\/code>\uff09\u3002<\/li>\n<li>\u9009\u62e9\u6216\u521b\u5efa\u4e00\u4e2a\u670d\u52a1 API \u4ee4\u724c\uff0c\u6388\u6743\u00a0<code>AutoRAG<\/code>\u00a0\u5728\u8d26\u6237\u4e2d\u521b\u5efa\u548c\u8bbf\u95ee\u8d44\u6e90\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u9009\u62e9\u201c\u521b\u5efa\u201d\u4ee5\u542f\u52a8\u00a0<code>AutoRAG<\/code>\u00a0\u5b9e\u4f8b\u3002<\/li>\n<\/ol>\n<p>\u521b\u5efa\u540e\uff0c<code>AutoRAG<\/code>\u00a0\u4f1a\u81ea\u52a8\u5728\u8d26\u6237\u4e2d\u521b\u5efa\u4e00\u4e2a\u00a0<code>Vectorize<\/code>\u00a0\u6570\u636e\u5e93\u5e76\u5f00\u59cb\u7d22\u5f15\u6570\u636e\u3002\u53ef\u4ee5\u5728\u00a0<code>AutoRAG<\/code>\u00a0\u7684\u6982\u89c8\u9875\u9762\u67e5\u770b\u7d22\u5f15\u8fdb\u5ea6\u3002\u7d22\u5f15\u65f6\u95f4\u53d6\u51b3\u4e8e\u6570\u636e\u6e90\u4e2d\u6587\u4ef6\u7684\u6570\u91cf\u548c\u7c7b\u578b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30189\" title=\"Cloudflare \u63a8\u51fa AutoRAG\uff1a\u6258\u7ba1\u5f0f RAG \u670d\u52a1\u7b80\u5316 AI \u5e94\u7528\u96c6\u6210-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/a87ff679a2f3e71.png\" alt=\"Cloudflare \u63a8\u51fa AutoRAG\uff1a\u6258\u7ba1\u5f0f RAG \u670d\u52a1\u7b80\u5316 AI \u5e94\u7528\u96c6\u6210-4\" width=\"1679\" height=\"841\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/a87ff679a2f3e71.png 1679w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/a87ff679a2f3e71-768x385.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/a87ff679a2f3e71-1536x769.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/a87ff679a2f3e71-18x9.png 18w\" sizes=\"auto, (max-width: 1679px) 100vw, 1679px\" \/><\/p>\n<h4>\u6b65\u9aa4 3: \u6d4b\u8bd5\u5e76\u96c6\u6210\u5230\u5e94\u7528<\/h4>\n<p>\u7d22\u5f15\u5b8c\u6210\u540e\uff0c\u5373\u53ef\u5f00\u59cb\u67e5\u8be2\u3002\u53ef\u4ee5\u5728\u00a0<code>AutoRAG<\/code>\u00a0\u5b9e\u4f8b\u7684 <a href=\"https:\/\/www.kdjingpai.com\/de\/playground\/\">Playground<\/a> \u9009\u9879\u5361\u4e2d\uff0c\u6839\u636e\u4e0a\u4f20\u7684\u5185\u5bb9\u63d0\u95ee\uff0c\u4f8b\u5982\u201cWhat is AutoRAG?\u201d\u3002<\/p>\n<p>\u6d4b\u8bd5\u6ee1\u610f\u540e\uff0c\u53ef\u4ee5\u5c06\u00a0<code>AutoRAG<\/code>\u00a0\u76f4\u63a5\u96c6\u6210\u5230\u5e94\u7528\u4e2d\u3002\u5982\u679c\u4f7f\u7528\u00a0<code>Cloudflare Workers<\/code>\u00a0\u6784\u5efa\u5e94\u7528\uff0c\u53ef\u4ee5\u901a\u8fc7 AI \u7ed1\u5b9a\u76f4\u63a5\u8c03\u7528\u00a0<code>AutoRAG<\/code>\uff1a<\/p>\n<p>\u5728\u00a0<code>wrangler.toml<\/code>\u00a0\u4e2d\u6dfb\u52a0\u7ed1\u5b9a\uff1a<\/p>\n<pre><code># wrangler.toml\r\n[ai]\r\nbinding = \"AI\"\r\n<\/code><\/pre>\n<p>\u7136\u540e\u5728 Worker \u4ee3\u7801\u4e2d\u8c03\u7528\u00a0<code>aiSearch()<\/code>\u00a0\u65b9\u6cd5\uff08\u83b7\u53d6 AI \u751f\u6210\u7684\u7b54\u6848\uff09\u6216\u00a0<code>Search()<\/code>\u00a0\u65b9\u6cd5\uff08\u4ec5\u83b7\u53d6\u68c0\u7d22\u7ed3\u679c\u5217\u8868\uff09\uff1a<\/p>\n<pre><code>\/\/ Example in a Worker using the AI binding\r\nexport default {\r\nasync fetch(request: Request, env: Env, ctx: ExecutionContext): Promise&lt;Response&gt; {\r\n\/\/ Assuming 'env' includes the AI binding: interface Env { AI: Ai }\r\nif (!env.AI) {\r\nreturn new Response(\"AI binding not configured.\", { status: 500 });\r\n}\r\ntry {\r\nconst answer = await env.AI.run('@cf\/meta\/llama-3.1-8b-instruct', { \/\/ Example model, replace if needed\r\nprompt: 'What is AutoRAG?', \/\/ Simple prompt example\r\nrag: { \/\/ Use the RAG configuration via the binding\r\nautorag_id: 'my-rag' \/\/ Specify your AutoRAG instance name\r\n}\r\n});\r\n\/\/ Or using the specific AutoRAG methods if available via the binding\r\n\/\/ const searchResults = await env.AI.autorag('my-rag').Search({ query: 'What is AutoRAG?' });\r\n\/\/ const aiAnswer = await env.AI.autorag('my-rag').aiSearch({ query: 'What is AutoRAG?' });\r\nreturn new Response(JSON.stringify(answer), { headers: { 'Content-Type': 'application\/json' }});\r\n} catch (error) {\r\nconsole.error(\"Error querying AutoRAG:\", error);\r\nreturn new Response(\"Failed to query AutoRAG\", { status: 500 });\r\n}\r\n}\r\n}\r\n<\/code><\/pre>\n<p><em>\u6ce8\u610f\uff1a\u4e0a\u8ff0 Worker \u4ee3\u7801\u793a\u4f8b\u57fa\u4e8e\u901a\u7528 AI \u7ed1\u5b9a\u548c RAG \u529f\u80fd\u96c6\u6210\uff0c\u5177\u4f53\u00a0<code>AutoRAG<\/code>\u00a0\u7684\u7ed1\u5b9a\u8c03\u7528\u65b9\u5f0f\u8bf7\u53c2\u8003\u00a0<code>Cloudflare<\/code>\u00a0\u5b98\u65b9\u6587\u6863\u83b7\u53d6\u6700\u65b0\u548c\u6700\u51c6\u786e\u7684\u7528\u6cd5\u3002<\/em><\/p>\n<p>\u66f4\u591a\u96c6\u6210\u7ec6\u8282\uff0c\u8bf7\u67e5\u9605\u00a0<code>AutoRAG<\/code>\u00a0\u5b9e\u4f8b\u4e2d\u7684 &#8220;Use AutoRAG&#8221; \u90e8\u5206\u6216\u53c2\u8003\u5f00\u53d1\u8005\u6587\u6863\u3002<\/p>\n<h3>\u6218\u7565\u610f\u4e49\u4e0e\u5f00\u53d1\u8005\u4ef7\u503c<\/h3>\n<p><code>AutoRAG<\/code>\u00a0\u7684\u63a8\u51fa\u6807\u5fd7\u7740\u00a0<code>Cloudflare<\/code>\u00a0\u5728\u5176\u5f00\u53d1\u8005\u5e73\u53f0\u4e0a\u8fdb\u4e00\u6b65\u6df1\u5316 AI \u80fd\u529b\u7684\u6574\u5408\u3002\u901a\u8fc7\u5c06 RAG \u7ba1\u9053\u7684\u5173\u952e\u7ec4\u4ef6\uff08<code>R2<\/code>,\u00a0<code>Vectorize<\/code>,\u00a0<code>Workers AI<\/code>,\u00a0<code>AI Gateway<\/code>\uff09\u5c01\u88c5\u4e3a\u4e00\u9879\u6258\u7ba1\u670d\u52a1\uff0c<code>Cloudflare<\/code>\u00a0\u663e\u8457\u964d\u4f4e\u4e86\u5f00\u53d1\u8005\u5229\u7528\u81ea\u6709\u6570\u636e\u6784\u5efa\u667a\u80fd\u5e94\u7528\u7684\u95e8\u69db\u3002<\/p>\n<p>\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c<code>AutoRAG<\/code>\u00a0\u7684\u4e3b\u8981\u4ef7\u503c\u5728\u4e8e<strong>\u4fbf\u5229\u6027<\/strong>\u3002\u5b83\u514d\u53bb\u4e86\u624b\u52a8\u914d\u7f6e\u548c\u7ef4\u62a4\u590d\u6742 RAG \u57fa\u7840\u8bbe\u65bd\u7684\u8d1f\u62c5\uff0c\u5c24\u5176\u9002\u5408\u9700\u8981\u5feb\u901f\u539f\u578b\u8bbe\u8ba1\u6216\u7f3a\u4e4f\u4e13\u95e8 MLOps \u8d44\u6e90\u7684\u56e2\u961f\u3002\u4e0e\u5b8c\u5168\u81ea\u5efa RAG \u76f8\u6bd4\uff0c\u8fd9\u662f\u4e00\u79cd\u6743\u8861\uff1a\u727a\u7272\u4e86\u4e00\u90e8\u5206\u5e95\u5c42\u63a7\u5236\u548c\u5b9a\u5236\u5316\u7684\u7075\u6d3b\u6027\uff0c\u6362\u53d6\u4e86\u66f4\u5feb\u7684\u5f00\u53d1\u901f\u5ea6\u548c\u66f4\u4f4e\u7684\u7ba1\u7406\u5f00\u9500\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u8fd9\u4e5f\u4f53\u73b0\u4e86\u00a0<code>Cloudflare<\/code>\u00a0\u5e73\u53f0\u6218\u7565\u7684\u5ef6\u4f38\uff1a\u5728\u5176\u5168\u7403\u7f51\u7edc\u8fb9\u7f18\u63d0\u4f9b\u8d8a\u6765\u8d8a\u5168\u9762\u7684\u8ba1\u7b97\u3001\u5b58\u50a8\u548c AI \u670d\u52a1\uff0c\u5f62\u6210\u4e00\u4e2a\u7d27\u5bc6\u96c6\u6210\u7684\u751f\u6001\u7cfb\u7edf\u3002\u5f00\u53d1\u8005\u4f7f\u7528\u00a0<code>AutoRAG<\/code>\u00a0\u610f\u5473\u7740\u66f4\u6df1\u5165\u5730\u878d\u5165\u00a0<code>Cloudflare<\/code>\u00a0\u7684\u6280\u672f\u6808\uff0c\u8fd9\u53ef\u80fd\u5e26\u6765\u4e00\u5b9a\u7684<strong>\u4f9b\u5e94\u5546\u9501\u5b9a<\/strong>\u8003\u91cf\uff0c\u4f46\u4e5f\u5f97\u76ca\u4e8e\u751f\u6001\u5185\u5404\u670d\u52a1\u95f4\u7684\u4f18\u5316\u96c6\u6210\u3002<\/p>\n<p>\u5728\u516c\u5f00\u6d4b\u8bd5\u671f\u95f4\uff0c<code>AutoRAG<\/code>\u00a0<strong>\u514d\u8d39\u542f\u7528<\/strong>\uff0c\u4f46\u7d22\u5f15\u3001\u68c0\u7d22\u548c\u589e\u5f3a\u7b49\u8ba1\u7b97\u64cd\u4f5c\u4f1a\u6d88\u8017\u00a0<code>Workers AI<\/code>\u00a0\u548c\u00a0<code>Vectorize<\/code>\u00a0\u7b49\u5e95\u5c42\u670d\u52a1\u7684\u7528\u91cf\uff0c\u5f00\u53d1\u8005\u9700\u5173\u6ce8\u8fd9\u4e9b\u76f8\u5173\u6210\u672c\u3002\u76ee\u524d\u6bcf\u4e2a\u8d26\u6237\u9650\u5236\u521b\u5efa\u00a0<strong>10 \u4e2a AutoRAG<\/strong>\u00a0\u5b9e\u4f8b\uff0c\u6bcf\u4e2a\u5b9e\u4f8b\u6700\u591a\u5904\u7406\u00a0<strong>100,000 \u4e2a\u6587\u4ef6<\/strong>\uff0c\u8fd9\u4e9b\u9650\u5236\u5728\u672a\u6765\u53ef\u80fd\u4f1a\u8c03\u6574\u3002<\/p>\n<h3>\u672a\u6765\u53d1\u5c55\u8def\u7ebf\u56fe<\/h3>\n<p><code>Cloudflare<\/code>\u00a0\u8868\u793a\u00a0<code>AutoRAG<\/code>\u00a0\u7684\u529f\u80fd\u5c06\u6301\u7eed\u6269\u5c55\uff0c\u8ba1\u5212\u5728 2025 \u5e74\u5f15\u5165\u66f4\u591a\u7279\u6027\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u66f4\u591a\u6570\u636e\u6e90\u96c6\u6210\uff1a<\/strong>\u00a0\u9664\u4e86\u00a0<code>R2<\/code>\uff0c\u8ba1\u5212\u652f\u6301\u76f4\u63a5\u89e3\u6790\u7f51\u7ad9 URL\uff08\u5229\u7528\u6d4f\u89c8\u5668\u6e32\u67d3\u6280\u672f\uff09\u4ee5\u53ca\u63a5\u5165\u00a0<code>Cloudflare D1<\/code>\u00a0\u7b49\u7ed3\u6784\u5316\u6570\u636e\u6e90\u3002<\/li>\n<li><strong>\u63d0\u5347\u54cd\u5e94\u8d28\u91cf\uff1a<\/strong>\u00a0\u63a2\u7d22\u5185\u7f6e\u7684\u91cd\u6392\u5e8f (reranking)\u3001\u9012\u5f52\u5206\u5757 (recursive chunking) \u7b49\u6280\u672f\uff0c\u4ee5\u63d0\u9ad8\u751f\u6210\u7b54\u6848\u7684\u76f8\u5173\u6027\u548c\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<p><code>AutoRAG<\/code>\u00a0\u7684\u53d1\u5c55\u65b9\u5411\u5c06\u6839\u636e\u7528\u6237\u53cd\u9988\u548c\u5e94\u7528\u573a\u666f\u4e0d\u65ad\u8c03\u6574\u3002<\/p>\n<h3>\u5373\u523b\u4f53\u9a8c<\/h3>\n<p>\u5bf9\u00a0<code>AutoRAG<\/code>\u00a0\u611f\u5174\u8da3\u7684\u5f00\u53d1\u8005\u53ef\u4ee5\u8bbf\u95ee\u00a0<code>Cloudflare<\/code>\u00a0\u63a7\u5236\u9762\u677f\u4e2d\u7684 AI &gt; AutoRAG \u90e8\u5206\u5f00\u59cb\u521b\u5efa\u548c\u8bd5\u7528\u3002\u65e0\u8bba\u662f\u6784\u5efa AI \u641c\u7d22\u4f53\u9a8c\u3001\u5185\u90e8\u77e5\u8bc6\u52a9\u624b\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5c1d\u8bd5 LLM \u5e94\u7528\uff0c<code>AutoRAG<\/code>\u00a0\u90fd\u63d0\u4f9b\u4e86\u4e00\u79cd\u5728\u00a0<code>Cloudflare<\/code>\u00a0\u5168\u7403\u7f51\u7edc\u4e0a\u5feb\u901f\u542f\u52a8 RAG \u9879\u76ee\u7684\u65b9\u5f0f\u3002\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\u53ef\u53c2\u8003\u00a0<a href=\"https:\/\/developers.cloudflare.com\/autorag\">\u5f00\u53d1\u8005\u6587\u6863<\/a>\u3002\u540c\u65f6\uff0c\u73b0\u5df2\u6b63\u5f0f\u53ef\u7528\u7684\u00a0<a href=\"https:\/\/developers.cloudflare.com\/browser-rendering\/\">Browser Rendering API<\/a>\u00a0\u4e5f\u503c\u5f97\u5173\u6ce8\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Cloudflare\u00a0\u8fd1\u65e5\u5ba3\u5e03\u63a8\u51fa\u00a0AutoRAG\u00a0\u670d\u52a1\u7684\u516c\u5f00\u6d4b\u8bd5\u7248 (Open Beta)\u3002\u8fd9\u9879\u5168\u6258\u7ba1\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (Retrieval-Augmented Generation, RAG) \u7ba1\u9053\u65e8\u5728\u7b80\u5316\u5f00\u53d1\u8005\u5c06\u5177\u5907\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u7684 A&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-30186","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/30186","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=30186"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/30186\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=30186"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=30186"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=30186"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}