{"id":10341,"date":"2026-07-18T16:40:09","date_gmt":"2026-07-18T08:40:09","guid":{"rendered":"https:\/\/infernews.com\/blog\/the-end-of-web-parsing-the-beginning-of-scalable-pixel-native-search-link-https\/"},"modified":"2026-07-18T16:40:09","modified_gmt":"2026-07-18T08:40:09","slug":"the-end-of-web-parsing-the-beginning-of-scalable-pixel-native-search-link-https","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/the-end-of-web-parsing-the-beginning-of-scalable-pixel-native-search-link-https\/","title":{"rendered":"PixelRAG \u60f3\u7528\u622a\u5716\u91cd\u5beb RAG \u6aa2\u7d22"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/banner-1.jpg\" alt=\"PixelRAG \u2014 Visual Retrieval-Augmented Generation\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9047\u5230\u8868\u683c\u3001\u7248\u9762\u5c64\u6b21\u3001\u63d2\u5716\u540c\u6587\u5b57\u6df7\u6392\u5167\u5bb9\uff0c\u55ae\u9760\u6587\u5b57\u6aa2\u7d22\u597d\u5bb9\u6613\u6f0f\u6389\u95dc\u9375\u7dda\u7d22\uff1bPixelRAG \u5c31\u4fc2\u885d\u4f4f\u5462\u500b\u7f3a\u53e3\u800c\u4f86\u3002\u5b83\u5c6c\u65bc\u4e00\u500b\u9762\u5411 Retrieval-Augmented Generation \u7684\u958b\u6e90\u5de5\u5177\u9805\u76ee\uff0c\u6838\u5fc3\u505a\u6cd5\u4fc2\u5148\u628a\u9801\u9762\u6216\u6587\u4ef6\u6e32\u67d3\u6210 screenshots\uff0c\u518d\u6309\u756b\u9762\u5167\u5bb9\u5efa\u7acb\u53ef\u641c\u5c0b\u7d22\u5f15\uff0c\u8b93 Claude \u4e4b\u985e\u6a21\u578b\u5514\u53ea\u8b80\u5b57\uff0c\u4ea6\u53ef\u4ee5\u9760\u8996\u89ba\u5167\u5bb9\u6435\u8cc7\u6599\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5462\u500b\u53d6\u5411\u540c\u50b3\u7d71 RAG \u6700\u5927\u5206\u5225\uff0c\u5728\u65bc\u5b83\u5047\u8a2d\u300c\u6587\u4ef6\u9ede\u6a23\u5448\u73fe\u300d\u672c\u8eab\u5c31\u4fc2\u8a0a\u606f\uff0c\u800c\u5514\u4fc2\u53ea\u62bd\u6587\u5b57\u518d\u505a embedding\u3002\u4ee3\u50f9\u4ea6\u597d\u76f4\u63a5\uff1a\u524d\u8655\u7406\u591a\u5497\u4e00\u5c64 render\uff0c\u7d22\u5f15\u8207\u641c\u5c0b\u6d41\u7a0b\u6703\u66f4\u501a\u8cf4\u8996\u89ba\u7ba1\u7dda\uff1b\u4f46\u63db\u4f86\u7684\u597d\u8655\uff0c\u662f\u9762\u5c0d\u7db2\u9801\u3001\u5716\u6587\u6df7\u6392\u6587\u4ef6\uff0c\u751a\u81f3\u9760\u7248\u9762\u5148\u5206\u5f97\u6e05\u7684\u5167\u5bb9\u6642\uff0c\u547d\u4e2d\u6a5f\u6703\u66f4\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u516c\u958b\u8cc7\u8a0a\u5df2\u7d93\u4ea4\u4ee3\u5f97\u5e7e\u6e05\u695a\uff1a\u5b89\u88dd\u5f8c\u53ef\u4ee5\u5148\u7528 pixelshot \u628a\u4efb\u610f\u9801\u9762\u8f38\u51fa\u6210 screenshot tiles\uff0c\u518d\u63a5\u4e0a\u641c\u5c0b\u6d41\u7a0b\uff1b\u4ea6\u53ef\u4ee5\u76f4\u63a5\u8abf\u7528\u5b98\u65b9\u8a17\u7ba1 API\uff0c\u5c0d\u65e2\u6709\u7684 8.28M Wikipedia pages \u7d22\u5f15\u505a\u67e5\u8a62\uff0c\u9023\u672c\u5730\u5efa\u5eab\u90fd\u672a\u5fc5\u9700\u8981\u3002\u5b83\u4ef2\u652f\u63f4\u7528\u6587\u5b57\u67e5\u8a62\uff0c\u4e26\u63d0\u4f9b visual search\uff0c\u610f\u5473\u4f4f\u8f38\u5165\u7aef\u90fd\u5514\u518d\u5c40\u9650\u65bc\u7d14\u6587\u5b57\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u628a\u6587\u4ef6\u5148\u8f49\u6210 screenshots\uff0c\u518d\u505a\u6aa2\u7d22\uff0c\u800c\u5514\u4fc2\u53ea\u62bd\u6587\u5b57<\/li>\n<li>\u9069\u5408\u7db2\u9801\u3001\u8868\u683c\u3001\u5716\u6587\u6df7\u6392\u7b49\u91cd\u8996\u7248\u9762\u7d50\u69cb\u7684\u5167\u5bb9<\/li>\n<li>\u53ef\u76f4\u63a5\u8a66\u7528 hosted API\uff0c\u4ea6\u53ef\u81ea\u884c\u8dd1 render \u8207 search \u6d41\u7a0b<\/li>\n<li>\u8207 Claude \u914d\u5408\u6642\uff0c\u91cd\u9ede\u5728\u65bc\u88dc\u8db3\u6a21\u578b\u5c0d\u756b\u9762\u8cc7\u8a0a\u7684\u8b80\u53d6\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53d7\u76ca\u6700\u5927\u7684\u4e00\u822c\u6703\u4fc2\u505a RAG \u61c9\u7528\u3001\u6587\u4ef6\u641c\u5c0b\u3001\u77e5\u8b58\u52a9\u7406\u540c\u4f01\u696d\u5167\u90e8\u8cc7\u6599\u6aa2\u7d22\u7684\u5718\u968a\uff0c\u5c24\u5176\u624b\u4e0a\u8cc7\u6599\u5514\u4fc2\u4e7e\u6de8\u7d14\u6587\u5b57\uff0c\u800c\u4fc2\u5927\u91cf\u7db2\u9801\u622a\u5716\u611f\u5f37\u3001\u6392\u7248\u8907\u96dc\u7684\u5167\u5bb9\u3002\u540d\u7a31\u5df2\u7d93\u8b1b\u660e\u300cWeb Screenshots Beat Text for Retrieval-Augmented Generation\u300d\uff0c\u5b9a\u4f4d\u76f8\u7576\u9bae\u660e\uff1b\u4e0d\u904e README \u66ab\u6642\u672a\u4ea4\u4ee3\u5b8c\u6574\u57fa\u6e96\u6578\u5b57\u540c\u90e8\u7f72\u6210\u672c\uff0c\u73fe\u968e\u6bb5\u66f4\u9069\u5408\u8996\u70ba\u4e00\u689d\u503c\u5f97\u9a57\u8b49\u7684\u65b0\u8def\u7dda\uff0c\u800c\u5514\u4fc2\u5373\u523b\u53d6\u4ee3\u6240\u6709\u6587\u5b57\u6aa2\u7d22\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/StarTrail-org\/PixelRAG\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7576\u6587\u5b57\u6aa2\u7d22\u6349\u5514\u5230\u7248\u9762\u3001\u5716\u8868\u540c\u8996\u89ba\u7dda\u7d22\uff0cPixelRAG \u6703\u6539\u70ba\u8b80\u7db2\u9801\u622a\u5716\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u5e6b RAG \u88dc\u4e0a\u300c\u7747\u756b\u9762\u300d\u80fd\u529b\u7684\u4e00\u5957\u6aa2\u7d22\u5de5\u5177\u3002<\/p>\n","protected":false},"author":8,"featured_media":10340,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,137,131,109,197],"tags":[],"class_list":["post-10341","post","type-post","status-publish","format-standard","hentry","category-133","category-api","category-embedding","category-rag","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10341","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10341"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10341\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10340"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10341"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10341"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10341"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}