{"id":9013,"date":"2026-01-29T21:55:02","date_gmt":"2026-01-29T13:55:02","guid":{"rendered":"https:\/\/ragsitemap.com\/?p=9013"},"modified":"2026-06-16T22:31:57","modified_gmt":"2026-06-16T14:31:57","slug":"why-rag-doesnt-need-a-vector-database","status":"publish","type":"post","link":"https:\/\/ragsitemap.com\/en\/blog\/%e7%82%ba%e4%bb%80%e9%ba%bc-rag-%e5%8f%af%e4%bb%a5%e4%b8%8d%e4%bd%bf%e7%94%a8%e5%90%91%e9%87%8f%e8%b3%87%e6%96%99%e5%ba%ab\/","title":{"rendered":"Why RAG Doesn't Need a Vector Database"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9013\" class=\"elementor elementor-9013\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fd7ae67 e-flex e-con-boxed qodef-elementor-content-no e-con e-parent\" data-id=\"fd7ae67\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca8a9ee elementor-widget elementor-widget-text-editor\" data-id=\"ca8a9ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7a963fd elementor-widget elementor-widget-text-editor\" data-id=\"7a963fd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u800c WordPress\uff0c\u6b63\u662f\u300c\u672c\u4f86\u5c31\u6709\u79e9\u5e8f\u300d\u7684\u90a3\u7a2e\u7db2\u7ad9\u67b6\u69cb\u3002\u4f60\u7d93\u71df\u7db2\u7ad9\u6642\u6240\u505a\u7684\u5206\u985e\u3001\u6a19\u984c\u8207\u6458\u8981\uff0c\u65e9\u5c31\u628a\u5167\u5bb9\u6574\u7406\u6210\u6e05\u695a\u7684\u5c64\u7d1a\uff1b\u518d\u628a\u5b83\u6253\u788e\u3001\u58d3\u6210\u5411\u91cf\u3001\u7528\u76f8\u4f3c\u5ea6\u62fc\u56de\u53bb\uff0c\u53ea\u662f\u628a\u505a\u5b8c\u7684\u6574\u7406\u518d\u7528\u6578\u5b78\u7684\u65b9\u5f0f\u91cd\u505a\u4e00\u904d\u3002\u4f46\u4e8b\u5be6\u4e0a\u4f60\u4e0d\u9700\u8981\u70ba\u4e86\u8b93 AI \u8b80\u61c2\u7db2\u7ad9\u800c\u53bb\u5efa\u4e00\u5ea7\u5411\u91cf\u8cc7\u6599\u5eab\uff0c\u4f60\u9700\u8981\u7684\uff0c\u53ea\u662f\u8b93 AI \u770b\u898b\u4f60\u65e9\u5c31\u5efa\u597d\u7684\u90a3\u4e00\u5ea7\u5716\u66f8\u9928\u3002<\/p><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76f60b5 e-flex e-con-boxed qodef-elementor-content-no e-con e-parent\" data-id=\"76f60b5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0c668bb e-con-full e-flex qodef-elementor-content-no e-con e-child\" data-id=\"0c668bb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3b3fd83 e-con-full e-flex qodef-elementor-content-no e-con e-child\" data-id=\"3b3fd83\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c1399c6 elementor-widget elementor-widget-html\" data-id=\"c1399c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<style>\r\n\/* \u2554\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2557\r\n   \u2551  \u4ee5 RAG Sitemap \u70ba\u85cd\u5716\u7684\u6587\u5b57\u7acb\u9ad4\u5716\u66f8\u9928\u5730\u5716 \u00b7 \u5d4c\u5165\u7248    \u2551\r\n   \u2551  \u5168\u90e8 scoped \u5728 .rag-lib-scope \u5167\uff0c\u8b8a\u6578 --rag- prefix   \u2551\r\n   \u255a\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u255d *\/\r\n\r\n.rag-lib-scope {\r\n  \/* \u2500\u2500 \u4e3b\u8272 \u00b7 \u6539\u52d5\u96c6\u4e2d\u5728\u6b64 3 \u884c \u2500\u2500 *\/\r\n  --rag-bg:     #eaeaea;\r\n  --rag-accent: #BE935D;\r\n  --rag-text:   #262019;\r\n\r\n  \/* \u2500\u2500 \u5b57\u91cd \u2500\u2500 *\/\r\n  --rag-weight-title:    700;\r\n  --rag-weight-subtitle: 400;\r\n  --rag-weight-body:     400;\r\n\r\n  \/* \u2500\u2500 \u5b57\u7d1a\uff08\u6539\u9019 3 \u500b\u5e36\u52d5\u540c\u7fa4\u6b21\u968e\uff09 \u2500\u2500 *\/\r\n  --rag-size-title:    17px;\r\n  --rag-size-subtitle: 13px;\r\n  --rag-size-body:     11px;\r\n\r\n  \/* \u2500\u2500 \u884d\u751f\u8272 \u00b7 \u03b1 on --rag-text \u2500\u2500 *\/\r\n  --rag-ink-1: rgb(from var(--rag-text) r g b \/ 1);\r\n  --rag-ink-2: rgb(from var(--rag-text) r g b \/ 0.78);\r\n  --rag-ink-3: rgb(from var(--rag-text) r g b \/ 0.58);\r\n\r\n  \/* \u2500\u2500 \u884d\u751f\u8272 \u00b7 \u03b1 on --rag-accent \u2500\u2500 *\/\r\n  --rag-acc-1:    var(--rag-accent);\r\n  --rag-acc-2:    rgb(from var(--rag-accent) r g b \/ 0.55);\r\n  --rag-acc-tint: rgb(from var(--rag-accent) r g b \/ 0.10);\r\n  --rag-acc-dots: rgb(from var(--rag-accent) r g b \/ 0.22);\r\n\r\n  \/* \u2500\u2500 \u4e2d\u6027\u5fae\u8868\u9762 \u2500\u2500 *\/\r\n  --rag-surface: rgb(from var(--rag-text) r g b \/ 0.05);\r\n\r\n  background: var(--rag-bg);\r\n  color: var(--rag-text);\r\n  font-family: \"Cormorant\",\"LXGW WenKai TC\",\"Nanum Myeongjo\",\"Noto Sans\",serif;\r\n  font-weight: var(--rag-weight-body);\r\n  max-width: 1060px;\r\n  margin: 0 auto 0 0;\r\n  padding: 5px 36px 0 0;\r\n  box-sizing: border-box;\r\n  text-align: justify;\r\n}\r\n\r\n.rag-lib-scope *,\r\n.rag-lib-scope *::before,\r\n.rag-lib-scope *::after { box-sizing: border-box; }\r\n\r\n\/* \u6a19\u984c\uff08\u7d50\u69cb\u5143\u7d20\uff0c\u6307\u5b9a\u5b57\u7d1a\uff09 *\/\r\n.rag-lib-scope .rag-lib-title {\r\n  font-size: 23px;\r\n  font-weight: 400;\r\n  line-height: 1.25;\r\n  margin: 0 0 14px;\r\n  color: var(--rag-ink-1);\r\n}\r\n\/* \u7d14\u6587\u672c\u6bb5\u843d\uff08\u4e0d\u6307\u5b9a\u5b57\u7d1a\uff0c\u7e7c\u627f\u5bbf\u4e3b\uff1b\u684c\u6a5f\/\u5e73\u677f 17px\u3001\u624b\u6a5f 15px \u7531\u4e0b\u65b9\u65b7\u9ede\u8655\u7406\uff09 *\/\r\n.rag-lib-scope .rag-lib-subtitle,\r\n.rag-lib-scope .rag-lib-footer,\r\n.rag-lib-scope .rag-lib-section-tag { font-size: 17px; }\r\n.rag-lib-scope .rag-lib-subtitle {\r\n  margin: 0 0 22px; line-height: 26px; color: var(--rag-ink-2);\r\n}\r\n.rag-lib-scope .rag-lib-section-tag {\r\n  font-size: 12px; letter-spacing: 0.12em; color: var(--rag-acc-1);\r\n  border-top: 1px solid var(--rag-acc-2);\r\n  padding-top: 8px; margin: 0 0 6px;\r\n}\r\n.rag-lib-scope .rag-lib-footer {\r\n  margin: 30px 0 0; padding-top: 22px;\r\n  border-top: 1px solid var(--rag-acc-2);\r\n  line-height: 26px; color: var(--rag-ink-2);\r\n}\r\n.rag-lib-scope .rag-lib-footer strong {\r\n  color: var(--rag-ink-1); font-weight: var(--rag-weight-title);\r\n}\r\n\r\n.rag-lib-scope .rag-lib-diagram { width: 100%; display: block; }\r\n.rag-lib-scope .rag-lib-box { width: 88%; max-width: 400px; display: block; margin: 22px auto 0; }\r\n\r\n\/* SVG text \u5f37\u5236\u4e0d\u900f\u660e *\/\r\n.rag-lib-scope svg text { opacity: 1 !important; }\r\n\r\n\/* \u9078\u53d6\u8272 \u00b7 \u53cd\u76f8\uff0c\u9650\u90e8\u4ef6\u5167 *\/\r\n.rag-lib-scope ::selection { background: var(--rag-text); color: var(--rag-bg); fill: var(--rag-bg); }\r\n.rag-lib-scope ::-moz-selection { background: var(--rag-text); color: var(--rag-bg); fill: var(--rag-bg); }\r\n\r\n\/* \u5b57\u91cd\u5206\u6d41 *\/\r\n.rag-lib-scope svg text[font-size=\"14\"],\r\n.rag-lib-scope svg text[font-size=\"13\"],\r\n.rag-lib-scope svg text[font-size=\"12\"]  { font-weight: var(--rag-weight-title); }\r\n.rag-lib-scope svg text[font-size=\"11\"],\r\n.rag-lib-scope svg text[font-size=\"10\"],\r\n.rag-lib-scope svg text[font-size=\"9.5\"] { font-weight: var(--rag-weight-subtitle); }\r\n\r\n\/* \u5b57\u7d1a\u5206\u6d41 *\/\r\n.rag-lib-scope svg text[font-size=\"14\"]  { font-size: var(--rag-size-title); }\r\n.rag-lib-scope svg text[font-size=\"13\"]  { font-size: calc(var(--rag-size-title) - 1px); }\r\n.rag-lib-scope svg text[font-size=\"12\"]  { font-size: calc(var(--rag-size-title) - 2px); }\r\n.rag-lib-scope svg text[font-size=\"11\"]  { font-size: calc(var(--rag-size-subtitle) + 1px); }\r\n.rag-lib-scope svg text[font-size=\"10\"]  { font-size: var(--rag-size-subtitle); }\r\n.rag-lib-scope svg text[font-size=\"9.5\"] { font-size: calc(var(--rag-size-subtitle) - 0.5px); }\r\n.rag-lib-scope svg text[font-size=\"9\"]   { font-size: calc(var(--rag-size-body) + 1px); }\r\n.rag-lib-scope svg text[font-size=\"8.5\"] { font-size: calc(var(--rag-size-body) + 0.5px); }\r\n.rag-lib-scope svg text[font-size=\"8\"]   { font-size: var(--rag-size-body); }\r\n\r\n\/* SVG \u8272\u7968\u6620\u5c04\uff08\u6cbf\u7528\u65e2\u5b9a\u8a9e\u610f hex key\uff09 *\/\r\n.rag-lib-scope svg [fill=\"#e6e4dc\"]  { fill: var(--rag-ink-1); }\r\n.rag-lib-scope svg [fill=\"#c5c8c2\"]  { fill: var(--rag-ink-2); }\r\n.rag-lib-scope svg [fill=\"#a8a6a0\"]  { fill: var(--rag-ink-3); }\r\n.rag-lib-scope svg [fill=\"#7dd87d\"]  { fill: var(--rag-acc-1); }\r\n.rag-lib-scope svg [fill=\"#5a7d5e\"]  { fill: var(--rag-acc-2); }\r\n.rag-lib-scope svg [fill=\"#0a1410\"]  { fill: var(--rag-surface); }\r\n.rag-lib-scope svg [fill=\"#0d1814\"]  { fill: var(--rag-acc-tint); }\r\n.rag-lib-scope svg [fill=\"#1c2a1f\"]  { fill: var(--rag-acc-dots); }\r\n\r\n.rag-lib-scope svg [stroke=\"#a8a6a0\"] { stroke: var(--rag-ink-3); }\r\n.rag-lib-scope svg [stroke=\"#c5c8c2\"] { stroke: var(--rag-ink-2); }\r\n.rag-lib-scope svg [stroke=\"#7dd87d\"] { stroke: var(--rag-acc-1); }\r\n.rag-lib-scope svg [stroke=\"#5a7d5e\"] { stroke: var(--rag-acc-2); }\r\n\r\n\/* \u5e73\u677f\u53ca\u4ee5\u4e0b\uff1ascope padding \u6b78\u96f6 *\/\r\n@media (max-width: 1024px) { .rag-lib-scope { padding: 0; } }\r\n\/* \u624b\u6a5f\uff1a\u4e00\u822c\u6587\u5b57\u964d 15px\uff0c\u6a19\u984c\u7e2e\u5c0f *\/\r\n@media (max-width: 768px) {\r\n  .rag-lib-scope .rag-lib-subtitle,\r\n  .rag-lib-scope .rag-lib-footer,\r\n  .rag-lib-scope .rag-lib-section-tag { font-size: 15px; }\r\n  .rag-lib-scope .rag-lib-title { font-size: 22px; }\r\n  .rag-lib-scope .rag-lib-section-tag { font-size: 11px; }\r\n}\r\n<\/style>\r\n<\/head>\r\n<body style=\"background:#eaeaea;margin:0\">\r\n\r\n<div class=\"rag-lib-scope\">\r\n\r\n  <h3 class=\"rag-lib-title\">\u4ee5 RAG Sitemap \u70ba\u85cd\u5716\u7684\u7acb\u9ad4\u5716\u66f8\u9928<\/h3>\r\n  <p class=\"rag-lib-subtitle\">RAG Agent \u4e0d\u5fc5\u8b80\u5b8c\u6574\u500b\u5716\u66f8\u9928\uff0c\u4e5f\u4e0d\u5fc5\u628a\u85cf\u66f8\u6253\u788e\u6210\u788e\u7247\u518d\u6bd4\u5c0d\u76f8\u4f3c\u5ea6\u3002\u4ed6\u5faa\u8457\u62db\u724c\u5f80\u4e0b\u8d70\uff0c\u5148\u770b\u85cf\u66f8\u5340\u57df\u7684\u540a\u724c\u627e\u51fa\u76ee\u6a19\u6240\u5728\u7684\u5927\u5206\u985e\uff0c\u518d\u770b\u6ac3\u5074\u7684\u6a19\u7c64\u5206\u8fa8\u5c0f\u5206\u985e\uff0c\u63a5\u8457\u6383\u904e\u67b6\u4e0a\u6bcf\u4e00\u672c\u66f8\u7684\u66f8\u540d\u8207\u63cf\u8ff0\uff0c\u6700\u5f8c\u624d\u62bd\u51fa\u771f\u6b63\u9700\u8981\u7684\u90a3\u4e00\u672c\u3002\u9019\u689d\u6f38\u9032\u5f0f\u62ab\u9732\u7684\u8def\u5f91\u5c31\u662f RAG Sitemap\uff0c\u9023\u5c0f\u6a21\u578b\u90fd\u8d70\u5f97\u901a\u3002<\/p>\r\n\r\n  <div class=\"rag-lib-section-tag\">RAG Sitemap \u00b7 Progressive Disclosure<\/div>\r\n\r\n<svg class=\"rag-lib-diagram\" viewBox=\"0 0 440 1150\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\r\n<defs>\r\n  <pattern id=\"rag-lib-dots\" x=\"0\" y=\"0\" width=\"7\" height=\"7\" patternUnits=\"userSpaceOnUse\">\r\n    <circle cx=\"1\" cy=\"1\" r=\"0.5\" fill=\"#1c2a1f\"\/>\r\n  <\/pattern>\r\n  <marker id=\"rag-lib-arr-g\" viewBox=\"0 0 10 10\" refX=\"8\" refY=\"5\" markerWidth=\"7\" markerHeight=\"7\" orient=\"auto\">\r\n    <path d=\"M0 1L8 5L0 9Z\" fill=\"#7dd87d\"\/>\r\n  <\/marker>\r\n  <marker id=\"rag-lib-arr-w\" viewBox=\"0 0 10 10\" refX=\"8\" refY=\"5\" markerWidth=\"6\" markerHeight=\"6\" orient=\"auto\">\r\n    <path d=\"M0 1L8 5L0 9Z\" fill=\"#a8a6a0\"\/>\r\n  <\/marker>\r\n<\/defs>\r\n<line x1=\"18\" y1=\"52\" x2=\"18\" y2=\"864\" stroke=\"#7dd87d\" stroke-width=\"1\" stroke-dasharray=\"3 4\" opacity=\"0.7\" marker-end=\"url(#rag-lib-arr-g)\"\/>\r\n<line x1=\"18\" y1=\"52\" x2=\"38\" y2=\"52\" stroke=\"#7dd87d\" stroke-width=\"1\" opacity=\"0.7\"\/>\r\n<line x1=\"18\" y1=\"334\" x2=\"38\" y2=\"334\" stroke=\"#7dd87d\" stroke-width=\"1\" opacity=\"0.7\"\/>\r\n<line x1=\"18\" y1=\"604\" x2=\"38\" y2=\"604\" stroke=\"#7dd87d\" stroke-width=\"1\" opacity=\"0.7\"\/>\r\n<line x1=\"18\" y1=\"864\" x2=\"38\" y2=\"864\" stroke=\"#7dd87d\" stroke-width=\"1\" opacity=\"0.7\"\/>\r\n<text x=\"40\" y=\"49\" font-size=\"12\" fill=\"#7dd87d\" letter-spacing=\"0.06em\">MASTER SITEMAP<\/text>\r\n<text x=\"40\" y=\"63\" font-size=\"9\" fill=\"#a8a6a0\">Read the zone signs. Tell the major sections apart.<\/text>\r\n<line x1=\"58\" y1=\"100\" x2=\"402\" y2=\"100\" stroke=\"#a8a6a0\" stroke-width=\"0.8\" opacity=\"0.7\"\/>\r\n<line x1=\"100\" y1=\"100\" x2=\"100\" y2=\"116\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<rect x=\"70\" y=\"116\" width=\"60\" height=\"20\" rx=\"3\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"1\"\/>\r\n<text x=\"100\" y=\"129.5\" text-anchor=\"middle\" font-size=\"10\" fill=\"#c5c8c2\" letter-spacing=\"0.05em\">ZONE A<\/text>\r\n<g>\r\n<path d=\"M66.5 152 L83.5 152 L87.5 150 L70.5 150 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<path d=\"M83.5 152 L87.5 150 L87.5 192 L83.5 194 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<rect x=\"66.5\" y=\"152\" width=\"17\" height=\"42\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"1\"\/>\r\n<line x1=\"66.5\" y1=\"166.0\" x2=\"83.5\" y2=\"166.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"66.5\" y1=\"180.0\" x2=\"83.5\" 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opacity=\"0.5\"\/>\r\n<line x1=\"77.1\" y1=\"184.2\" x2=\"77.1\" y2=\"192.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<\/g>\r\n<g>\r\n<path d=\"M89.5 152 L106.5 152 L110.5 150 L93.5 150 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<path d=\"M106.5 152 L110.5 150 L110.5 192 L106.5 194 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<rect x=\"89.5\" y=\"152\" width=\"17\" height=\"42\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"1\"\/>\r\n<line x1=\"89.5\" y1=\"166.0\" x2=\"106.5\" y2=\"166.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"89.5\" y1=\"180.0\" x2=\"106.5\" y2=\"180.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"94.1\" y1=\"156.2\" x2=\"94.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"97.1\" y1=\"157.4\" x2=\"97.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"100.1\" y1=\"156.2\" x2=\"100.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"94.1\" y1=\"171.4\" x2=\"94.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"97.1\" y1=\"170.2\" x2=\"97.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"100.1\" y1=\"171.4\" x2=\"100.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"94.1\" y1=\"184.2\" x2=\"94.1\" y2=\"192.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"97.1\" y1=\"185.4\" x2=\"97.1\" y2=\"192.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"100.1\" y1=\"184.2\" x2=\"100.1\" y2=\"192.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<\/g>\r\n<g>\r\n<path d=\"M112.5 152 L129.5 152 L133.5 150 L116.5 150 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<path d=\"M129.5 152 L133.5 150 L133.5 192 L129.5 194 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<rect x=\"112.5\" y=\"152\" width=\"17\" height=\"42\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"1\"\/>\r\n<line x1=\"112.5\" y1=\"166.0\" x2=\"129.5\" y2=\"166.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"112.5\" y1=\"180.0\" x2=\"129.5\" y2=\"180.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"117.1\" y1=\"156.2\" x2=\"117.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"120.1\" y1=\"157.4\" x2=\"120.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"123.1\" y1=\"156.2\" x2=\"123.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"117.1\" y1=\"171.4\" x2=\"117.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"120.1\" y1=\"170.2\" x2=\"120.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"123.1\" y1=\"171.4\" x2=\"123.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"117.1\" y1=\"184.2\" x2=\"117.1\" y2=\"192.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"120.1\" y1=\"185.4\" x2=\"120.1\" y2=\"192.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"123.1\" y1=\"184.2\" x2=\"123.1\" y2=\"192.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<\/g>\r\n<line x1=\"188\" y1=\"100\" x2=\"188\" y2=\"116\" stroke=\"#7dd87d\" stroke-width=\"0.8\"\/>\r\n<rect x=\"158\" y=\"116\" width=\"60\" height=\"20\" rx=\"3\" fill=\"#0d1814\" stroke=\"#7dd87d\" stroke-width=\"1\"\/>\r\n<text x=\"188\" y=\"129.5\" text-anchor=\"middle\" font-size=\"10\" fill=\"#7dd87d\" letter-spacing=\"0.05em\">ZONE B<\/text>\r\n<g>\r\n<path d=\"M154.5 152 L171.5 152 L175.5 150 L158.5 150 Z\" fill=\"#0d1814\" stroke=\"#7dd87d\" stroke-width=\"0.8\"\/>\r\n<path d=\"M171.5 152 L175.5 150 L175.5 192 L171.5 194 Z\" fill=\"#0d1814\" stroke=\"#7dd87d\" stroke-width=\"0.8\"\/>\r\n<rect x=\"154.5\" y=\"152\" width=\"17\" height=\"42\" fill=\"#0d1814\" stroke=\"#7dd87d\" stroke-width=\"1\"\/>\r\n<line x1=\"154.5\" y1=\"166.0\" x2=\"171.5\" y2=\"166.0\" stroke=\"#7dd87d\" stroke-width=\"0.6\"\/>\r\n<line x1=\"154.5\" y1=\"180.0\" x2=\"171.5\" y2=\"180.0\" stroke=\"#7dd87d\" stroke-width=\"0.6\"\/>\r\n<line x1=\"159.1\" y1=\"156.2\" x2=\"159.1\" y2=\"164.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"162.1\" y1=\"157.4\" x2=\"162.1\" y2=\"164.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"165.1\" y1=\"156.2\" x2=\"165.1\" y2=\"164.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"159.1\" y1=\"171.4\" x2=\"159.1\" y2=\"178.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"162.1\" y1=\"170.2\" x2=\"162.1\" y2=\"178.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line 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y2=\"180.0\" stroke=\"#7dd87d\" stroke-width=\"0.6\"\/>\r\n<line x1=\"182.1\" y1=\"156.2\" x2=\"182.1\" y2=\"164.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"185.1\" y1=\"157.4\" x2=\"185.1\" y2=\"164.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"188.1\" y1=\"156.2\" x2=\"188.1\" y2=\"164.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"182.1\" y1=\"171.4\" x2=\"182.1\" y2=\"178.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"185.1\" y1=\"170.2\" x2=\"185.1\" y2=\"178.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"188.1\" y1=\"171.4\" x2=\"188.1\" y2=\"178.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"182.1\" y1=\"184.2\" x2=\"182.1\" y2=\"192.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"185.1\" y1=\"185.4\" x2=\"185.1\" y2=\"192.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"188.1\" y1=\"184.2\" x2=\"188.1\" y2=\"192.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<\/g>\r\n<g>\r\n<path d=\"M200.5 152 L217.5 152 L221.5 150 L204.5 150 Z\" fill=\"#0d1814\" stroke=\"#7dd87d\" stroke-width=\"0.8\"\/>\r\n<path d=\"M217.5 152 L221.5 150 L221.5 192 L217.5 194 Z\" fill=\"#0d1814\" stroke=\"#7dd87d\" stroke-width=\"0.8\"\/>\r\n<rect x=\"200.5\" y=\"152\" width=\"17\" height=\"42\" fill=\"#0d1814\" stroke=\"#7dd87d\" stroke-width=\"1\"\/>\r\n<line x1=\"200.5\" y1=\"166.0\" x2=\"217.5\" y2=\"166.0\" stroke=\"#7dd87d\" stroke-width=\"0.6\"\/>\r\n<line x1=\"200.5\" y1=\"180.0\" x2=\"217.5\" y2=\"180.0\" stroke=\"#7dd87d\" stroke-width=\"0.6\"\/>\r\n<line x1=\"205.1\" y1=\"156.2\" x2=\"205.1\" y2=\"164.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"208.1\" y1=\"157.4\" x2=\"208.1\" y2=\"164.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"211.1\" y1=\"156.2\" x2=\"211.1\" y2=\"164.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"205.1\" y1=\"171.4\" x2=\"205.1\" y2=\"178.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"208.1\" y1=\"170.2\" x2=\"208.1\" y2=\"178.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"211.1\" y1=\"171.4\" x2=\"211.1\" y2=\"178.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"205.1\" y1=\"184.2\" x2=\"205.1\" y2=\"192.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"208.1\" y1=\"185.4\" x2=\"208.1\" y2=\"192.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"211.1\" y1=\"184.2\" x2=\"211.1\" y2=\"192.0\" stroke=\"#7dd87d\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<\/g>\r\n<line x1=\"276\" y1=\"100\" x2=\"276\" y2=\"116\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<rect x=\"246\" y=\"116\" width=\"60\" height=\"20\" rx=\"3\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"1\"\/>\r\n<text x=\"276\" y=\"129.5\" text-anchor=\"middle\" font-size=\"10\" fill=\"#c5c8c2\" letter-spacing=\"0.05em\">ZONE C<\/text>\r\n<g>\r\n<path d=\"M242.5 152 L259.5 152 L263.5 150 L246.5 150 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<path d=\"M259.5 152 L263.5 150 L263.5 192 L259.5 194 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<rect x=\"242.5\" y=\"152\" width=\"17\" height=\"42\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"1\"\/>\r\n<line x1=\"242.5\" y1=\"166.0\" x2=\"259.5\" y2=\"166.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"242.5\" y1=\"180.0\" x2=\"259.5\" y2=\"180.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"247.1\" y1=\"156.2\" x2=\"247.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"250.1\" y1=\"157.4\" x2=\"250.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"253.1\" y1=\"156.2\" x2=\"253.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"247.1\" y1=\"171.4\" x2=\"247.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"250.1\" y1=\"170.2\" x2=\"250.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"253.1\" y1=\"171.4\" x2=\"253.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"247.1\" y1=\"184.2\" x2=\"247.1\" y2=\"192.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"250.1\" y1=\"185.4\" x2=\"250.1\" y2=\"192.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"253.1\" y1=\"184.2\" x2=\"253.1\" y2=\"192.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<\/g>\r\n<g>\r\n<path d=\"M265.5 152 L282.5 152 L286.5 150 L269.5 150 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<path d=\"M282.5 152 L286.5 150 L286.5 192 L282.5 194 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<rect x=\"265.5\" y=\"152\" width=\"17\" height=\"42\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"1\"\/>\r\n<line x1=\"265.5\" y1=\"166.0\" x2=\"282.5\" y2=\"166.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"265.5\" y1=\"180.0\" x2=\"282.5\" y2=\"180.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"270.1\" y1=\"156.2\" x2=\"270.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"273.1\" y1=\"157.4\" x2=\"273.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"276.1\" y1=\"156.2\" x2=\"276.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"270.1\" y1=\"171.4\" x2=\"270.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"273.1\" y1=\"170.2\" x2=\"273.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" 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stroke-width=\"0.8\"\/>\r\n<path d=\"M393.5 152 L397.5 150 L397.5 192 L393.5 194 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<rect x=\"376.5\" y=\"152\" width=\"17\" height=\"42\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"1\"\/>\r\n<line x1=\"376.5\" y1=\"166.0\" x2=\"393.5\" y2=\"166.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"376.5\" y1=\"180.0\" x2=\"393.5\" y2=\"180.0\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<line x1=\"381.1\" y1=\"156.2\" x2=\"381.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"384.1\" y1=\"157.4\" x2=\"384.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"387.1\" y1=\"156.2\" x2=\"387.1\" y2=\"164.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"381.1\" y1=\"171.4\" x2=\"381.1\" y2=\"178.0\" stroke=\"#a8a6a0\" stroke-width=\"1.6\" opacity=\"0.5\"\/>\r\n<line x1=\"384.1\" y1=\"170.2\" x2=\"384.1\" 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opacity=\"0.5\"\/>\r\n<line x1=\"104.6\" y1=\"468.2\" x2=\"104.6\" y2=\"484.0\" stroke=\"#a8a6a0\" stroke-width=\"9.9\" opacity=\"0.5\"\/>\r\n<line x1=\"115.9\" y1=\"467.0\" x2=\"115.9\" y2=\"484.0\" stroke=\"#a8a6a0\" stroke-width=\"9.9\" opacity=\"0.5\"\/>\r\n<line x1=\"127.3\" y1=\"468.2\" x2=\"127.3\" y2=\"484.0\" stroke=\"#a8a6a0\" stroke-width=\"9.9\" opacity=\"0.5\"\/>\r\n<\/g>\r\n<rect x=\"110\" y=\"494\" width=\"58\" height=\"18\" rx=\"3\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"1\"\/>\r\n<text x=\"139\" y=\"506.5\" text-anchor=\"middle\" font-size=\"9.5\" fill=\"#c5c8c2\">CAT B-01<\/text>\r\n<g>\r\n<path d=\"M170 370 L246 370 L262 362 L186 362 Z\" fill=\"#0d1814\" stroke=\"#7dd87d\" stroke-width=\"0.8\"\/>\r\n<path d=\"M246 370 L262 362 L262 478 L246 486 Z\" fill=\"#0d1814\" stroke=\"#7dd87d\" stroke-width=\"0.8\"\/>\r\n<rect x=\"170\" y=\"370\" width=\"76\" height=\"116\" fill=\"#0d1814\" stroke=\"#7dd87d\" stroke-width=\"1\"\/>\r\n<line x1=\"170\" y1=\"393.2\" 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x=\"216\" y=\"552\" font-size=\"9\" fill=\"#7dd87d\">open shelf B-02<\/text>\r\n<text x=\"40\" y=\"601\" font-size=\"12\" fill=\"#7dd87d\" letter-spacing=\"0.06em\">SUB-CATEGORY<\/text>\r\n<text x=\"40\" y=\"615\" font-size=\"9\" fill=\"#a8a6a0\">On the shelf, read every book's title (title + description).<\/text>\r\n<path d=\"M70 770 L370 770 L388 761 L88 761 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.9\"\/>\r\n<path d=\"M70 770 L70 778 L88 769 L88 761 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<path d=\"M70 778 L370 778 L388 769 L88 769 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.6\"\/>\r\n<g>\r\n<path d=\"M84 684 L124 684 L136 678 L96 678 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<path d=\"M124 684 L136 678 L136 764 L124 770 Z\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.8\"\/>\r\n<rect x=\"84\" y=\"684\" width=\"40\" height=\"86\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"1\"\/>\r\n<text 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Just the path.<\/text>\r\n<text x=\"220\" y=\"1126\" text-anchor=\"middle\" font-size=\"9\" fill=\"#a8a6a0\">A small model walks it like a librarian.<\/text>\r\n<\/svg>\r\n\r\n  <p class=\"rag-lib-footer\">\u5411\u91cf\u8cc7\u6599\u5eab\u7684\u505a\u6cd5\uff0c\u662f\u628a\u6bcf\u4e00\u672c\u66f8\u6495\u6210\u7d19\u7247\uff0c\u4e1f\u9032\u4e00\u500b\u6c92\u6709\u65b9\u4f4d\u7684\u7a7a\u9593\uff0c\u518d\u7528 cosine similarity  \u628a\u7d19\u7247\u62fc\u56de\u53bb\u3002\u800c\u4e00\u5ea7\u5206\u985e\u826f\u597d\u7684\u7db2\u7ad9\u672c\u4f86\u5c31\u6709\u5206\u5340\u3001\u6709\u66f8\u6ac3\u3001\u6709\u66f8\u540d\uff0c\u9019\u5957\u4eba\u985e\u65e9\u5c31\u6392\u597d\u7684\u5c64\u7d1a\u672c\u8eab\u5c31\u662f\u6aa2\u7d22\u8def\u5f91\u3002RAG Sitemap \u6c92\u6709\u767c\u660e\u9019\u5ea7\u5716\u66f8\u9928\uff0c\u5b83\u53ea\u662f\u628a\u5716\u66f8\u9928\u7684\u5206\u985e\u4e00\u9375\u8f49\u6a94\u6210 AI \u8b80\u5f97\u61c2\u7684\u76ee\u9304\u3002<\/p>\r\n\r\n<svg class=\"rag-lib-box\" 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y=\"-9.5\" width=\"34\" height=\"19\" rx=\"1.5\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" vector-effect=\"non-scaling-stroke\"\/>\r\n<line x1=\"-13.0\" y1=\"-3.5\" x2=\"12.0\" y2=\"-3.5\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" opacity=\"0.5\" vector-effect=\"non-scaling-stroke\"\/>\r\n<line x1=\"-13.0\" y1=\"3.5\" x2=\"8.0\" y2=\"3.5\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" opacity=\"0.5\" vector-effect=\"non-scaling-stroke\"\/>\r\n<\/g>\r\n<g transform=\"translate(256.0 159.6) scale(1 0.5) rotate(94.5)\">\r\n<rect x=\"-17.0\" y=\"-9.5\" width=\"34\" height=\"19\" rx=\"1.5\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" vector-effect=\"non-scaling-stroke\"\/>\r\n<line x1=\"-13.0\" y1=\"-3.5\" x2=\"12.0\" y2=\"-3.5\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" opacity=\"0.5\" vector-effect=\"non-scaling-stroke\"\/>\r\n<line x1=\"-13.0\" y1=\"3.5\" x2=\"8.0\" y2=\"3.5\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" opacity=\"0.5\" vector-effect=\"non-scaling-stroke\"\/>\r\n<\/g>\r\n<g transform=\"translate(272.8 160.6) scale(1 0.5) rotate(-6.1)\">\r\n<rect x=\"-17.0\" y=\"-9.5\" width=\"34\" height=\"19\" rx=\"1.5\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" vector-effect=\"non-scaling-stroke\"\/>\r\n<line x1=\"-13.0\" y1=\"-3.5\" x2=\"12.0\" y2=\"-3.5\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" opacity=\"0.5\" vector-effect=\"non-scaling-stroke\"\/>\r\n<line x1=\"-13.0\" y1=\"3.5\" x2=\"8.0\" y2=\"3.5\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" opacity=\"0.5\" vector-effect=\"non-scaling-stroke\"\/>\r\n<\/g>\r\n<g transform=\"translate(244.9 167.1) scale(1 0.5) rotate(99.3)\">\r\n<rect x=\"-17.0\" y=\"-9.5\" width=\"34\" height=\"19\" rx=\"1.5\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" vector-effect=\"non-scaling-stroke\"\/>\r\n<line x1=\"-13.0\" y1=\"-3.5\" x2=\"12.0\" y2=\"-3.5\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" opacity=\"0.5\" vector-effect=\"non-scaling-stroke\"\/>\r\n<line x1=\"-13.0\" y1=\"3.5\" x2=\"8.0\" y2=\"3.5\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" opacity=\"0.5\" vector-effect=\"non-scaling-stroke\"\/>\r\n<\/g>\r\n<g transform=\"translate(206.1 175.6) scale(1 0.5) rotate(8.0)\">\r\n<rect x=\"-17.0\" y=\"-9.5\" width=\"34\" height=\"19\" rx=\"1.5\" fill=\"#0a1410\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" vector-effect=\"non-scaling-stroke\"\/>\r\n<line x1=\"-13.0\" y1=\"-3.5\" x2=\"12.0\" y2=\"-3.5\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" opacity=\"0.5\" vector-effect=\"non-scaling-stroke\"\/>\r\n<line x1=\"-13.0\" y1=\"3.5\" x2=\"8.0\" y2=\"3.5\" stroke=\"#a8a6a0\" stroke-width=\"0.9\" opacity=\"0.5\" vector-effect=\"non-scaling-stroke\"\/>\r\n<\/g>\r\n<path d=\"M112.0 60.0 L220.0 112.0 L220.0 200.0 L112.0 148.0 Z\" fill=\"none\" stroke=\"#a8a6a0\" stroke-width=\"1.1\"\/>\r\n<path d=\"M328.0 60.0 L220.0 112.0 L220.0 200.0 L328.0 148.0 Z\" fill=\"none\" stroke=\"#a8a6a0\" stroke-width=\"1.1\"\/>\r\n<path d=\"M220.0 8.0 L328.0 60.0 L220.0 112.0 L112.0 60.0 Z\" fill=\"none\" stroke=\"#a8a6a0\" stroke-width=\"1.2\"\/>\r\n<text x=\"220\" y=\"270\" text-anchor=\"middle\" font-size=\"10\" fill=\"#c5c8c2\">A box of torn slips.<\/text>\r\n<text x=\"220\" y=\"286\" text-anchor=\"middle\" font-size=\"9\" fill=\"#a8a6a0\">No aisles, no shelves, no titles. Only similarity, after the fact.<\/text>\r\n<\/svg>\r\n\r\n<\/div>\r\n\r\n<\/body>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1701352 e-con-full e-flex qodef-elementor-content-no e-con e-child\" data-id=\"1701352\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e0bdebe e-con-full e-flex qodef-elementor-content-no e-con e-child\" data-id=\"e0bdebe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1f90025 elementor-widget elementor-widget-heading\" data-id=\"1f90025\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u5411\u91cf\u8cc7\u6599\u5eab\u591a\u505a\u4e86\u4e00\u4ef6\u4e8b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc19e90 elementor-widget elementor-widget-text-editor\" data-id=\"fc19e90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7a963fd elementor-widget elementor-widget-text-editor\" data-id=\"7a963fd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u5e02\u9762\u4e0a\u591a\u6578 WordPress AI Chatbot 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data-id=\"7a963fd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>\u5411\u91cf\u6aa2\u7d22\u64c5\u9577\u5728\u6df7\u4e82\u4e2d\u8a08\u7b97\u76f8\u95dc\u6027\uff0c\u4f46\u5982\u679c\u4e00\u500b\u7db2\u7ad9\u672c\u4f86\u5c31\u6709\u6e05\u695a\u7684\u6a19\u984c\u3001\u6458\u8981\u8207\u4e3b\u984c\u5206\u7fa4\uff0c\u537b\u9084\u8981\u5148\u62c6\u6210\u788e\u7247\u3001\u58d3\u6210\u5411\u91cf\u3001\u518d\u7528\u76f8\u4f3c\u5ea6\u62fc\u56de\u4f86\uff0c\u7b49\u65bc\u628a\u539f\u672c\u53ef\u76f4\u63a5\u5229\u7528\u7684\u7de8\u8f2f\u6210\u679c\u7e5e\u9060\u8def\u91cd\u505a\u3002RAG Sitemap \u4e0d\u6253\u788e\u5167\u5bb9\uff0c\u5b83\u7167\u4f60\u6392\u597d\u7684\u66f8\u67b6\u8d70\u904e\u53bb\uff0c\u76f4\u63a5\u62ff\u90a3\u672c\u66f8\u3002\u4f60\u4e0d\u662f\u5728\u628a\u7db2\u7ad9\u4e1f\u7d66 AI 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e-con-full e-flex qodef-elementor-content-no e-con e-child\" data-id=\"9256838\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5a44a4 elementor-widget elementor-widget-heading\" data-id=\"b5a44a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">WordPress \u7684\u71b5\uff0c\u65e9\u5df2\u5728\u7db2\u7ad9\u7d93\u71df\u7684\u540c\u6642\u9010\u6b65\u964d\u4f4e\u4e86<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ca2d0a elementor-widget elementor-widget-text-editor\" data-id=\"4ca2d0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7a963fd elementor-widget elementor-widget-text-editor\" data-id=\"7a963fd\" data-element_type=\"widget\" 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When data is inherently messy and lacks clear boundaries, vectorization helps a model guess semantic relevance from large amounts of text, and that has its value. But when content already has order, the question is no longer how to force relevance out of chaos, but how to let the AI see the most important interpretive clues first. Effective RAG does not have to slice the full text, compress it into vectors, and then guess the answer; it can instead organize content into a path the AI understands layer by layer, lowering contextual uncertainty first and then expanding the detail.<\/p>","protected":false},"author":2,"featured_media":9287,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27],"tags":[],"class_list":["post-9013","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/posts\/9013","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/comments?post=9013"}],"version-history":[{"count":95,"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/posts\/9013\/revisions"}],"predecessor-version":[{"id":11206,"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/posts\/9013\/revisions\/11206"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/media\/9287"}],"wp:attachment":[{"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/media?parent=9013"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/categories?post=9013"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ragsitemap.com\/en\/wp-json\/wp\/v2\/tags?post=9013"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}