diff --git a/app/docs/CommunityShare/Amazing-AI-Tools/prompt-repetition-improves-non-reasoning-llms.md b/app/docs/CommunityShare/Amazing-AI-Tools/prompt-repetition-improves-non-reasoning-llms.md
index f32ab043..4a072af6 100644
--- a/app/docs/CommunityShare/Amazing-AI-Tools/prompt-repetition-improves-non-reasoning-llms.md
+++ b/app/docs/CommunityShare/Amazing-AI-Tools/prompt-repetition-improves-non-reasoning-llms.md
@@ -9,7 +9,7 @@ tags:
 docId: l6eepr5ctjgrhdgupy3twr1t
 ---
 
-# <https://arxiv.org/pdf/2512.14982>
+<https://arxiv.org/pdf/2512.14982>
 
 When not using reasoning, repeating the input prompt improves performance for popular models (Gemini, GPT, Claude, and Deepseek) without increasing the number of generated tokens or latency.
 
diff --git a/lib/source.ts b/lib/source.ts
index c5fb60a8..a36644f2 100644
--- a/lib/source.ts
+++ b/lib/source.ts
@@ -1,7 +1,43 @@
 import { docs } from "@/.source";
-import { loader } from "fumadocs-core/source";
+import { loader, getSlugs } from "fumadocs-core/source";
+import { pinyin } from "pinyin-pro";
+
+// 拼音转换工具，仅针对中文部分转换，保留原本的标点和数字
+function convertSlugToPinyin(text: string) {
+  // 核心修复点：Fumadocs 内部生成的 slugs 可能是被 encode 处理过的（%E6%BC...），需要先解码再判断汉字
+  const decodedText = decodeURIComponent(text);
+
+  if (!/[\u4e00-\u9fa5]/.test(decodedText)) return text;
+
+  return pinyin(decodedText, {
+    toneType: "none",
+    type: "array",
+    nonZh: "consecutive",
+  })
+    .map((t) => t.toLowerCase().replace(/[^a-z0-9]/g, "")) // 进一步清理非字母数字字符
+    .filter(Boolean)
+    .join("-");
+}
 
 export const source = loader({
   baseUrl: "/docs",
   source: docs.toFumadocsSource(),
+  transformers: [
+    ({ storage }) => {
+      for (const path of storage.getFiles()) {
+        const file = storage.read(path);
+        if (
+          file &&
+          file.format === "page" &&
+          path.startsWith("CommunityShare/Leetcode/")
+        ) {
+          const defaultSlugs = getSlugs(path);
+          const newSlugs = defaultSlugs.map(convertSlugToPinyin);
+
+          // 强制覆盖 Fumadocs-MDX 预生成的 slugs
+          file.slugs = newSlugs;
+        }
+      }
+    },
+  ],
 });
diff --git a/package.json b/package.json
index a7479a58..0b2b7a2a 100644
--- a/package.json
+++ b/package.json
@@ -66,6 +66,7 @@
     "next-auth": "5.0.0-beta.30",
     "next-intl": "^4.3.9",
     "pg": "^8.18.0",
+    "pinyin-pro": "^3.28.0",
     "react": "19.2.3",
     "react-dom": "19.2.3",
     "rehype-autolink-headings": "^7.1.0",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 75d8fc03..4c071c2f 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -147,6 +147,9 @@ importers:
       pg:
         specifier: ^8.18.0
         version: 8.18.0
+      pinyin-pro:
+        specifier: ^3.28.0
+        version: 3.28.0
       react:
         specifier: 19.2.3
         version: 19.2.3
@@ -5744,6 +5747,9 @@ packages:
     engines: {node: '>=0.10'}
     hasBin: true
 
+  pinyin-pro@3.28.0:
+    resolution: {integrity: sha512-mMRty6RisoyYNphJrTo3pnvp3w8OMZBrXm9YSWkxhAfxKj1KZk2y8T2PDIZlDDRsvZ0No+Hz6FI4sZpA6Ey25g==}
+
   pkg-types@2.3.0:
     resolution: {integrity: sha512-SIqCzDRg0s9npO5XQ3tNZioRY1uK06lA41ynBC1YmFTmnY6FjUjVt6s4LoADmwoig1qqD0oK8h1p/8mlMx8Oig==}
 
@@ -13951,6 +13957,8 @@ snapshots:
 
   pidtree@0.6.0: {}
 
+  pinyin-pro@3.28.0: {}
+
   pkg-types@2.3.0:
     dependencies:
       confbox: 0.2.2