diff --git a/core/frontend/src/App.tsx b/core/frontend/src/App.tsx
index f978a04..8b7f4f3 100644
--- a/core/frontend/src/App.tsx
+++ b/core/frontend/src/App.tsx
@@ -660,7 +660,7 @@ export function App() {
           </div>
         );
       case "library":
-        return <LibraryPage assets={assets} onUpload={(formData) => action(() => api.uploadAsset(formData), "资产已上传")} onDelete={(id) => action(() => api.deleteAsset(id), "资产已删除")} />;
+        return <LibraryPage onUpload={(formData) => action(() => api.uploadAsset(formData), "资产已上传")} onDelete={(id) => action(() => api.deleteAsset(id), "资产已删除")} />;
       case "account":
         return (
           <AccountPage
diff --git a/core/frontend/src/api.ts b/core/frontend/src/api.ts
index bb2a4d0..99f9d9c 100644
--- a/core/frontend/src/api.ts
+++ b/core/frontend/src/api.ts
@@ -370,6 +370,30 @@ export const api = {
   assets() {
     return request<Paginated<Asset>>("/api/assets/");
   },
+  // 服务端分页+过滤的资产列表(各页按需懒加载,不再前端取全量再切片)。
+  assetsPage(params: {
+    tab?: string; category?: string; source?: string; asset_type?: string;
+    product?: string; q?: string; ordering?: string; page?: number; pageSize?: number;
+    meta?: Record<string, string>;
+  } = {}) {
+    const qs = new URLSearchParams();
+    const { meta, pageSize, ...rest } = params;
+    for (const [k, v] of Object.entries(rest)) if (v !== undefined && v !== "" && v !== null) qs.set(k, String(v));
+    if (pageSize) qs.set("page_size", String(pageSize));
+    if (meta) for (const [k, v] of Object.entries(meta)) if (v) qs.set(`m_${k}`, v);
+    return request<Paginated<Asset>>(`/api/assets/?${qs.toString()}`);
+  },
+  // 资产库各 tab 计数(tab 徽标用,不必取全量)
+  assetSummary() {
+    return request<Record<string, number>>("/api/assets/summary/");
+  },
+  // 某 tab 下真实存在的筛选项(来源/类型/指定 metadata 键取值),供下拉「只列真有的」
+  assetFacets(tab?: string, metaKeys: string[] = []) {
+    const qs = new URLSearchParams();
+    if (tab) qs.set("tab", tab);
+    if (metaKeys.length) qs.set("meta_keys", metaKeys.join(","));
+    return request<{ sources: string[]; kinds: string[]; metadata: Record<string, string[]> }>(`/api/assets/facets/?${qs.toString()}`);
+  },
   // 经后端同源代理取资产原始文件(TOS 未配 CORS,浏览器抽帧/解码必须同源)
   async fetchAssetBlob(id: string): Promise<Blob> {
     const token = getToken();
diff --git a/core/frontend/src/routes/library.tsx b/core/frontend/src/routes/library.tsx
index 4a697ed..a7da2f0 100644
--- a/core/frontend/src/routes/library.tsx
+++ b/core/frontend/src/routes/library.tsx
@@ -1,5 +1,6 @@
 import { useEffect, useState } from "react";
 import type { FormEvent } from "react";
+import { api } from "../api";
 import type { Asset } from "../types";
 import { ConfirmModal, Drawer, MediaLightbox } from "../components/overlays";
 import { Pager } from "../components/pager";
@@ -53,7 +54,7 @@ function assetTab(asset: Asset): LibTab {
   }
 }
 
-export function LibraryPage({ assets, onUpload, onDelete }: { assets: Asset[]; onUpload: (formData: FormData) => Promise<unknown> | void; onDelete?: (id: string) => Promise<unknown> | void }) {
+export function LibraryPage({ onUpload, onDelete }: { onUpload: (formData: FormData) => Promise<unknown> | void; onDelete?: (id: string) => Promise<unknown> | void }) {
   const [tab, setTab] = useState<LibTab>("people");
   const [query, setQuery] = useState("");
   const [drawer, setDrawer] = useState(false);
@@ -75,12 +76,62 @@ export function LibraryPage({ assets, onUpload, onDelete }: { assets: Asset[]; o
     return () => document.body.classList.remove("edit-mode");
   }, [editMode]);
 
-  // 分页:每页 10 个,切 tab / 改筛选 / 改排序回到第 1 页(数据多时全量渲染卡顿,视频卡每张挂一个 <video>)
+  // ── 服务端懒加载:列表按页拉、tab 计数走 summary、筛选项走 facets(不再前端取全量再切片)──
+  const [items, setItems] = useState<Asset[]>([]);
+  const [total, setTotal] = useState(0);
+  const [counts, setCounts] = useState<Record<LibTab, number>>({ people: 0, scenes: 0, products: 0, finals: 0, uploads: 0, unclassified: 0 });
+  const [facets, setFacets] = useState<{ sources: string[]; kinds: string[]; metadata: Record<string, string[]> }>({ sources: [], kinds: [], metadata: {} });
+  const [loading, setLoading] = useState(false);
   const [page, setPage] = useState(1);
-  useEffect(() => { setPage(1); }, [tab, query, srcFilter, kindFilter, metaFilter, sortDesc]);
 
+  // 搜索去抖:输入停 400ms 才打接口,避免逐字符请求
+  const [debouncedQuery, setDebouncedQuery] = useState("");
+  useEffect(() => { const id = setTimeout(() => setDebouncedQuery(query), 400); return () => clearTimeout(id); }, [query]);
+
+  // 切 tab / 改筛选 / 改排序回到第 1 页
+  useEffect(() => { setPage(1); }, [tab, debouncedQuery, srcFilter, kindFilter, metaFilter, sortDesc]);
   // 切 tab 时清空与该 tab 无关的筛选
   useEffect(() => { setOpenChip(""); setSrcFilter(""); setKindFilter(""); setMetaFilter({}); }, [tab]);
+
+  // 当前 tab 的 metadata 筛选键(来源/类型走独立字段,不算 metadata)
+  const metaKeys = LIB_CHIPS.filter((c) => c.tabs.includes(tab) && c.key !== "source" && c.key !== "kind").map((c) => c.key);
+
+  // 列表数据(分页 + 过滤)
+  const [reloadFlag, setReloadFlag] = useState(0);
+  useEffect(() => {
+    let alive = true;
+    setLoading(true);
+    api.assetsPage({
+      tab,
+      q: debouncedQuery || undefined,
+      source: srcFilter || undefined,
+      asset_type: kindFilter || undefined,
+      meta: metaFilter,
+      ordering: sortDesc ? "-created_at" : "created_at",
+      page,
+      pageSize: LIB_PAGE_SIZE
+    }).then((res) => { if (alive) { setItems(res.results); setTotal(res.count); } })
+      .catch(() => { if (alive) { setItems([]); setTotal(0); } })
+      .finally(() => { if (alive) setLoading(false); });
+    return () => { alive = false; };
+  }, [tab, debouncedQuery, srcFilter, kindFilter, metaFilter, sortDesc, page, reloadFlag]);
+
+  // tab 计数(徽标)+ 当前 tab 的筛选项(下拉「只列真有的」):切 tab / 上传 / 删除后刷新
+  useEffect(() => { api.assetSummary().then((c) => setCounts((prev) => ({ ...prev, ...c }))).catch(() => {}); }, [reloadFlag]);
+  useEffect(() => {
+    let alive = true;
+    api.assetFacets(tab, metaKeys).then((f) => { if (alive) setFacets(f); }).catch(() => {});
+    return () => { alive = false; };
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [tab, reloadFlag]);
+
+  const srcOptions = facets.sources;
+  const kindOptions = facets.kinds;
+  const metaOptions = (key: string) => facets.metadata[key] || [];
+  const hasFilter = Boolean(debouncedQuery || srcFilter || kindFilter || Object.values(metaFilter).some(Boolean));
+  const totalPages = Math.max(1, Math.ceil(total / LIB_PAGE_SIZE));
+  const curPage = Math.min(page, totalPages);
+
   useEffect(() => {
     if (!openChip) return;
     const close = (event: MouseEvent) => {
@@ -90,27 +141,6 @@ export function LibraryPage({ assets, onUpload, onDelete }: { assets: Asset[]; o
     return () => document.removeEventListener("click", close);
   }, [openChip]);
 
-  const counts = LIB_TABS.reduce((acc, t) => { acc[t.key] = assets.filter((a) => assetTab(a) === t.key).length; return acc; }, {} as Record<LibTab, number>);
-  const inTab = assets.filter((a) => assetTab(a) === tab);
-  // 当前 tab 下真实存在的来源 / 类型(下拉只列真有的)
-  const srcOptions = Array.from(new Set(inTab.map((a) => a.source).filter(Boolean)));
-  const kindOptions = Array.from(new Set(inTab.map((a) => a.asset_type).filter(Boolean)));
-  // 元数据筛选项:从当前 tab 真实资产的 metadata 派生(无则下拉只有「全部」)
-  const metaOptions = (key: string) => Array.from(new Set(inTab.map((a) => String((a.metadata as Record<string, unknown> | undefined)?.[key] ?? "")).filter(Boolean)));
-  const filtered = inTab
-    .filter((a) => `${a.name} ${a.category}`.toLowerCase().includes(query.toLowerCase()))
-    .filter((a) => !srcFilter || a.source === srcFilter)
-    .filter((a) => !kindFilter || a.asset_type === kindFilter)
-    .filter((a) => Object.entries(metaFilter).every(([k, v]) => !v || String((a.metadata as Record<string, unknown> | undefined)?.[k] ?? "") === v))
-    .sort((a, b) => {
-      const cmp = (b.created_at || "").localeCompare(a.created_at || "");
-      return sortDesc ? cmp : -cmp;
-    });
-  // 当前页切片(删除资产后页数缩水时钳回最后一页)
-  const totalPages = Math.max(1, Math.ceil(filtered.length / LIB_PAGE_SIZE));
-  const curPage = Math.min(page, totalPages);
-  const pageItems = filtered.slice((curPage - 1) * LIB_PAGE_SIZE, curPage * LIB_PAGE_SIZE);
-
   async function submit(event: FormEvent) {
     event.preventDefault();
     if (!file || uploading) return;
@@ -126,6 +156,7 @@ export function LibraryPage({ assets, onUpload, onDelete }: { assets: Asset[]; o
       setDrawer(false);
       setFile(null);
       setName("");
+      setReloadFlag((f) => f + 1); // 上传后刷新列表/计数/筛选项
     } finally {
       setUploading(false);
     }
@@ -241,11 +272,11 @@ export function LibraryPage({ assets, onUpload, onDelete }: { assets: Asset[]; o
         </div>
       </div>
 
-      <div className="result-meta" id="result-meta">// 显示 <span className="count">{pageItems.length}</span> / {filtered.length} 个资产{filtered.length !== inTab.length ? "(已筛选)" : ""}</div>
+      <div className="result-meta" id="result-meta">// 显示 <span className="count">{items.length}</span> / {total} 个资产{hasFilter ? "(已筛选)" : ""}{loading ? " · 加载中…" : ""}</div>
 
-      {filtered.length ? (
+      {items.length ? (
         <div className="asset-grid" id="asset-grid">
-          {pageItems.map((asset) => {
+          {items.map((asset) => {
             const cover = asset.files?.find((f) => f.is_primary)?.preview_url || asset.files?.[0]?.preview_url || "";
             const isVideo = asset.asset_type === "video";
             const isAudio = asset.asset_type === "audio";
@@ -286,10 +317,10 @@ export function LibraryPage({ assets, onUpload, onDelete }: { assets: Asset[]; o
           })}
         </div>
       ) : (
-        <div className="empty-filter">// 当前分类暂无真实资产</div>
+        <div className="empty-filter">// {loading ? "加载中…" : "当前分类暂无真实资产"}</div>
       )}
 
-      <Pager page={curPage} total={filtered.length} pageSize={LIB_PAGE_SIZE} onChange={setPage} />
+      <Pager page={curPage} total={total} pageSize={LIB_PAGE_SIZE} onChange={setPage} />
 
       <MediaLightbox open={!!preview} src={preview?.src || ""} kind={preview?.kind} name={preview?.name} close={() => setPreview(null)} />
 
@@ -299,7 +330,7 @@ export function LibraryPage({ assets, onUpload, onDelete }: { assets: Asset[]; o
         detail="确定删除该资产?该操作不可撤销。"
         confirmText="删除"
         onCancel={() => setConfirmId(null)}
-        onConfirm={async () => { const id = confirmId; setConfirmId(null); if (id) await onDelete?.(id); }}
+        onConfirm={async () => { const id = confirmId; setConfirmId(null); if (id) { await onDelete?.(id); setReloadFlag((f) => f + 1); } }}
       />
 
       <Drawer title="上传资产" open={drawer} close={() => setDrawer(false)}><form onSubmit={submit}><div className="field"><label className="field-label">文件</label><input className="input file-input" type="file" accept="image/*,video/*,audio/*,.srt,.vtt,.ass" onChange={(event) => setFile(event.target.files?.[0] || null)} /></div><div className="field"><label className="field-label">资产名称</label><input className="input" value={name} onChange={(event) => setName(event.target.value)} /></div><div className="drawer-actions"><button className="btn btn-ghost" type="button" onClick={() => setDrawer(false)}>取消</button><button className="btn btn-primary" type="submit" disabled={!file || uploading}>{uploading ? "上传中…" : "上传资产"}</button></div></form></Drawer>