diff --git a/core/frontend/src/routes/admin/admin-governance.tsx b/core/frontend/src/routes/admin/admin-governance.tsx
index bbc1e94..ea9040b 100644
--- a/core/frontend/src/routes/admin/admin-governance.tsx
+++ b/core/frontend/src/routes/admin/admin-governance.tsx
@@ -1,10 +1,13 @@
 import { useCallback, useEffect, useState } from "react";
 import { adminApi } from "../../api";
+import { Pager } from "../../components/pager";
 import { IconKitSvg } from "../../components/IconKitSvg";
 import type { AdminIntegrity, AdminProjectRow } from "../../types";
 
 type Notify = (type: "success" | "error" | "info", text: string) => void;
 
+const PAGE_SIZE = 10;
+
 const STATUS_TABS = [
   { key: "", label: "全部" },
   { key: "scripting", label: "脚本" },
@@ -33,6 +36,7 @@ export function AdminGovernancePage({ notify }: { notify: Notify }) {
   const [projects, setProjects] = useState<AdminProjectRow[]>([]);
   const [count, setCount] = useState(0);
   const [loading, setLoading] = useState(true);
+  const [page, setPage] = useState(1);
   const [tab, setTab] = useState("");
   const [integrity, setIntegrity] = useState<AdminIntegrity | null>(null);
   const [checking, setChecking] = useState(false);
@@ -40,7 +44,8 @@ export function AdminGovernancePage({ notify }: { notify: Notify }) {
   const load = useCallback(async () => {
     setLoading(true);
     try {
-      const res = await adminApi.adminProjects({ status: tab || undefined, page_size: 60 });
+      const res = await adminApi.adminProjects({ status: tab || undefined, page, page_size: PAGE_SIZE });
+      if (res.results.length === 0 && res.count > 0 && page > 1) { setPage((p) => Math.max(1, p - 1)); return; }
       setProjects(res.results);
       setCount(res.count);
     } catch {
@@ -49,7 +54,7 @@ export function AdminGovernancePage({ notify }: { notify: Notify }) {
       setLoading(false);
     }
     // eslint-disable-next-line react-hooks/exhaustive-deps
-  }, [tab]);
+  }, [tab, page]);
 
   useEffect(() => { void load(); }, [load]);
 
@@ -95,7 +100,7 @@ export function AdminGovernancePage({ notify }: { notify: Notify }) {
       <div className="admin-toolbar">
         <div className="tabs-sub">
           {STATUS_TABS.map((t) => (
-            <button key={t.key || "all"} type="button" className={`tab-sub${tab === t.key ? " active" : ""}`} onClick={() => setTab(t.key)}>{t.label}</button>
+            <button key={t.key || "all"} type="button" className={`tab-sub${tab === t.key ? " active" : ""}`} onClick={() => { setTab(t.key); setPage(1); }}>{t.label}</button>
           ))}
         </div>
         <span className="mono gov-total">{count} 个项目</span>
@@ -122,6 +127,7 @@ export function AdminGovernancePage({ notify }: { notify: Notify }) {
               ))}
             </tbody>
           </table>
+          <Pager page={page} total={count} pageSize={PAGE_SIZE} onChange={setPage} alwaysShow />
         </div>
       )}
     </>
diff --git a/core/frontend/src/routes/admin/admin-invites.tsx b/core/frontend/src/routes/admin/admin-invites.tsx
index 37cec86..2ca51e5 100644
--- a/core/frontend/src/routes/admin/admin-invites.tsx
+++ b/core/frontend/src/routes/admin/admin-invites.tsx
@@ -1,10 +1,13 @@
 import { useCallback, useEffect, useState } from "react";
 import { Ticket, X } from "lucide-react";
 import { adminApi } from "../../api";
+import { Pager } from "../../components/pager";
 import { IconKitSvg } from "../../components/IconKitSvg";
 import type { Invitation } from "../../types";
 
 type Notify = (type: "success" | "error" | "info", text: string) => void;
+
+const PAGE_SIZE = 10;
 type KindFilter = "" | "create_team" | "join_team";
 
 // 色调用 restraint pill 颜色类(.pill.info / .ok / .err / .neutral),默认尺寸即 L2。
@@ -26,6 +29,7 @@ export function AdminInvitesPage({ notify }: { notify: Notify }) {
   const [invites, setInvites] = useState<Invitation[]>([]);
   const [count, setCount] = useState(0);
   const [loading, setLoading] = useState(true);
+  const [page, setPage] = useState(1);
   const [kind, setKind] = useState<KindFilter>("");
   const [modalOpen, setModalOpen] = useState(false);
   const [modalEmail, setModalEmail] = useState("");
@@ -35,7 +39,8 @@ export function AdminInvitesPage({ notify }: { notify: Notify }) {
   const load = useCallback(async () => {
     setLoading(true);
     try {
-      const res = await adminApi.invitations({ kind: kind || undefined, page_size: 100 });
+      const res = await adminApi.invitations({ kind: kind || undefined, page, page_size: PAGE_SIZE });
+      if (res.results.length === 0 && res.count > 0 && page > 1) { setPage((p) => Math.max(1, p - 1)); return; }
       setInvites(res.results);
       setCount(res.count);
     } catch {
@@ -44,7 +49,7 @@ export function AdminInvitesPage({ notify }: { notify: Notify }) {
       setLoading(false);
     }
     // eslint-disable-next-line react-hooks/exhaustive-deps
-  }, [kind]);
+  }, [kind, page]);
 
   useEffect(() => { void load(); }, [load]);
 
@@ -115,7 +120,7 @@ export function AdminInvitesPage({ notify }: { notify: Notify }) {
               key={t.key || "all"}
               type="button"
               className={`tab-sub${kind === t.key ? " active" : ""}`}
-              onClick={() => setKind(t.key)}
+              onClick={() => { setKind(t.key); setPage(1); }}
             >
               {t.label}
             </button>
@@ -175,6 +180,7 @@ export function AdminInvitesPage({ notify }: { notify: Notify }) {
               })}
             </tbody>
           </table>
+          <Pager page={page} total={count} pageSize={PAGE_SIZE} onChange={setPage} alwaysShow />
         </div>
       )}
 
diff --git a/core/frontend/src/routes/admin/admin-models.tsx b/core/frontend/src/routes/admin/admin-models.tsx
index d573668..97374be 100644
--- a/core/frontend/src/routes/admin/admin-models.tsx
+++ b/core/frontend/src/routes/admin/admin-models.tsx
@@ -1,11 +1,15 @@
 import { useCallback, useEffect, useState } from "react";
 import { Server, X } from "lucide-react";
 import { adminApi } from "../../api";
+import { Pager } from "../../components/pager";
 import { IconKitSvg } from "../../components/IconKitSvg";
 import type { AdminModel, AdminProvider } from "../../types";
+import { pts } from "../stage-config";
 
 type Notify = (type: "success" | "error" | "info", text: string) => void;
 
+const PAGE_SIZE = 10;
+
 const CAPABILITIES = ["text", "image", "video", "vision", "audio", "export"];
 
 function statusPill(active: boolean) {
@@ -20,6 +24,7 @@ const EMPTY_MODEL = { id: "", provider: "", name: "", display_name: "", capabili
 export function AdminModelsPage({ notify }: { notify: Notify }) {
   const [providers, setProviders] = useState<AdminProvider[]>([]);
   const [models, setModels] = useState<AdminModel[]>([]);
+  const [modelPage, setModelPage] = useState(1);
   const [loading, setLoading] = useState(true);
   const [provModal, setProvModal] = useState<typeof EMPTY_PROVIDER | null>(null);
   const [modelModal, setModelModal] = useState<typeof EMPTY_MODEL | null>(null);
@@ -152,14 +157,14 @@ export function AdminModelsPage({ notify }: { notify: Notify }) {
           <div className="admin-detail-subhead" style={{ marginTop: 28 }}>模型</div>
           <div className="admin-table-wrap">
             <table className="t admin-table">
-              <thead><tr><th>供应商</th><th>模型</th><th>能力</th><th>单价</th><th>状态</th><th>默认</th><th className="col-actions">操作</th></tr></thead>
+              <thead><tr><th>供应商</th><th>模型</th><th>能力</th><th>单价(积分/次)</th><th>状态</th><th>默认</th><th className="col-actions">操作</th></tr></thead>
               <tbody>
-                {models.map((m) => (
+                {models.slice((modelPage - 1) * PAGE_SIZE, modelPage * PAGE_SIZE).map((m) => (
                   <tr key={m.id}>
                     <td className="mono">{m.provider_name}</td>
                     <td>{m.display_name || m.name}</td>
                     <td><span className="pill neutral"><span className="dot" />{m.capability}</span></td>
-                    <td className="num mono">¥{m.unit_price}</td>
+                    <td className="num mono">{pts(m.unit_price)} 积分</td>
                     <td>{statusPill(m.status === "active")}</td>
                     <td>{m.is_default ? <span className="pill info"><span className="dot" />默认</span> : <span className="muted">—</span>}</td>
                     <td className="col-actions">
@@ -172,6 +177,7 @@ export function AdminModelsPage({ notify }: { notify: Notify }) {
                 ))}
               </tbody>
             </table>
+            <Pager page={modelPage} total={models.length} pageSize={PAGE_SIZE} onChange={setModelPage} alwaysShow />
           </div>
         </>
       )}
@@ -246,7 +252,7 @@ export function AdminModelsPage({ notify }: { notify: Notify }) {
               </div>
               <div className="field-row">
                 <div className="field">
-                  <label className="field-label">单价</label>
+                  <label className="field-label">单价(积分/次)</label>
                   <input className="input" type="text" placeholder="0" value={modelModal.unit_price} onChange={(e) => setModelModal((m) => m && ({ ...m, unit_price: e.target.value }))} />
                 </div>
                 <div className="field">
diff --git a/core/frontend/src/routes/admin/admin-reviews.tsx b/core/frontend/src/routes/admin/admin-reviews.tsx
index 835eef0..6df46f8 100644
--- a/core/frontend/src/routes/admin/admin-reviews.tsx
+++ b/core/frontend/src/routes/admin/admin-reviews.tsx
@@ -1,11 +1,14 @@
 import { useCallback, useEffect, useState } from "react";
 import { RefreshCw } from "lucide-react";
 import { adminApi } from "../../api";
+import { Pager } from "../../components/pager";
 import { IconKitSvg } from "../../components/IconKitSvg";
 import type { AdminReviewAsset } from "../../types";
 
 type Notify = (type: "success" | "error" | "info", text: string) => void;
 
+const PAGE_SIZE = 10;
+
 const TABS = [
   { key: "", label: "全部" },
   { key: "none", label: "未送审" },
@@ -25,6 +28,7 @@ export function AdminReviewsPage({ notify }: { notify: Notify }) {
   const [assets, setAssets] = useState<AdminReviewAsset[]>([]);
   const [count, setCount] = useState(0);
   const [loading, setLoading] = useState(true);
+  const [page, setPage] = useState(1);
   const [tab, setTab] = useState("");
   const [selected, setSelected] = useState<Set<string>>(new Set());
   const [busy, setBusy] = useState(false);
@@ -33,7 +37,8 @@ export function AdminReviewsPage({ notify }: { notify: Notify }) {
     setLoading(true);
     setSelected(new Set());
     try {
-      const res = await adminApi.assetReviews({ review_status: tab || undefined, page_size: 60 });
+      const res = await adminApi.assetReviews({ review_status: tab || undefined, page, page_size: PAGE_SIZE });
+      if (res.results.length === 0 && res.count > 0 && page > 1) { setPage((p) => Math.max(1, p - 1)); return; }
       setAssets(res.results);
       setCount(res.count);
     } catch {
@@ -42,7 +47,7 @@ export function AdminReviewsPage({ notify }: { notify: Notify }) {
       setLoading(false);
     }
     // eslint-disable-next-line react-hooks/exhaustive-deps
-  }, [tab]);
+  }, [tab, page]);
 
   useEffect(() => { void load(); }, [load]);
 
@@ -102,7 +107,7 @@ export function AdminReviewsPage({ notify }: { notify: Notify }) {
       <div className="admin-toolbar">
         <div className="tabs-sub">
           {TABS.map((t) => (
-            <button key={t.key || "all"} type="button" className={`tab-sub${tab === t.key ? " active" : ""}`} onClick={() => setTab(t.key)}>{t.label}</button>
+            <button key={t.key || "all"} type="button" className={`tab-sub${tab === t.key ? " active" : ""}`} onClick={() => { setTab(t.key); setPage(1); }}>{t.label}</button>
           ))}
         </div>
       </div>
@@ -150,6 +155,7 @@ export function AdminReviewsPage({ notify }: { notify: Notify }) {
               ))}
             </tbody>
           </table>
+          <Pager page={page} total={count} pageSize={PAGE_SIZE} onChange={setPage} alwaysShow />
         </div>
       )}
 
diff --git a/core/frontend/src/routes/admin/admin-tasks.tsx b/core/frontend/src/routes/admin/admin-tasks.tsx
index 8d76a33..0ccd482 100644
--- a/core/frontend/src/routes/admin/admin-tasks.tsx
+++ b/core/frontend/src/routes/admin/admin-tasks.tsx
@@ -1,11 +1,15 @@
 import { useCallback, useEffect, useState } from "react";
 import { Activity, X } from "lucide-react";
 import { adminApi } from "../../api";
+import { Pager } from "../../components/pager";
 import { IconKitSvg } from "../../components/IconKitSvg";
 import type { AdminTask, AdminTaskDetail } from "../../types";
+import { pts } from "../stage-config";
 
 type Notify = (type: "success" | "error" | "info", text: string) => void;
 
+const PAGE_SIZE = 10;
+
 const TABS = [
   { key: "", label: "全部" },
   { key: "failed", label: "失败" },
@@ -30,6 +34,7 @@ export function AdminTasksPage({ notify }: { notify: Notify }) {
   const [tasks, setTasks] = useState<AdminTask[]>([]);
   const [count, setCount] = useState(0);
   const [loading, setLoading] = useState(true);
+  const [page, setPage] = useState(1);
   const [tab, setTab] = useState("");
   const [anomalyOnly, setAnomalyOnly] = useState(false);
   const [detail, setDetail] = useState<AdminTaskDetail | null>(null);
@@ -39,7 +44,8 @@ export function AdminTasksPage({ notify }: { notify: Notify }) {
   const load = useCallback(async () => {
     setLoading(true);
     try {
-      const res = await adminApi.tasks({ status: tab || undefined, anomaly: anomalyOnly ? "1" : undefined, page_size: 60 });
+      const res = await adminApi.tasks({ status: tab || undefined, anomaly: anomalyOnly ? "1" : undefined, page, page_size: PAGE_SIZE });
+      if (res.results.length === 0 && res.count > 0 && page > 1) { setPage((p) => Math.max(1, p - 1)); return; }
       setTasks(res.results);
       setCount(res.count);
     } catch {
@@ -48,7 +54,7 @@ export function AdminTasksPage({ notify }: { notify: Notify }) {
       setLoading(false);
     }
     // eslint-disable-next-line react-hooks/exhaustive-deps
-  }, [tab, anomalyOnly]);
+  }, [tab, anomalyOnly, page]);
 
   useEffect(() => { void load(); }, [load]);
 
@@ -90,10 +96,10 @@ export function AdminTasksPage({ notify }: { notify: Notify }) {
       <div className="admin-toolbar">
         <div className="tabs-sub">
           {TABS.map((t) => (
-            <button key={t.key || "all"} type="button" className={`tab-sub${tab === t.key ? " active" : ""}`} onClick={() => setTab(t.key)}>{t.label}</button>
+            <button key={t.key || "all"} type="button" className={`tab-sub${tab === t.key ? " active" : ""}`} onClick={() => { setTab(t.key); setPage(1); }}>{t.label}</button>
           ))}
         </div>
-        <button type="button" className={`chip admin-anomaly-chip${anomalyOnly ? " active" : ""}`} onClick={() => setAnomalyOnly((v) => !v)}>
+        <button type="button" className={`chip admin-anomaly-chip${anomalyOnly ? " active" : ""}`} onClick={() => { setAnomalyOnly((v) => !v); setPage(1); }}>
           仅成本异常
         </button>
       </div>
@@ -116,7 +122,7 @@ export function AdminTasksPage({ notify }: { notify: Notify }) {
                   <td>{t.model_name || <span className="muted">—</span>}</td>
                   <td>{statusPill(t.status)}</td>
                   <td className="mono">
-                    ¥{t.estimated_cost} → ¥{t.actual_cost}
+                    {pts(t.estimated_cost)} → {pts(t.actual_cost)} 积分{t.margin_yuan != null ? ` · 毛利 ¥${t.margin_yuan}` : ""}
                     {t.cost_anomaly && <span className="pill err admin-inline-pill">异常</span>}
                   </td>
                   <td className="mono col-time">{fmtDate(t.created_at)}</td>
@@ -130,6 +136,7 @@ export function AdminTasksPage({ notify }: { notify: Notify }) {
               ))}
             </tbody>
           </table>
+          <Pager page={page} total={count} pageSize={PAGE_SIZE} onChange={setPage} alwaysShow />
         </div>
       )}
 
@@ -149,7 +156,8 @@ export function AdminTasksPage({ notify }: { notify: Notify }) {
                     <div><span className="k">状态</span><span className="v">{statusPill(detail.status)}</span></div>
                     <div><span className="k">团队</span><span className="v">{detail.team_name || "—"}</span></div>
                     <div><span className="k">模型</span><span className="v">{detail.model_name || "—"}</span></div>
-                    <div><span className="k">成本</span><span className="v mono">¥{detail.estimated_cost} → ¥{detail.actual_cost}{detail.cost_anomaly ? " ⚠" : ""}</span></div>
+                    <div><span className="k">计价</span><span className="v mono">{pts(detail.estimated_cost)} → {pts(detail.actual_cost)} 积分{detail.cost_anomaly ? " ⚠" : ""}</span></div>
+                    <div><span className="k">平台成本</span><span className="v mono">{Number(detail.base_cost || 0) > 0 ? `¥${detail.base_cost} · 毛利 ${detail.margin_yuan != null ? `¥${detail.margin_yuan}` : "—"}` : "未知"}</span></div>
                   </div>
                   {detail.error_message && (
                     <>