diff --git a/be/apps/dashboard/src/modules/auth/components/registration-wizard/RegistrationWizard.tsx b/be/apps/dashboard/src/modules/auth/components/registration-wizard/RegistrationWizard.tsx
index d9970652..e83fe3b8 100644
--- a/be/apps/dashboard/src/modules/auth/components/registration-wizard/RegistrationWizard.tsx
+++ b/be/apps/dashboard/src/modules/auth/components/registration-wizard/RegistrationWizard.tsx
@@ -43,6 +43,7 @@ export const RegistrationWizard: FC = () => {
   const slugManuallyEditedRef = useRef(false)
   const [lockedTenantSlug, setLockedTenantSlug] = useState<string | null>(null)
   const siteDefaultsAppliedRef = useRef(false)
+  const siteAutofillAppliedRef = useRef(false)
 
   const siteSchemaQuery = useQuery({
     queryKey: ['welcome', 'site-schema'],
@@ -151,6 +152,72 @@ export const RegistrationWizard: FC = () => {
     [siteFieldMap],
   )
 
+  useEffect(() => {
+    if (siteAutofillAppliedRef.current) {
+      return
+    }
+    if (!authUser) {
+      return
+    }
+    if (!siteFieldMap || siteFieldMap.size === 0) {
+      return
+    }
+
+    const resolveDisplayName = () => {
+      const rawName = authUser.name?.trim()
+      if (rawName) {
+        return rawName
+      }
+      const emailLocal = authUser.email?.split('@')[0]?.trim()
+      if (emailLocal) {
+        return emailLocal
+      }
+      return 'My'
+    }
+
+    const formatPossessive = (value: string) => {
+      if (!value) {
+        return 'My'
+      }
+      const trimmed = value.trim()
+      return /s$/i.test(trimmed) ? `${trimmed}'` : `${trimmed}'s`
+    }
+
+    const isEmptyValue = (value: unknown) => {
+      if (value == null) {
+        return true
+      }
+      if (typeof value === 'string') {
+        return value.trim().length === 0
+      }
+      return false
+    }
+
+    const prefillField = (key: TenantSiteFieldKey, value: string) => {
+      if (!siteFieldMap.has(key)) {
+        return false
+      }
+      const current = form.getFieldValue(key)
+      if (!isEmptyValue(current)) {
+        return false
+      }
+      form.setFieldValue(key, () => value)
+      return true
+    }
+
+    const displayName = resolveDisplayName()
+    const possessiveName = formatPossessive(displayName)
+    const defaultSiteName = `${possessiveName} Afilmory`
+    const defaultTitle = defaultSiteName
+    const defaultDescription = `A curated photo gallery by ${displayName} on Afilmory.`
+
+    prefillField('site.name', defaultSiteName)
+    prefillField('site.title', defaultTitle)
+    prefillField('site.description', defaultDescription)
+
+    siteAutofillAppliedRef.current = true
+  }, [authUser, form, siteFieldMap])
+
   const getStepFields = useCallback(
     (stepId: (typeof REGISTRATION_STEPS)[number]['id']) => {
       if (stepId === 'site') {
@@ -431,6 +498,7 @@ export const RegistrationWizard: FC = () => {
     form,
     formValues,
     isLoading,
+    lockedTenantSlug,
     onFieldInteraction,
     siteFieldErrors,
     siteSchema,
diff --git a/be/apps/dashboard/src/modules/dashboard/components/DashboardOverview.tsx b/be/apps/dashboard/src/modules/dashboard/components/DashboardOverview.tsx
index 685c6343..b8931cc5 100644
--- a/be/apps/dashboard/src/modules/dashboard/components/DashboardOverview.tsx
+++ b/be/apps/dashboard/src/modules/dashboard/components/DashboardOverview.tsx
@@ -276,12 +276,6 @@ export function DashboardOverview() {
     },
   ]
 
-  const syncSummary = [
-    { key: 'synced', value: stats.sync.synced },
-    { key: 'pending', value: stats.sync.pending },
-    { key: 'conflict', value: stats.sync.conflicts },
-  ] as const
-
   return (
     <MainPageLayout title="Dashboard" description="掌握图库运行状态与最近同步活动">
       <div className="space-y-4 sm:space-y-5">
@@ -309,77 +303,28 @@ export function DashboardOverview() {
               ))}
         </div>
 
-        <div className="grid gap-4 sm:gap-5 grid-cols-1 xl:grid-cols-[minmax(0,2fr)_minmax(0,1fr)]">
-          <LinearBorderPanel className="bg-background-tertiary/60 relative overflow-hidden px-4 sm:px-5 py-4 sm:py-5">
-            <div className="space-y-1 sm:space-y-1.5">
-              <h2 className="text-text text-sm sm:text-base font-semibold">最近活动</h2>
-              <p className="text-text-tertiary text-xs sm:text-sm leading-relaxed">
-                {data?.recentActivity?.length
-                  ? `展示最近 ${data.recentActivity.length} 次上传和同步记录`
-                  : '还没有任何上传，快来添加第一张照片吧～'}
-              </p>
+        <LinearBorderPanel className="bg-background-tertiary/60 relative overflow-hidden px-4 sm:px-5 py-4 sm:py-5">
+          <div className="space-y-1 sm:space-y-1.5">
+            <h2 className="text-text text-sm sm:text-base font-semibold">最近活动</h2>
+            <p className="text-text-tertiary text-xs sm:text-sm leading-relaxed">
+              {data?.recentActivity?.length
+                ? `展示最近 ${data.recentActivity.length} 次上传和同步记录`
+                : '还没有任何上传，快来添加第一张照片吧～'}
+            </p>
+          </div>
+
+          {isLoading ? (
+            <div className="mt-5 space-y-2.5">
+              {Array.from({ length: 3 }, (_, i) => `activity-skeleton-${i}`).map((key) => (
+                <ActivitySkeleton key={key} />
+              ))}
             </div>
-
-            {isLoading ? (
-              <div className="mt-5 space-y-2.5">
-                {Array.from({ length: 3 }, (_, i) => `activity-skeleton-${i}`).map((key) => (
-                  <ActivitySkeleton key={key} />
-                ))}
-              </div>
-            ) : isError ? (
-              <div className="mt-5 text-sm text-red-400">无法获取活动数据，请稍后再试。</div>
-            ) : (
-              <ActivityList items={data?.recentActivity ?? []} />
-            )}
-          </LinearBorderPanel>
-
-          <LinearBorderPanel className="bg-background-tertiary/60 relative overflow-hidden px-4 sm:px-5 py-4 sm:py-5">
-            <div className="space-y-1 sm:space-y-1.5">
-              <h2 className="text-text text-sm sm:text-base font-semibold">同步概览</h2>
-              <p className="text-text-tertiary text-xs sm:text-sm leading-relaxed">
-                了解当前同步状态，及时处理异常项。
-              </p>
-            </div>
-
-            <div className="mt-5 space-y-4">
-              {syncSummary.map((entry) => {
-                const meta = STATUS_META[entry.key]
-                const percent = statusTotal ? Math.round((entry.value / statusTotal) * 100) : 0
-
-                return (
-                  <div key={entry.key} className="space-y-2">
-                    <div className="flex items-center justify-between text-xs">
-                      <span className="text-text-secondary inline-flex items-center gap-1.5">
-                        <span className={`size-2 rounded-full ${meta.dotClass}`} />
-                        {meta.label}
-                      </span>
-                      <span className="text-text font-medium">
-                        {plainNumberFormatter.format(entry.value)}
-                        <span className="text-text-tertiary ml-1.5">{percent}%</span>
-                      </span>
-                    </div>
-                    <div className="bg-fill/20 h-1.5 w-full overflow-hidden rounded-full">
-                      <div
-                        className={`h-full rounded-full transition-all duration-300 ${meta.barClass}`}
-                        style={{ width: `${statusTotal ? Math.max(percent, entry.value > 0 ? 4 : 0) : 0}%` }}
-                      />
-                    </div>
-                  </div>
-                )
-              })}
-            </div>
-
-            <LinearDivider className="mt-12" />
-
-            <div className="text-text-secondary mt-5 px-3.5 py-2.5 text-xs leading-relaxed">
-              {statusTotal === 0
-                ? '暂无同步任务，添加照片后即可查看同步健康度。'
-                : syncCompletion !== null && syncCompletion >= 0.85
-                  ? '同步状态良好，保持当前处理效率即可。'
-                  : '存在待处理或冲突的项目，建议尽快检查同步日志。'}
-            </div>
-          </LinearBorderPanel>
-        </div>
+          ) : isError ? (
+            <div className="mt-5 text-sm text-red-400">无法获取活动数据，请稍后再试。</div>
+          ) : (
+            <ActivityList items={data?.recentActivity ?? []} />
+          )}
+        </LinearBorderPanel>
       </div>
     </MainPageLayout>
   )
diff --git a/be/apps/dashboard/src/modules/photos/components/library/PhotoLibraryGrid.tsx b/be/apps/dashboard/src/modules/photos/components/library/PhotoLibraryGrid.tsx
index 674aa316..2acc25df 100644
--- a/be/apps/dashboard/src/modules/photos/components/library/PhotoLibraryGrid.tsx
+++ b/be/apps/dashboard/src/modules/photos/components/library/PhotoLibraryGrid.tsx
@@ -4,6 +4,7 @@ import { useAtomValue } from 'jotai'
 import { DynamicIcon } from 'lucide-react/dynamic'
 
 import { viewportAtom } from '~/atoms/viewport'
+import { LinearBorderPanel } from '~/components/common/GlassPanel'
 import { stopPropagation } from '~/lib/dom'
 
 import type { PhotoAssetListItem } from '../../types'
@@ -207,10 +208,10 @@ export function PhotoLibraryGrid({
 
   if (!assets || assets.length === 0) {
     return (
-      <div className="bg-background-tertiary relative overflow-hidden rounded-xl p-4 sm:p-8 text-center">
+      <LinearBorderPanel className="bg-background-tertiary relative overflow-hidden p-4 sm:p-8 text-center">
         <p className="text-text text-sm sm:text-base font-semibold">当前没有图片资源</p>
         <p className="text-text-tertiary mt-2 text-xs sm:text-sm">使用右上角的"上传图片"按钮可以为图库添加新的照片。</p>
-      </div>
+      </LinearBorderPanel>
     )
   }