diff --git a/packages/frontend/component/src/ui/notification/notification-card.tsx b/packages/frontend/component/src/ui/notification/notification-card.tsx
index 0b542bb551..6b1d21f6ab 100644
--- a/packages/frontend/component/src/ui/notification/notification-card.tsx
+++ b/packages/frontend/component/src/ui/notification/notification-card.tsx
@@ -30,6 +30,7 @@ export const NotificationCard = ({ notification }: NotificationCardProps) => {
     footer,
     alignMessage = 'title',
     onDismiss,
+    rootAttrs,
   } = notification;
 
   const onActionClicked = useCallback(() => {
@@ -49,7 +50,8 @@ export const NotificationCard = ({ notification }: NotificationCardProps) => {
         [styles.iconColor]: getIconColor(style, theme, iconColor),
       })}
       data-with-icon={icon ? '' : undefined}
-      className={styles.card}
+      {...rootAttrs}
+      className={clsx(styles.card, rootAttrs?.className)}
     >
       {thumb}
       <div className={styles.cardInner}>
diff --git a/packages/frontend/component/src/ui/notification/types.ts b/packages/frontend/component/src/ui/notification/types.ts
index 42bf239611..f7b7bf8d22 100644
--- a/packages/frontend/component/src/ui/notification/types.ts
+++ b/packages/frontend/component/src/ui/notification/types.ts
@@ -1,4 +1,4 @@
-import type { ReactNode } from 'react';
+import type { HTMLAttributes, ReactNode } from 'react';
 
 import type { ButtonProps } from '../button';
 
@@ -23,6 +23,8 @@ export interface Notification {
     autoClose?: boolean;
   };
 
+  rootAttrs?: HTMLAttributes<HTMLDivElement>;
+
   // custom slots
   thumb?: ReactNode;
   title?: ReactNode;
diff --git a/packages/frontend/core/src/components/affine/ai-onboarding/edgeless.dialog.tsx b/packages/frontend/core/src/components/affine/ai-onboarding/edgeless.dialog.tsx
index 58bae62bc3..92de0c744c 100644
--- a/packages/frontend/core/src/components/affine/ai-onboarding/edgeless.dialog.tsx
+++ b/packages/frontend/core/src/components/affine/ai-onboarding/edgeless.dialog.tsx
@@ -18,7 +18,11 @@ import { useEffect, useMemo, useRef } from 'react';
 import * as styles from './edgeless.dialog.css';
 import mouseTrackDark from './lottie/edgeless/mouse-track-dark.json';
 import mouseTrackLight from './lottie/edgeless/mouse-track-light.json';
-import { edgelessNotifyId$, showAIOnboardingGeneral$ } from './state';
+import {
+  edgelessNotifyId$,
+  localNotifyId$,
+  showAIOnboardingGeneral$,
+} from './state';
 import type { BaseAIOnboardingDialogProps } from './type';
 
 const EdgelessOnboardingAnimation = () => {
@@ -63,24 +67,27 @@ export const AIOnboardingEdgeless = ({
     if (settingModalOpen.open) return;
     if (generalAIOnboardingOpened) return;
     if (notifyId) return;
-    if (isCloud && mode === 'edgeless') {
-      clearTimeout(timeoutRef.current);
-      timeoutRef.current = setTimeout(() => {
-        const id = notify(
-          {
-            title: t['com.affine.ai-onboarding.edgeless.title'](),
-            message: t['com.affine.ai-onboarding.edgeless.message'](),
-            icon: <AiIcon />,
-            iconColor: cssVar('brandColor'),
-            thumb: <EdgelessOnboardingAnimation />,
-            alignMessage: 'icon',
-            onDismiss,
-          },
-          { duration: 1000 * 60 * 10 }
-        );
-        edgelessNotifyId$.next(id);
-      }, 1000);
-    }
+    if (mode !== 'edgeless') return;
+    if (!isCloud) return;
+    clearTimeout(timeoutRef.current);
+    timeoutRef.current = setTimeout(() => {
+      // try to close local onboarding
+      notify.dismiss(localNotifyId$.value);
+
+      const id = notify(
+        {
+          title: t['com.affine.ai-onboarding.edgeless.title'](),
+          message: t['com.affine.ai-onboarding.edgeless.message'](),
+          icon: <AiIcon />,
+          iconColor: cssVar('processingColor'),
+          thumb: <EdgelessOnboardingAnimation />,
+          alignMessage: 'icon',
+          onDismiss,
+        },
+        { duration: 1000 * 60 * 10 }
+      );
+      edgelessNotifyId$.next(id);
+    }, 1000);
   }, [
     generalAIOnboardingOpened,
     isCloud,
diff --git a/packages/frontend/core/src/components/affine/ai-onboarding/local.dialog.css.ts b/packages/frontend/core/src/components/affine/ai-onboarding/local.dialog.css.ts
new file mode 100644
index 0000000000..d260ab953a
--- /dev/null
+++ b/packages/frontend/core/src/components/affine/ai-onboarding/local.dialog.css.ts
@@ -0,0 +1,40 @@
+import { cssVar } from '@toeverything/theme';
+import { style } from '@vanilla-extract/css';
+
+export const card = style({
+  borderRadius: 12,
+  boxShadow: cssVar('menuShadow'),
+});
+
+export const thumb = style({
+  width: '100%',
+  height: 211,
+  borderRadius: 'inherit',
+  borderBottomLeftRadius: 0,
+  borderBottomRightRadius: 0,
+  overflow: 'hidden',
+  display: 'flex',
+  justifyContent: 'center',
+  alignItems: 'center',
+});
+
+export const thumbContent = style({
+  width: 'calc(100% + 4px)',
+  height: 'calc(100% + 4px)',
+});
+
+export const title = style({
+  fontWeight: 500,
+});
+
+export const footerActions = style({
+  display: 'flex',
+  justifyContent: 'flex-end',
+  gap: 12,
+  marginTop: 8,
+});
+
+export const actionButton = style({
+  fontSize: cssVar('fontSm'),
+  padding: '0 2px',
+});
diff --git a/packages/frontend/core/src/components/affine/ai-onboarding/local.dialog.tsx b/packages/frontend/core/src/components/affine/ai-onboarding/local.dialog.tsx
index 2e14f2f8e2..be8e183045 100644
--- a/packages/frontend/core/src/components/affine/ai-onboarding/local.dialog.tsx
+++ b/packages/frontend/core/src/components/affine/ai-onboarding/local.dialog.tsx
@@ -1,5 +1,96 @@
+import { Button, notify } from '@affine/component';
+import { WorkspaceFlavour } from '@affine/env/workspace';
+import { useAFFiNEI18N } from '@affine/i18n/hooks';
+import { AiIcon } from '@blocksuite/icons';
+import { useLiveData, useService, WorkspaceService } from '@toeverything/infra';
+import { cssVar } from '@toeverything/theme';
+import { useEffect, useRef } from 'react';
+
+import * as styles from './local.dialog.css';
+import { edgelessNotifyId$, localNotifyId$ } from './state';
 import type { BaseAIOnboardingDialogProps } from './type';
 
-export const AIOnboardingLocal = (_: BaseAIOnboardingDialogProps) => {
-  return <div>{/* TODO: open local workspace for the first time */}</div>;
+const LocalOnboardingAnimation = () => {
+  return (
+    <div className={styles.thumb}>
+      <video
+        className={styles.thumbContent}
+        src="/onboarding/ai-onboarding.general.1.mov"
+        autoPlay
+        loop
+        muted
+        playsInline
+      />
+    </div>
+  );
+};
+
+const FooterActions = ({ onDismiss }: { onDismiss: () => void }) => {
+  const t = useAFFiNEI18N();
+  return (
+    <div className={styles.footerActions}>
+      <Button onClick={onDismiss} type="plain" className={styles.actionButton}>
+        <span style={{ color: cssVar('textSecondaryColor') }}>
+          {t['com.affine.ai-onboarding.local.action-dismiss']()}
+        </span>
+      </Button>
+      <a href="https://ai.affine.pro" target="_blank" rel="noreferrer">
+        <Button className={styles.actionButton} type="plain">
+          <span style={{ color: cssVar('textPrimaryColor') }}>
+            {t['com.affine.ai-onboarding.local.action-learn-more']()}
+          </span>
+        </Button>
+      </a>
+    </div>
+  );
+};
+
+export const AIOnboardingLocal = ({
+  onDismiss,
+}: BaseAIOnboardingDialogProps) => {
+  const t = useAFFiNEI18N();
+  const workspaceService = useService(WorkspaceService);
+  const notifyId = useLiveData(localNotifyId$);
+  const timeoutRef = useRef<ReturnType<typeof setTimeout>>();
+
+  const isLocal = workspaceService.workspace.flavour === WorkspaceFlavour.LOCAL;
+
+  useEffect(() => {
+    if (!isLocal) return;
+    if (notifyId) return;
+    clearTimeout(timeoutRef.current);
+    timeoutRef.current = setTimeout(() => {
+      // try to close edgeless onboarding
+      notify.dismiss(edgelessNotifyId$.value);
+
+      const id = notify(
+        {
+          title: (
+            <div className={styles.title}>
+              {t['com.affine.ai-onboarding.local.title']()}
+            </div>
+          ),
+          message: t['com.affine.ai-onboarding.local.message'](),
+          icon: <AiIcon />,
+          iconColor: cssVar('brandColor'),
+          thumb: <LocalOnboardingAnimation />,
+          alignMessage: 'icon',
+          onDismiss,
+          footer: (
+            <FooterActions
+              onDismiss={() => {
+                onDismiss();
+                notify.dismiss(id);
+              }}
+            />
+          ),
+          rootAttrs: { className: styles.card },
+        },
+        { duration: 1000 * 60 * 10 }
+      );
+      localNotifyId$.next(id);
+    }, 1000);
+  }, [isLocal, notifyId, onDismiss, t]);
+
+  return null;
 };
diff --git a/packages/frontend/core/src/components/affine/ai-onboarding/state.ts b/packages/frontend/core/src/components/affine/ai-onboarding/state.ts
index 6322c3a76f..5aa2579f9c 100644
--- a/packages/frontend/core/src/components/affine/ai-onboarding/state.ts
+++ b/packages/frontend/core/src/components/affine/ai-onboarding/state.ts
@@ -5,4 +5,10 @@ import { LiveData } from '@toeverything/infra';
 export const showAIOnboardingGeneral$ = new LiveData(false);
 
 // avoid notifying multiple times
-export const edgelessNotifyId$ = new LiveData<string | number | null>(null);
+export const edgelessNotifyId$ = new LiveData<string | number | undefined>(
+  undefined
+);
+
+export const localNotifyId$ = new LiveData<string | number | undefined>(
+  undefined
+);