diff --git a/memento-note/app/api/ai/describe-image/route.ts b/memento-note/app/api/ai/describe-image/route.ts
new file mode 100644
index 0000000..3d42064
--- /dev/null
+++ b/memento-note/app/api/ai/describe-image/route.ts
@@ -0,0 +1,43 @@
+import { NextRequest, NextResponse } from 'next/server'
+import { auth } from '@/auth'
+import { getAISettings } from '@/app/actions/ai-settings'
+import { describeImages } from '@/lib/ai/services/image-description.service'
+
+export async function POST(req: NextRequest) {
+  try {
+    const session = await auth()
+    if (!session?.user?.id) {
+      return NextResponse.json({ error: 'Unauthorized' }, { status: 401 })
+    }
+
+    const userSettings = await getAISettings(session.user.id)
+    if (userSettings.paragraphRefactor === false) {
+      return NextResponse.json({ error: 'Feature disabled' }, { status: 403 })
+    }
+
+    const { imageUrls, mode, language } = await req.json()
+
+    if (!Array.isArray(imageUrls) || imageUrls.length === 0) {
+      return NextResponse.json({ error: 'imageUrls must be a non-empty array' }, { status: 400 })
+    }
+
+    const result = await describeImages(
+      imageUrls,
+      mode === 'title' ? 'title' : 'description',
+      language || 'fr'
+    )
+
+    // For title mode, return suggestions in same format as /api/ai/title-suggestions
+    if (mode === 'title' && result.suggestions) {
+      return NextResponse.json({ suggestions: result.suggestions })
+    }
+
+    return NextResponse.json(result)
+  } catch (error: any) {
+    console.error('[describe-image] Error:', error)
+    return NextResponse.json(
+      { error: error.message || 'Failed to describe image' },
+      { status: 500 }
+    )
+  }
+}
diff --git a/memento-note/components/contextual-ai-chat.tsx b/memento-note/components/contextual-ai-chat.tsx
index d4f90f4..5cf6303 100644
--- a/memento-note/components/contextual-ai-chat.tsx
+++ b/memento-note/components/contextual-ai-chat.tsx
@@ -11,7 +11,7 @@ import {
   Briefcase, Palette, GraduationCap, Coffee,
   Lightbulb, Minimize2, AlignLeft, Wand2,
   Globe, BookOpen, FileText, RotateCcw, Check,
-  Maximize2,
+  Maximize2, ImageIcon,
 } from 'lucide-react'
 import { useLanguage } from '@/lib/i18n'
 import { MarkdownContent } from '@/components/markdown-content'
@@ -52,9 +52,10 @@ interface ActionDef {
   id: string
   icon: any
   apiPath: string
-  body: (content: string) => object
+  body: (content: string, images?: string[], lang?: string) => object
   resultKey: string
   i18nKey: string
+  isImageAction?: boolean
 }
 
 const ACTION_IDS = [
@@ -62,6 +63,7 @@ const ACTION_IDS = [
   { id: 'shorten', icon: Minimize2, apiPath: '/api/ai/reformulate', body: (content: string) => ({ text: content, option: 'shorten' }), resultKey: 'reformulatedText', i18nKey: 'ai.action.shorten' },
   { id: 'improve', icon: AlignLeft, apiPath: '/api/ai/reformulate', body: (content: string) => ({ text: content, option: 'improve' }), resultKey: 'reformulatedText', i18nKey: 'ai.action.improve' },
   { id: 'markdown', icon: Wand2, apiPath: '/api/ai/transform-markdown', body: (content: string) => ({ text: content }), resultKey: 'transformedText', i18nKey: 'ai.action.toMarkdown' },
+  { id: 'describe-images', icon: ImageIcon, apiPath: '/api/ai/describe-image', body: (_content: string, images?: string[], lang?: string) => ({ imageUrls: images || [], mode: 'description', language: lang || 'fr' }), resultKey: 'descriptions', i18nKey: 'ai.action.describeImages', isImageAction: true },
 ]
 
 // ── Types ─────────────────────────────────────────────────────────────────────
@@ -155,6 +157,40 @@ export function ContextualAIChat({
 
   // ── Action execution ────────────────────────────────────────────────────────
   const handleAction = async (action: ActionDef) => {
+    // Image-specific action
+    if (action.isImageAction) {
+      if (!noteImages || noteImages.length === 0) {
+        toast.error(t('ai.noImagesError') || 'Aucune image dans cette note')
+        return
+      }
+      setActionLoading(action.id)
+      setActionPreview(null)
+      try {
+        const res = await fetch(action.apiPath, {
+          method: 'POST',
+          headers: { 'Content-Type': 'application/json' },
+          body: JSON.stringify(action.body('', noteImages, language)),
+        })
+        const data = await res.json()
+        if (!res.ok) throw new Error(data.error || t('ai.genericError'))
+        // Format image descriptions for preview
+        const descs = data.descriptions || []
+        let resultText = descs.map((d: any) =>
+          noteImages.length > 1 ? `**Image ${d.index + 1}:** ${d.description}` : d.description
+        ).join('\n\n')
+        if (data.combinedSummary) {
+          resultText += `\n\n---\n**${t('ai.overview') || 'Résumé'}:** ${data.combinedSummary}`
+        }
+        setActionPreview({ label: t(action.i18nKey), text: resultText })
+      } catch (e: any) {
+        toast.error(e.message || t('ai.actionError'))
+      } finally {
+        setActionLoading(null)
+      }
+      return
+    }
+
+    // Text-based actions
     const wc = (noteContent || '').split(/\s+/).filter(Boolean).length
     if (!noteContent || wc < 5) {
       toast.error(t('ai.minWordsError'))
@@ -166,7 +202,7 @@ export function ContextualAIChat({
       const res = await fetch(action.apiPath, {
         method: 'POST',
         headers: { 'Content-Type': 'application/json' },
-        body: JSON.stringify(action.body(noteContent)),
+        body: JSON.stringify(action.body(noteContent, undefined, language)),
       })
       const data = await res.json()
       if (!res.ok) throw new Error(data.error || t('ai.genericError'))
@@ -491,6 +527,33 @@ export function ContextualAIChat({
                 {t('ai.transformationsDesc')}
               </p>
 
+              {/* Image actions — shown when note has images */}
+              {noteImages && noteImages.length > 0 && ACTION_IDS.filter(a => a.isImageAction).map(action => {
+                const Icon = action.icon
+                const loading = actionLoading === action.id
+                return (
+                  <button
+                    key={action.id}
+                    onClick={() => handleAction(action)}
+                    disabled={!!actionLoading}
+                    className="w-full flex items-center gap-3 rounded-xl border border-border/60 bg-card px-4 py-3 text-sm font-medium text-foreground hover:bg-muted hover:border-primary/40 transition-all text-left disabled:opacity-60"
+                  >
+                    {loading
+                      ? <Loader2 className="h-4 w-4 text-primary animate-spin shrink-0" />
+                      : <Icon className="h-4 w-4 text-primary shrink-0" />
+                    }
+                    <div className="flex flex-col">
+                      <span>{t(action.i18nKey)}</span>
+                      {noteImages.length > 1 && (
+                        <span className="text-[10px] text-muted-foreground">{noteImages.length} images</span>
+                      )}
+                    </div>
+                    {loading && <span className="ml-auto text-[10px] text-muted-foreground">{t('ai.processingAction')}</span>}
+                  </button>
+                )
+              })}
+
+              {/* Text actions — shown when note has sufficient text */}
               {!noteContent || noteContent.trim().split(/\s+/).filter(Boolean).length < 5 ? (
                 <div className="flex items-start gap-2 p-3 rounded-xl border border-amber-200 bg-amber-50 dark:border-amber-800 dark:bg-amber-950/30">
                   <Lightbulb className="h-4 w-4 text-amber-500 shrink-0 mt-0.5" />
@@ -499,7 +562,7 @@ export function ContextualAIChat({
                   </p>
                 </div>
               ) : (
-                ACTION_IDS.map(action => {
+                ACTION_IDS.filter(a => !a.isImageAction).map(action => {
                   const Icon = action.icon
                   const loading = actionLoading === action.id
                   return (
diff --git a/memento-note/components/home-client.tsx b/memento-note/components/home-client.tsx
index edcb0db..0aead66 100644
--- a/memento-note/components/home-client.tsx
+++ b/memento-note/components/home-client.tsx
@@ -399,23 +399,26 @@ export function HomeClient({ initialNotes, initialSettings }: HomeClientProps) {
         <div className="text-center py-8 text-gray-500">{t('general.loading')}</div>
       ) : (
         <>
-          <FavoritesSection
-            pinnedNotes={pinnedNotes}
-            onEdit={(note, readOnly) => setEditingNote({ note, readOnly })}
-            onSizeChange={handleSizeChange}
-          />
+          {!isTabs && (
+            <FavoritesSection
+              pinnedNotes={pinnedNotes}
+              onEdit={(note, readOnly) => setEditingNote({ note, readOnly })}
+              onSizeChange={handleSizeChange}
+            />
+          )}
 
           {(notes.filter((note) => !note.isPinned).length > 0 || isTabs) && (
             <div className={cn(isTabs && 'flex min-h-0 flex-1 flex-col')}>
               <NotesMainSection
                 viewMode={notesViewMode}
-                notes={notes.filter((note) => !note.isPinned)}
+                notes={isTabs ? notes : notes.filter((note) => !note.isPinned)}
                 onEdit={(note, readOnly) => setEditingNote({ note, readOnly })}
                 onSizeChange={handleSizeChange}
                 currentNotebookId={searchParams.get('notebook')}
                 noteHistoryMode={noteHistoryMode}
                 onOpenHistory={handleOpenHistory}
                 onEnableHistory={handleEnableHistory}
+                onNoteCreated={handleNoteCreated}
               />
             </div>
           )}
diff --git a/memento-note/components/note-card.tsx b/memento-note/components/note-card.tsx
index 3fda3bf..e4987c8 100644
--- a/memento-note/components/note-card.tsx
+++ b/memento-note/components/note-card.tsx
@@ -299,6 +299,7 @@ export const NoteCard = memo(function NoteCard({
     startTransition(async () => {
       addOptimisticNote({ isPinned: !note.isPinned })
       await togglePin(note.id, !note.isPinned)
+      triggerRefresh()
 
       if (!note.isPinned) {
         toast.success(t('notes.pinned') || 'Note pinned')
@@ -312,6 +313,7 @@ export const NoteCard = memo(function NoteCard({
     startTransition(async () => {
       addOptimisticNote({ isArchived: !note.isArchived })
       await toggleArchive(note.id, !note.isArchived)
+      triggerRefresh()
     })
   }
 
@@ -516,7 +518,7 @@ export const NoteCard = memo(function NoteCard({
 
       {/* Title */}
       {optimisticNote.title && (
-        <h3 className="text-lg font-heading font-semibold mb-2 pr-20 text-foreground leading-tight tracking-tight">
+        <h3 dir="auto" className="text-lg font-heading font-semibold mb-2 pr-20 text-foreground leading-tight tracking-tight">
           {optimisticNote.title}
         </h3>
       )}
diff --git a/memento-note/components/note-editor.tsx b/memento-note/components/note-editor.tsx
index 1a5e2af..4447476 100644
--- a/memento-note/components/note-editor.tsx
+++ b/memento-note/components/note-editor.tsx
@@ -632,6 +632,7 @@ export function NoteEditor({ note, readOnly = false, onClose }: NoteEditorProps)
           {/* Title */}
           <div className="relative">
             <Input
+              dir="auto"
               placeholder={t('notes.titlePlaceholder')}
               value={title}
               onChange={(e) => setTitle(e.target.value)}
@@ -705,6 +706,7 @@ export function NoteEditor({ note, readOnly = false, onClose }: NoteEditorProps)
                 />
               ) : (
                 <Textarea
+                  dir="auto"
                   placeholder={isMarkdown ? t('notes.takeNoteMarkdown') : t('notes.takeNote')}
                   value={content}
                   onChange={(e) => setContent(e.target.value)}
diff --git a/memento-note/components/note-input.tsx b/memento-note/components/note-input.tsx
index 5e7f9f5..0c40154 100644
--- a/memento-note/components/note-input.tsx
+++ b/memento-note/components/note-input.tsx
@@ -24,7 +24,7 @@ import { createNote } from '@/app/actions/notes'
 import { fetchLinkMetadata } from '@/app/actions/scrape'
 import { CheckItem, NOTE_COLORS, NoteColor, LinkMetadata, Note } from '@/lib/types'
 import { ContextualAIChat } from './contextual-ai-chat'
-import { Maximize2, Minimize2, Sparkles } from 'lucide-react'
+import { Maximize2, Minimize2, Sparkles, Loader2 } from 'lucide-react'
 import { useNotebooks } from '@/context/notebooks-context'
 import { Checkbox } from '@/components/ui/checkbox'
 import {
@@ -98,7 +98,7 @@ export function NoteInput({
     }
   }, [session?.user?.id])
 
-  const { t } = useLanguage()
+  const { t, language: uiLanguage } = useLanguage()
   const searchParams = useSearchParams()
   const currentNotebookId = searchParams.get('notebook') || undefined // Get current notebook from URL
   const [isExpanded, setIsExpanded] = useState(defaultExpanded || forceExpanded)
@@ -466,6 +466,33 @@ export function NoteInput({
     return () => document.removeEventListener('paste', handlePaste)
   }, [t])
 
+  // AI title from images
+  const [isGeneratingImageTitle, setIsGeneratingImageTitle] = useState(false)
+  const [imageTitleSuggestions, setImageTitleSuggestions] = useState<any[]>([])
+
+  const handleImageTitleSuggestion = async (imageUrls?: string[]) => {
+    const urls = imageUrls || images
+    if (urls.length === 0) return
+    setIsGeneratingImageTitle(true)
+    setImageTitleSuggestions([])
+    try {
+      const res = await fetch('/api/ai/describe-image', {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({ imageUrls: urls, mode: 'title', language: uiLanguage }),
+      })
+      const data = await res.json()
+      if (!res.ok) throw new Error(data.error || 'AI error')
+      if (data.suggestions?.length > 0) {
+        setImageTitleSuggestions(data.suggestions)
+      }
+    } catch (e: any) {
+      toast.error(e.message || t('ai.genericError'))
+    } finally {
+      setIsGeneratingImageTitle(false)
+    }
+  }
+
   const handleAddLink = async () => {
     if (!linkUrl) return
 
@@ -582,6 +609,7 @@ export function NoteInput({
       setSelectedLabels([])
       setCollaborators([])
       setDismissedTitleSuggestions(false)
+      setImageTitleSuggestions([])
 
       toast.success(t('notes.noteCreated'))
     } catch (error) {
@@ -626,6 +654,7 @@ export function NoteInput({
     setSelectedLabels([])
     setCollaborators([])
     setDismissedTitleSuggestions(false)
+    setImageTitleSuggestions([])
   }
 
   const collapsedWidthClass = fullWidth ? 'w-full max-w-none mx-0' : 'max-w-2xl mx-auto'
@@ -708,7 +737,7 @@ export function NoteInput({
             className="w-full bg-transparent text-lg font-semibold text-foreground outline-none placeholder:text-muted-foreground/40"
             placeholder={t('notes.titlePlaceholder')}
             value={title}
-            onChange={(e) => setTitle(e.target.value)}
+            onChange={(e) => { setTitle(e.target.value); setImageTitleSuggestions([]) }}
           />
         </div>
 
@@ -723,6 +752,17 @@ export function NoteInput({
           </div>
         )}
 
+        {/* Image title suggestions */}
+        {!title && imageTitleSuggestions.length > 0 && (
+          <div className="px-5">
+            <TitleSuggestions
+              suggestions={imageTitleSuggestions}
+              onSelect={(s) => { setTitle(s); setImageTitleSuggestions([]) }}
+              onDismiss={() => setImageTitleSuggestions([])}
+            />
+          </div>
+        )}
+
         {/* Content area — scrolls internally when constrained by max-h */}
         <div className="px-5 pb-3 flex-1 min-h-0 overflow-y-auto">
           {type === 'text' ? (
@@ -746,6 +786,34 @@ export function NoteInput({
                   autoFocus
                 />
               )}
+              {/* Images — rendered between content and tag suggestions */}
+              {images.length > 0 && (
+                <div className="flex flex-col gap-2 mt-2">
+                  {images.map((img, idx) => (
+                    <div key={idx} className="relative group inline-block w-fit">
+                      <img src={img} alt={`Upload ${idx + 1}`} className="max-h-64 rounded-lg object-contain block" />
+                      {!title && !content.trim() && aiAssistantEnabled && (
+                        <button
+                          type="button"
+                          className="absolute bottom-2 right-2 z-10 flex h-8 w-8 items-center justify-center rounded-full bg-primary/60 backdrop-blur-sm text-primary-foreground animate-pulse hover:animate-none hover:bg-primary hover:w-auto hover:gap-1.5 hover:px-2.5 transition-all overflow-hidden group/ai"
+                          onClick={() => handleImageTitleSuggestion()}
+                          disabled={isGeneratingImageTitle}
+                          title={t('notes.generateTitleFromImage') || 'Générer un titre'}>
+                          {isGeneratingImageTitle
+                            ? <Loader2 className="h-3.5 w-3.5 animate-spin shrink-0" />
+                            : <Sparkles className="h-3.5 w-3.5 shrink-0" />}
+                          <span className="text-[10px] font-medium whitespace-nowrap opacity-0 group-hover/ai:opacity-100 transition-opacity">{t('notes.suggestTitle') || 'Titre'}</span>
+                        </button>
+                      )}
+                      <Button variant="ghost" size="sm"
+                        className="absolute top-2 right-2 h-7 w-7 p-0 bg-background/80 opacity-0 group-hover:opacity-100 transition-opacity"
+                        onClick={() => setImages(images.filter((_, i) => i !== idx))}>
+                        <X className="h-3.5 w-3.5" />
+                      </Button>
+                    </div>
+                  ))}
+                </div>
+              )}
               <GhostTags
                 suggestions={filteredSuggestions}
                 addedTags={selectedLabels}
@@ -756,6 +824,34 @@ export function NoteInput({
             </>
           ) : (
             <div className="space-y-1.5 py-2">
+              {/* Images — rendered before checklist items */}
+              {images.length > 0 && (
+                <div className="flex flex-col gap-2 mb-2">
+                  {images.map((img, idx) => (
+                    <div key={idx} className="relative group inline-block w-fit">
+                      <img src={img} alt={`Upload ${idx + 1}`} className="max-h-64 rounded-lg object-contain block" />
+                      {!title && !content.trim() && aiAssistantEnabled && (
+                        <button
+                          type="button"
+                          className="absolute bottom-2 right-2 z-10 flex h-8 w-8 items-center justify-center rounded-full bg-primary/60 backdrop-blur-sm text-primary-foreground animate-pulse hover:animate-none hover:bg-primary hover:w-auto hover:gap-1.5 hover:px-2.5 transition-all overflow-hidden group/ai"
+                          onClick={() => handleImageTitleSuggestion()}
+                          disabled={isGeneratingImageTitle}
+                          title={t('notes.generateTitleFromImage') || 'Générer un titre'}>
+                          {isGeneratingImageTitle
+                            ? <Loader2 className="h-3.5 w-3.5 animate-spin shrink-0" />
+                            : <Sparkles className="h-3.5 w-3.5 shrink-0" />}
+                          <span className="text-[10px] font-medium whitespace-nowrap opacity-0 group-hover/ai:opacity-100 transition-opacity">{t('notes.suggestTitle') || 'Titre'}</span>
+                        </button>
+                      )}
+                      <Button variant="ghost" size="sm"
+                        className="absolute top-2 right-2 h-7 w-7 p-0 bg-background/80 opacity-0 group-hover:opacity-100 transition-opacity"
+                        onClick={() => setImages(images.filter((_, i) => i !== idx))}>
+                        <X className="h-3.5 w-3.5" />
+                      </Button>
+                    </div>
+                  ))}
+                </div>
+              )}
               {checkItems.map((item) => (
                 <div key={item.id} className="flex items-center gap-2 group">
                   <Checkbox className="shrink-0" />
@@ -788,22 +884,6 @@ export function NoteInput({
           )}
         </div>
 
-        {/* Images */}
-        {images.length > 0 && (
-          <div className="flex flex-col gap-2 px-5 pb-3">
-            {images.map((img, idx) => (
-              <div key={idx} className="relative group">
-                <img src={img} alt={`Upload ${idx + 1}`} className="max-h-64 rounded-lg object-contain" />
-                <Button variant="ghost" size="sm"
-                  className="absolute top-2 right-2 h-7 w-7 p-0 bg-background/80 opacity-0 group-hover:opacity-100 transition-opacity"
-                  onClick={() => setImages(images.filter((_, i) => i !== idx))}>
-                  <X className="h-3.5 w-3.5" />
-                </Button>
-              </div>
-            ))}
-          </div>
-        )}
-
         {/* Link previews */}
         {links.length > 0 && (
           <div className="flex flex-col gap-2 px-5 pb-3">
diff --git a/memento-note/components/notes-main-section.tsx b/memento-note/components/notes-main-section.tsx
index 7eb72b6..95ab56d 100644
--- a/memento-note/components/notes-main-section.tsx
+++ b/memento-note/components/notes-main-section.tsx
@@ -28,6 +28,7 @@ interface NotesMainSectionProps {
   noteHistoryMode?: 'manual' | 'auto'
   onOpenHistory?: (note: Note) => void
   onEnableHistory?: (noteId: string) => Promise<void>
+  onNoteCreated?: (note: Note) => void
 }
 
 export function NotesMainSection({
@@ -39,6 +40,7 @@ export function NotesMainSection({
   noteHistoryMode = 'manual',
   onOpenHistory,
   onEnableHistory,
+  onNoteCreated,
 }: NotesMainSectionProps) {
   if (viewMode === 'tabs') {
     return (
@@ -50,6 +52,7 @@ export function NotesMainSection({
           noteHistoryMode={noteHistoryMode}
           onOpenHistory={onOpenHistory}
           onEnableHistory={onEnableHistory}
+          onNoteCreated={onNoteCreated}
         />
       </div>
     )
diff --git a/memento-note/components/notes-tabs-view.tsx b/memento-note/components/notes-tabs-view.tsx
index d4aad73..82c20a6 100644
--- a/memento-note/components/notes-tabs-view.tsx
+++ b/memento-note/components/notes-tabs-view.tsx
@@ -86,6 +86,7 @@ interface NotesTabsViewProps {
   noteHistoryMode?: 'manual' | 'auto'
   onOpenHistory?: (note: Note) => void
   onEnableHistory?: (noteId: string) => Promise<void>
+  onNoteCreated?: (note: Note) => void
 }
 
 type SortOrder = 'date-desc' | 'date-asc' | 'title-asc' | 'title-desc'
@@ -256,6 +257,7 @@ function SortableNoteListItem({
 
         {/* Row 2: title */}
         <p
+          dir="auto"
           className={cn(
             'mb-1.5 text-[13.5px] leading-snug transition-colors',
             selected
@@ -268,7 +270,7 @@ function SortableNoteListItem({
 
         {/* Row 3: snippet */}
         {snippet && (
-          <p className="line-clamp-2 text-[12px] leading-relaxed text-muted-foreground/60">
+          <p dir="auto" className="line-clamp-2 text-[12px] leading-relaxed text-muted-foreground/60">
             {snippet}
           </p>
         )}
@@ -560,7 +562,6 @@ function NoteMetaSidebar({
             icon={note.isPinned ? <PinOff className="h-3.5 w-3.5" /> : <Pin className="h-3.5 w-3.5" />}
             label={note.isPinned ? t('notes.unpin') : t('notes.pin')}
             onClick={() => onPinToggle(note)}
-            disabled
           />
 
           {/* Archive */}
@@ -593,10 +594,11 @@ export function NotesTabsView({
   notes,
   onEdit,
   currentNotebookId,
-  
+
   noteHistoryMode = 'manual',
   onOpenHistory,
   onEnableHistory,
+  onNoteCreated,
 }: NotesTabsViewProps) {
   const { t, language } = useLanguage()
   const { triggerRefresh } = useNoteRefreshOptional()
@@ -667,21 +669,18 @@ export function NotesTabsView({
     return () => window.removeEventListener('label-deleted', handler)
   }, [])
 
-  // Sorted display items (does NOT affect persisted order)
+  // Sorted display items — pinned notes always float to the top
   const sortedItems = useMemo(() => {
-    if (sortOrder === 'date-desc') return [...items]
-    return [...items].sort((a, b) => {
-      if (sortOrder === 'date-asc') {
-        return new Date(a.updatedAt).getTime() - new Date(b.updatedAt).getTime()
-      }
-      if (sortOrder === 'title-asc') {
-        return (a.title || '').localeCompare(b.title || '')
-      }
-      if (sortOrder === 'title-desc') {
-        return (b.title || '').localeCompare(a.title || '')
-      }
+    const pinned = items.filter(n => n.isPinned)
+    const unpinned = items.filter(n => !n.isPinned)
+    const sortFn = (a: Note, b: Note) => {
+      if (sortOrder === 'date-desc') return new Date(b.updatedAt).getTime() - new Date(a.updatedAt).getTime()
+      if (sortOrder === 'date-asc') return new Date(a.updatedAt).getTime() - new Date(b.updatedAt).getTime()
+      if (sortOrder === 'title-asc') return (a.title || '').localeCompare(b.title || '')
+      if (sortOrder === 'title-desc') return (b.title || '').localeCompare(a.title || '')
       return 0
-    })
+    }
+    return [...pinned.sort(sortFn), ...unpinned.sort(sortFn)]
   }, [items, sortOrder])
 
   const sensors = useSensors(
@@ -727,6 +726,7 @@ export function NotesTabsView({
           return [...pinned, newNote, ...unpinned]
         })
         setSelectedId(newNote.id)
+        onNoteCreated?.(newNote)
         triggerRefresh()
       } catch {
         toast.error(t('notes.createFailed') || 'Impossible de créer la note')
@@ -739,6 +739,7 @@ export function NotesTabsView({
     setItems((prev) => prev.map((n) => n.id === note.id ? { ...n, isPinned: next } : n))
     try {
       await updateNote(note.id, { isPinned: next }, { skipRevalidation: true })
+      triggerRefresh()
       toast.success(next ? (t('notes.pinned') || 'Épinglée') : (t('notes.unpinned') || 'Désépinglée'))
     } catch {
       setItems((prev) => prev.map((n) => n.id === note.id ? { ...n, isPinned: note.isPinned } : n))
diff --git a/memento-note/lib/ai/services/image-description.service.ts b/memento-note/lib/ai/services/image-description.service.ts
new file mode 100644
index 0000000..473b154
--- /dev/null
+++ b/memento-note/lib/ai/services/image-description.service.ts
@@ -0,0 +1,151 @@
+import { generateText } from 'ai'
+import { readFile } from 'fs/promises'
+import path from 'path'
+import { getChatProvider } from '../factory'
+import { getSystemConfig } from '@/lib/config'
+
+export interface ImageDescriptionResult {
+  descriptions: Array<{
+    index: number
+    description: string
+  }>
+  suggestions?: Array<{
+    title: string
+    confidence: number
+    reasoning?: string
+  }>
+  combinedSummary?: string
+}
+
+const UPLOAD_DIR = path.join(process.cwd(), 'data', 'uploads')
+
+async function resolveImageAsBase64(imageUrl: string): Promise<string> {
+  const localMatch = imageUrl.match(/\/uploads\/(.+)/)
+  if (localMatch) {
+    const filePath = path.join(UPLOAD_DIR, localMatch[1])
+    const buffer = await readFile(filePath)
+    const ext = path.extname(imageUrl).toLowerCase()
+    const mime = ext === '.png' ? 'image/png' : ext === '.gif' ? 'image/gif' : ext === '.webp' ? 'image/webp' : 'image/jpeg'
+    return `data:${mime};base64,${buffer.toString('base64')}`
+  }
+
+  // Remote URL — fetch and convert
+  const res = await fetch(imageUrl)
+  if (!res.ok) throw new Error(`Failed to fetch image: ${imageUrl}`)
+  const contentType = res.headers.get('content-type') || 'image/jpeg'
+  const arrayBuffer = await res.arrayBuffer()
+  const base64 = Buffer.from(arrayBuffer).toString('base64')
+  return `data:${contentType};base64,${base64}`
+}
+
+export async function describeImages(
+  imageUrls: string[],
+  mode: 'description' | 'title',
+  language: string = 'fr'
+): Promise<ImageDescriptionResult> {
+  const config = await getSystemConfig()
+  const model = getChatProvider(config).getModel()
+
+  const isTitleMode = mode === 'title'
+  const langMap: Record<string, string> = {
+    fr: 'French', en: 'English', fa: 'Persian', ar: 'Arabic',
+    es: 'Spanish', de: 'German', it: 'Italian', pt: 'Portuguese',
+    ru: 'Russian', zh: 'Chinese', ja: 'Japanese', ko: 'Korean',
+    hi: 'Hindi', nl: 'Dutch', pl: 'Polish',
+  }
+  const langName = langMap[language] || 'English'
+
+  // Resolve all images as base64 data URLs (same approach as the chat route)
+  const imageDataUrls = await Promise.all(imageUrls.map(url => resolveImageAsBase64(url)))
+
+  if (isTitleMode) {
+    const prompt = imageUrls.length === 1
+      ? `Look carefully at this image and identify every concrete detail you can see: objects, people, animals, text, logos, colors, location/setting, actions, weather, time of day, style (photo/illustration/diagram), and any notable elements.
+
+Then generate 3 specific, descriptive titles (3-7 words each) in ${langName}. Each title must mention concrete elements actually visible in the image — do NOT use generic or abstract words like "beautiful scene", "interesting image", "visual content". Be precise and factual.
+
+Good example: "Red bicycle parked near a brick café wall"
+Bad example: "Beautiful urban scenery"
+
+Respond ONLY with a JSON array: [{"title": "title1", "confidence": 0.95}, {"title": "title2", "confidence": 0.85}, {"title": "title3", "confidence": 0.75}]`
+      : `Look carefully at these images and identify every concrete detail visible: objects, people, animals, text, logos, colors, locations, actions, weather, styles, and any notable elements across all images.
+
+Then generate 3 specific, descriptive titles (3-7 words each) in ${langName} that capture what these images collectively show. Each title must mention concrete elements actually visible — do NOT use generic or abstract words like "beautiful scenes", "collection of images". Be precise and factual.
+
+Good example: "Red bicycle and brick café on a sunny street"
+Bad example: "Beautiful urban scenery collection"
+
+Respond ONLY with a JSON array: [{"title": "title1", "confidence": 0.95}, {"title": "title2", "confidence": 0.85}, {"title": "title3", "confidence": 0.75}]`
+
+    const content: any[] = [{ type: 'text', text: prompt }]
+    for (const dataUrl of imageDataUrls) {
+      content.push({ type: 'image', image: dataUrl })
+    }
+
+    const { text } = await generateText({
+      model,
+      messages: [{ role: 'user', content }],
+    })
+
+    // Parse JSON response
+    const jsonMatch = text.match(/\[[\s\S]*\]/)
+    const parsed = jsonMatch ? JSON.parse(jsonMatch[0]) : []
+
+    const suggestions = parsed.map((t: any) => ({
+      title: t.title?.trim().replace(/^["']|["']$/g, '') || '',
+      confidence: Math.round((t.confidence || 0.5) * 100),
+      reasoning: undefined,
+    })).filter((s: any) => s.title)
+
+    return {
+      descriptions: [],
+      suggestions,
+    }
+  }
+
+  // Single image description
+  if (imageUrls.length === 1) {
+    const content: any[] = [
+      { type: 'text', text: `Describe this image in detail in ${langName}. Be specific about what you see: objects, people, colors, setting, mood, text visible. Keep it under 100 words.` },
+      { type: 'image', image: imageDataUrls[0] },
+    ]
+
+    const { text } = await generateText({
+      model,
+      messages: [{ role: 'user', content }],
+    })
+
+    return {
+      descriptions: [{ index: 0, description: text.trim() }],
+    }
+  }
+
+  // Multiple images: describe each individually
+  const descriptions: Array<{ index: number; description: string }> = []
+
+  for (let i = 0; i < imageDataUrls.length; i++) {
+    const content: any[] = [
+      { type: 'text', text: `Describe this image (image ${i + 1} of ${imageDataUrls.length}) in ${langName}. Be specific: objects, people, colors, setting, text visible. Under 80 words.` },
+      { type: 'image', image: imageDataUrls[i] },
+    ]
+
+    const { text } = await generateText({
+      model,
+      messages: [{ role: 'user', content }],
+    })
+
+    descriptions.push({ index: i, description: text.trim() })
+  }
+
+  // Combined summary
+  const allDescriptions = descriptions.map(d => d.description).join('\n')
+  const { text: summary } = await generateText({
+    model,
+    prompt: `Based on these individual image descriptions, write a brief (1-2 sentence) overall summary in ${langName} of what these images collectively show:\n\n${allDescriptions}`,
+  })
+
+  return {
+    descriptions,
+    combinedSummary: summary.trim(),
+  }
+}
diff --git a/memento-note/locales/en.json b/memento-note/locales/en.json
index ac40c8d..fdddfca 100644
--- a/memento-note/locales/en.json
+++ b/memento-note/locales/en.json
@@ -39,7 +39,8 @@
     "newNoteTabsHint": "Create note in this notebook",
     "noLabelsInNotebook": "No labels in this notebook yet",
     "archive": "Archive",
-    "trash": "Trash"
+    "trash": "Trash",
+    "clearFilter": "Remove filter"
   },
   "notes": {
     "title": "Notes",
@@ -186,7 +187,21 @@
     "sortDateDesc": "Date (newest)",
     "sortDateAsc": "Date (oldest)",
     "sortTitleAsc": "Title A → Z",
-    "sortTitleDesc": "Title Z → A"
+    "sortTitleDesc": "Title Z → A",
+    "suggestTitle": "AI title",
+    "generateTitleFromImage": "Generate title from image",
+    "titleGenerated": "Title generated",
+    "content": "Content",
+    "restore": "Restore",
+    "createFailed": "Failed to create note",
+    "updateFailed": "Failed to update note",
+    "archived": "Note archived",
+    "archiveFailed": "Failed to archive",
+    "sort": "Sort",
+    "confirmDeleteTitle": "Delete note",
+    "leftShare": "Share removed",
+    "dismissed": "Note dismissed from recent",
+    "generalNotes": "General Notes"
   },
   "pagination": {
     "previous": "←",
@@ -390,11 +405,14 @@
     "transformationsDesc": "Transformations — applied directly to the note",
     "writeMinWordsAction": "Write at least 5 words to activate AI actions.",
     "processingAction": "Processing...",
+    "noImagesError": "No images in this note",
+    "overview": "Overview",
     "action": {
       "clarify": "Clarify",
       "shorten": "Shorten",
       "improve": "Improve",
-      "toMarkdown": "To Markdown"
+      "toMarkdown": "To Markdown",
+      "describeImages": "Describe images"
     },
     "openAssistant": "Open AI Assistant",
     "poweredByMomento": "Powered by Momento AI",
@@ -409,7 +427,9 @@
     "historyTab": "History",
     "insightsTab": "Insights",
     "aiCopilot": "AI Copilot",
-    "suggestTitle": "AI title suggestion"
+    "suggestTitle": "AI title suggestion",
+    "generateTitleFromImage": "Generate title from image",
+    "titleGenerated": "Title generated from image"
   },
   "titleSuggestions": {
     "available": "Title suggestions",
@@ -750,7 +770,8 @@
     "pdfGeneratedOn": "Generated on:",
     "confidence": "confidence",
     "savingReminder": "Failed to save reminder",
-    "removingReminder": "Failed to remove reminder"
+    "removingReminder": "Failed to remove reminder",
+    "generatingDescription": "Please wait..."
   },
   "notebookSuggestion": {
     "title": "Move to {name}?",
@@ -1143,7 +1164,8 @@
     "notesViewDescription": "Choose how notes are shown on home and in notebooks.",
     "notesViewLabel": "Notes layout",
     "notesViewTabs": "Tabs (OneNote-style)",
-    "notesViewMasonry": "Cards (grid)"
+    "notesViewMasonry": "Cards (grid)",
+    "selectTheme": "Select theme"
   },
   "generalSettings": {
     "title": "General Settings",
@@ -1567,7 +1589,8 @@
     "createFailed": "Creation failed",
     "deleteSpace": "Delete space",
     "deleted": "Space deleted",
-    "deleteError": "Error deleting"
+    "deleteError": "Error deleting",
+    "rename": "Rename"
   },
   "lab": {
     "initializing": "Initializing workspace",
diff --git a/memento-note/locales/fr.json b/memento-note/locales/fr.json
index 6941557..599a2f9 100644
--- a/memento-note/locales/fr.json
+++ b/memento-note/locales/fr.json
@@ -396,11 +396,14 @@
     "transformationsDesc": "Transformations — appliquées directement à la note",
     "writeMinWordsAction": "Écrivez au moins 5 mots pour activer les actions IA.",
     "processingAction": "Traitement en cours...",
+    "noImagesError": "Aucune image dans cette note",
+    "overview": "Résumé",
     "action": {
       "clarify": "Clarifier",
       "shorten": "Raccourcir",
       "improve": "Améliorer",
-      "toMarkdown": "Convertir en Markdown"
+      "toMarkdown": "Convertir en Markdown",
+      "describeImages": "Décrire les images"
     },
     "openAssistant": "Ouvrir l'Assistant IA",
     "poweredByMomento": "Propulsé par Momento AI",
@@ -415,7 +418,9 @@
     "historyTab": "Historique",
     "insightsTab": "Insights",
     "aiCopilot": "Copilote IA",
-    "suggestTitle": "Suggestion de titre IA"
+    "suggestTitle": "Suggestion de titre IA",
+    "generateTitleFromImage": "Générer un titre à partir de l'image",
+    "titleGenerated": "Titre généré à partir de l'image"
   },
   "aiSettings": {
     "description": "Configurez vos fonctionnalités IA et préférences",
@@ -445,6 +450,7 @@
     "notesViewLabel": "Affichage des notes",
     "notesViewTabs": "Onglets (type OneNote)",
     "notesViewMasonry": "Cartes (grille)",
+    "selectTheme": "Sélectionner le thème",
     "title": "Apparence"
   },
   "auth": {
@@ -852,7 +858,8 @@
     "pdfGeneratedOn": "Généré le :",
     "confidence": "confiance",
     "savingReminder": "Erreur lors de la sauvegarde du rappel",
-    "removingReminder": "Erreur lors de la suppression du rappel"
+    "removingReminder": "Erreur lors de la suppression du rappel",
+    "generatingDescription": "Veuillez patienter..."
   },
   "notebookSuggestion": {
     "description": "Cette note semble appartenir à ce carnet",
@@ -1014,7 +1021,21 @@
     "sortDateDesc": "Date (récent)",
     "sortDateAsc": "Date (ancien)",
     "sortTitleAsc": "Titre A → Z",
-    "sortTitleDesc": "Titre Z → A"
+    "sortTitleDesc": "Titre Z → A",
+    "suggestTitle": "Titre IA",
+    "generateTitleFromImage": "Générer un titre à partir de l'image",
+    "titleGenerated": "Titre généré",
+    "content": "Contenu",
+    "restore": "Restaurer",
+    "createFailed": "Impossible de créer la note",
+    "updateFailed": "Mise à jour échouée",
+    "archived": "Note archivée",
+    "archiveFailed": "Échec de l'archivage",
+    "sort": "Trier",
+    "confirmDeleteTitle": "Supprimer la note",
+    "leftShare": "Partage retiré",
+    "dismissed": "Note retirée des récentes",
+    "generalNotes": "Notes générales"
   },
   "pagination": {
     "next": "→",
@@ -1178,7 +1199,8 @@
     "noLabelsInNotebook": "Aucune étiquette dans ce carnet",
     "notes": "Notes",
     "reminders": "Rappels",
-    "trash": "Corbeille"
+    "trash": "Corbeille",
+    "clearFilter": "Retirer le filtre"
   },
   "support": {
     "aiApiCosts": "Coûts API IA :",
@@ -1567,7 +1589,8 @@
     "createFailed": "Échec de la création",
     "deleteSpace": "Supprimer l'espace",
     "deleted": "Espace supprimé",
-    "deleteError": "Erreur lors de la suppression"
+    "deleteError": "Erreur lors de la suppression",
+    "rename": "Renommer"
   },
   "lab": {
     "initializing": "Initialisation de l'espace de travail",