diff --git a/EXHAUSTIVE_TODO_LIST.md b/EXHAUSTIVE_TODO_LIST.md
index 03609d403..598c6700e 100644
--- a/EXHAUSTIVE_TODO_LIST.md
+++ b/EXHAUSTIVE_TODO_LIST.md
@@ -3586,12 +3586,18 @@ Critical path dependencies:
     - **Result**: Tooltip component is ready to use, no dependency needed
   - **Rollback**: N/A (component already exists)
 
-- [ ] **Action 10.4.1.2**: Add tooltips to advanced features
+- [x] **Action 10.4.1.2**: Add tooltips to advanced features
   - **Scope**: Advanced UI elements - Add tooltips explaining usage
-  - **Dependencies**: Action 10.4.1.1 complete
+  - **Dependencies**: Action 10.4.1.1 complete ✅
   - **Risk**: LOW 🔒
-  - **Validation**: Tooltips appear on hover
-  - **Rollback**: Remove tooltips
+  - **Validation**: ✅ Tooltips added to advanced features:
+    - **AdvancedFilters component**: Added optional `tooltip` prop to explain what advanced filters are
+    - **LibraryPage view mode toggles**: Added tooltips to Grid and List view buttons explaining each view type
+    - **LibraryPage sort button**: Added tooltip explaining sorting functionality
+    - **LibraryPage bulk mode button**: Added tooltip explaining bulk selection mode (context-aware: different text when active vs inactive)
+    - **Tooltips use**: Tooltip component from `@/components/ui/tooltip` with hover trigger
+    - **Result**: Advanced features now have helpful tooltips that appear on hover, improving discoverability and reducing cognitive load
+  - **Rollback**: Remove tooltip props and Tooltip wrappers
 
 - [ ] **Action 10.4.1.3**: Create onboarding flow for new users (optional)
   - **Scope**: `apps/web/src/components/Onboarding.tsx` (create) - Guide new users through features
diff --git a/apps/web/src/components/AdvancedFilters.tsx b/apps/web/src/components/AdvancedFilters.tsx
index 2b5dde4c0..35a21fd29 100644
--- a/apps/web/src/components/AdvancedFilters.tsx
+++ b/apps/web/src/components/AdvancedFilters.tsx
@@ -2,6 +2,7 @@ import * as React from 'react';
 import { ChevronDown, ChevronUp, Filter } from 'lucide-react';
 import { cn } from '@/lib/utils';
 import { Collapsible } from './ui/collapsible';
+import { Tooltip } from './ui/tooltip';
 
 export interface AdvancedFiltersProps {
   /**
@@ -46,6 +47,12 @@ export interface AdvancedFiltersProps {
    * @default true
    */
   showIcon?: boolean;
+
+  /**
+   * Tooltip text to explain what advanced filters are
+   * If provided, wraps the trigger in a Tooltip component
+   */
+  tooltip?: string;
 }
 
 /**
@@ -87,6 +94,7 @@ export function AdvancedFilters({
   className,
   contentClassName,
   showIcon = true,
+  tooltip,
 }: AdvancedFiltersProps) {
   const [uncontrolledOpen, setUncontrolledOpen] = React.useState(defaultOpen);
 
@@ -103,16 +111,26 @@ export function AdvancedFilters({
 
   const ChevronIcon = isOpen ? ChevronUp : ChevronDown;
 
+  const triggerContent = (
+    <div className="flex items-center gap-2">
+      {showIcon && <Filter className="w-4 h-4" />}
+      <span>{label}</span>
+      <ChevronIcon className="w-4 h-4 ml-auto" />
+    </div>
+  );
+
+  const collapsibleTrigger = tooltip ? (
+    <Tooltip content={tooltip} position="top">
+      {triggerContent}
+    </Tooltip>
+  ) : (
+    triggerContent
+  );
+
   return (
     <div className={cn('w-full', className)}>
       <Collapsible
-        trigger={
-          <div className="flex items-center gap-2">
-            {showIcon && <Filter className="w-4 h-4" />}
-            <span>{label}</span>
-            <ChevronIcon className="w-4 h-4 ml-auto" />
-          </div>
-        }
+        trigger={collapsibleTrigger}
         open={isOpen}
         onOpenChange={handleToggle}
         defaultOpen={defaultOpen}
diff --git a/apps/web/src/features/library/pages/LibraryPage.tsx b/apps/web/src/features/library/pages/LibraryPage.tsx
index 2562432e0..534c90d30 100644
--- a/apps/web/src/features/library/pages/LibraryPage.tsx
+++ b/apps/web/src/features/library/pages/LibraryPage.tsx
@@ -54,6 +54,7 @@ import { ConfirmationDialog } from '@/components/ui/confirmation-dialog';
 import { LoadingState } from '@/components/ui/LoadingState';
 import { Sidebar } from '@/components/ui/Sidebar';
 import { BulkModeBanner } from '@/components/BulkModeBanner';
+import { Tooltip } from '@/components/ui/tooltip';
 import { logger } from '@/utils/logger';
 import { parseApiError } from '@/utils/apiErrorHandler';
 import { cn } from '@/lib/utils';
@@ -370,49 +371,61 @@ export default function LibraryPagePremium() {
               </Button>
             </>
           )}
-          <Button
-            variant={isBulkMode ? 'default' : 'outline'}
-            onClick={() => {
-              setIsBulkMode(!isBulkMode);
-              setSelectedTracks(new Set());
-            }}
-            size="sm"
+          <Tooltip
+            content={
+              isBulkMode
+                ? 'Annuler la sélection multiple'
+                : 'Activer le mode sélection multiple pour modifier plusieurs pistes à la fois'
+            }
           >
-            {isBulkMode ? (
-              <>
-                <X className="mr-2 h-4 w-4" />
-                Annuler
-              </>
-            ) : (
-              <>
-                <CheckSquare className="mr-2 h-4 w-4" />
-                Sélection
-              </>
-            )}
-          </Button>
+            <Button
+              variant={isBulkMode ? 'default' : 'outline'}
+              onClick={() => {
+                setIsBulkMode(!isBulkMode);
+                setSelectedTracks(new Set());
+              }}
+              size="sm"
+            >
+              {isBulkMode ? (
+                <>
+                  <X className="mr-2 h-4 w-4" />
+                  Annuler
+                </>
+              ) : (
+                <>
+                  <CheckSquare className="mr-2 h-4 w-4" />
+                  Sélection
+                </>
+              )}
+            </Button>
+          </Tooltip>
           <div className="flex items-center border border-white/10 rounded-lg overflow-hidden">
-            <button
-              onClick={() => setViewMode('grid')}
-              className={cn(
-                'p-2 transition-colors cursor-pointer hover:bg-white/5 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-kodo-cyan focus-visible:ring-offset-2 focus-visible:ring-offset-kodo-void',
-                viewMode === 'grid'
-                  ? 'bg-kodo-cyan/20 text-kodo-cyan'
-                  : 'text-kodo-secondary hover:text-white',
-              )}
-            >
-              <Grid3x3 className="w-4 h-4" />
-            </button>
-            <button
-              onClick={() => setViewMode('list')}
-              className={cn(
-                'p-2 transition-colors border-l border-white/10 cursor-pointer hover:bg-white/5 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-kodo-cyan focus-visible:ring-offset-2 focus-visible:ring-offset-kodo-void',
-                viewMode === 'list'
-                  ? 'bg-kodo-cyan/20 text-kodo-cyan'
-                  : 'text-kodo-secondary hover:text-white',
-              )}
-            >
-              <List className="w-4 h-4" />
-            </button>
+            <Tooltip content="Vue en grille - Affiche les pistes sous forme de cartes visuelles">
+              <button
+                onClick={() => setViewMode('grid')}
+                className={cn(
+                  'p-2 transition-colors cursor-pointer hover:bg-white/5 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-kodo-cyan focus-visible:ring-offset-2 focus-visible:ring-offset-kodo-void',
+                  viewMode === 'grid'
+                    ? 'bg-kodo-cyan/20 text-kodo-cyan'
+                    : 'text-kodo-secondary hover:text-white',
+                )}
+              >
+                <Grid3x3 className="w-4 h-4" />
+              </button>
+            </Tooltip>
+            <Tooltip content="Vue en liste - Affiche les pistes avec plus de détails et métadonnées">
+              <button
+                onClick={() => setViewMode('list')}
+                className={cn(
+                  'p-2 transition-colors border-l border-white/10 cursor-pointer hover:bg-white/5 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-kodo-cyan focus-visible:ring-offset-2 focus-visible:ring-offset-kodo-void',
+                  viewMode === 'list'
+                    ? 'bg-kodo-cyan/20 text-kodo-cyan'
+                    : 'text-kodo-secondary hover:text-white',
+                )}
+              >
+                <List className="w-4 h-4" />
+              </button>
+            </Tooltip>
           </div>
           <Button onClick={handleOpenUpload} size="sm">
             <Upload className="mr-2 h-4 w-4" />
@@ -485,17 +498,19 @@ export default function LibraryPagePremium() {
                 </label>
                 <DropdownMenu>
                   <DropdownMenuTrigger asChild>
-                    <Button variant="outline" size="sm" className="w-full justify-between">
-                      <span className="flex items-center gap-2">
-                        <ArrowUpDown className="h-4 w-4" />
-                        {sortBy === 'created_at'
-                          ? 'Date'
-                          : sortBy === 'title'
-                            ? 'Titre'
-                            : 'Popularité'}
-                        {sortOrder === 'asc' ? ' ↑' : ' ↓'}
-                      </span>
-                    </Button>
+                    <Tooltip content="Trier les pistes par date, titre ou popularité">
+                      <Button variant="outline" size="sm" className="w-full justify-between">
+                        <span className="flex items-center gap-2">
+                          <ArrowUpDown className="h-4 w-4" />
+                          {sortBy === 'created_at'
+                            ? 'Date'
+                            : sortBy === 'title'
+                              ? 'Titre'
+                              : 'Popularité'}
+                          {sortOrder === 'asc' ? ' ↑' : ' ↓'}
+                        </span>
+                      </Button>
+                    </Tooltip>
                   </DropdownMenuTrigger>
                   <DropdownMenuContent>
                     <DropdownMenuLabel>Trier par</DropdownMenuLabel>