diff --git a/locales/de.json b/locales/de.json
index 909fd2fa..595ce9a3 100644
--- a/locales/de.json
+++ b/locales/de.json
@@ -216,8 +216,6 @@
             "presetDeleteConfirmClick": "Zum Bestätigen erneut klicken",
             "presetOverwriteConfirm": "Voreinstellung \"{name}\" existiert bereits. Überschreiben?",
             "presetNamePlaceholder": "Voreinstellungsname...",
-            "restoreDefaults": "Standard wiederherstellen",
-            "noPresets": "Noch keine Voreinstellungen gespeichert. Filter unten auswählen und auf + klicken zum Speichern",
             "baseModel": "Basis-Modell",
             "modelTags": "Tags (Top 20)",
             "modelTypes": "Model Types",
diff --git a/locales/en.json b/locales/en.json
index 19de693e..229e8bda 100644
--- a/locales/en.json
+++ b/locales/en.json
@@ -216,8 +216,6 @@
             "presetDeleteConfirmClick": "Click again to confirm",
             "presetOverwriteConfirm": "Preset \"{name}\" already exists. Overwrite?",
             "presetNamePlaceholder": "Preset name...",
-            "restoreDefaults": "Restore defaults",
-            "noPresets": "No presets saved yet. Select filters below and click + to save",
             "baseModel": "Base Model",
             "modelTags": "Tags (Top 20)",
             "modelTypes": "Model Types",
diff --git a/locales/es.json b/locales/es.json
index 76f9366f..f8a9909b 100644
--- a/locales/es.json
+++ b/locales/es.json
@@ -216,8 +216,6 @@
             "presetDeleteConfirmClick": "Haga clic de nuevo para confirmar",
             "presetOverwriteConfirm": "El preset \"{name}\" ya existe. ¿Sobrescribir?",
             "presetNamePlaceholder": "Nombre del preajuste...",
-            "restoreDefaults": "Restaurar predeterminados",
-            "noPresets": "Aún no hay preajustes guardados. Seleccione filtros abajo y haga clic en + para guardar",
             "baseModel": "Modelo base",
             "modelTags": "Etiquetas (Top 20)",
             "modelTypes": "Model Types",
diff --git a/locales/fr.json b/locales/fr.json
index ee37339b..3b0694ab 100644
--- a/locales/fr.json
+++ b/locales/fr.json
@@ -216,8 +216,6 @@
             "presetDeleteConfirmClick": "Cliquez à nouveau pour confirmer",
             "presetOverwriteConfirm": "Le préréglage \"{name}\" existe déjà. Remplacer?",
             "presetNamePlaceholder": "Nom du préréglage...",
-            "restoreDefaults": "Restaurer les paramètres par défaut",
-            "noPresets": "Aucun préréglage enregistré. Sélectionnez des filtres ci-dessous et cliquez sur + pour enregistrer",
             "baseModel": "Modèle de base",
             "modelTags": "Tags (Top 20)",
             "modelTypes": "Model Types",
diff --git a/locales/he.json b/locales/he.json
index ddf39f10..c37998af 100644
--- a/locales/he.json
+++ b/locales/he.json
@@ -216,8 +216,6 @@
             "presetDeleteConfirmClick": "לחץ שוב לאישור",
             "presetOverwriteConfirm": "הפריסט \"{name}\" כבר קיים. לדרוס?",
             "presetNamePlaceholder": "שם קביעה מראש...",
-            "restoreDefaults": "שחזור ברירות מחדל",
-            "noPresets": "עדיין אין קביעות מראש שמורות. בחר מסננים למטה ולחץ על + כדי לשמור",
             "baseModel": "מודל בסיס",
             "modelTags": "תגיות (20 המובילות)",
             "modelTypes": "Model Types",
diff --git a/locales/ja.json b/locales/ja.json
index 76ef3f6c..465f50b7 100644
--- a/locales/ja.json
+++ b/locales/ja.json
@@ -216,8 +216,6 @@
             "presetDeleteConfirmClick": "もう一度クリックして確認",
             "presetOverwriteConfirm": "プリセット「{name}」は既に存在します。上書きしますか？",
             "presetNamePlaceholder": "プリセット名...",
-            "restoreDefaults": "デフォルトを復元",
-            "noPresets": "まだプリセットが保存されていません。下のフィルタを選択して+をクリックして保存",
             "baseModel": "ベースモデル",
             "modelTags": "タグ（上位20）",
             "modelTypes": "Model Types",
diff --git a/locales/ko.json b/locales/ko.json
index 8f3d57d5..326e8eee 100644
--- a/locales/ko.json
+++ b/locales/ko.json
@@ -216,8 +216,6 @@
             "presetDeleteConfirmClick": "다시 클릭하여 확인",
             "presetOverwriteConfirm": "프리셋 \"{name}\"이(가) 이미 존재합니다. 덮어쓰시겠습니까?",
             "presetNamePlaceholder": "프리셋 이름...",
-            "restoreDefaults": "기본값 복원",
-            "noPresets": "저장된 프리셋이 없습니다. 아래 필터를 선택하고 +를 클릭하여 저장",
             "baseModel": "베이스 모델",
             "modelTags": "태그 (상위 20개)",
             "modelTypes": "Model Types",
diff --git a/locales/ru.json b/locales/ru.json
index 5e6f35c2..a2e3b8d1 100644
--- a/locales/ru.json
+++ b/locales/ru.json
@@ -216,8 +216,6 @@
             "presetDeleteConfirmClick": "Нажмите еще раз для подтверждения",
             "presetOverwriteConfirm": "Пресет \"{name}\" уже существует. Перезаписать?",
             "presetNamePlaceholder": "Имя пресета...",
-            "restoreDefaults": "Восстановить по умолчанию",
-            "noPresets": "Пресеты еще не сохранены. Выберите фильтры ниже и нажмите + для сохранения",
             "baseModel": "Базовая модель",
             "modelTags": "Теги (Топ 20)",
             "modelTypes": "Model Types",
diff --git a/locales/zh-CN.json b/locales/zh-CN.json
index a630223b..e0e9b199 100644
--- a/locales/zh-CN.json
+++ b/locales/zh-CN.json
@@ -216,8 +216,6 @@
             "presetDeleteConfirmClick": "再次点击确认",
             "presetOverwriteConfirm": "预设 \"{name}\" 已存在。是否覆盖？",
             "presetNamePlaceholder": "预设名称...",
-            "restoreDefaults": "恢复默认",
-            "noPresets": "尚未保存预设。选择下方筛选器并点击 + 保存",
             "baseModel": "基础模型",
             "modelTags": "标签（前20）",
             "modelTypes": "Model Types",
diff --git a/locales/zh-TW.json b/locales/zh-TW.json
index dd379abd..a4f023b5 100644
--- a/locales/zh-TW.json
+++ b/locales/zh-TW.json
@@ -216,8 +216,6 @@
             "presetDeleteConfirmClick": "再次點擊確認",
             "presetOverwriteConfirm": "預設 \"{name}\" 已存在。是否覆蓋？",
             "presetNamePlaceholder": "預設名稱...",
-            "restoreDefaults": "恢復預設",
-            "noPresets": "尚未儲存預設。選擇下方篩選器並點擊 + 儲存",
             "baseModel": "基礎模型",
             "modelTags": "標籤（前 20）",
             "modelTypes": "Model Types",
diff --git a/static/css/components/search-filter.css b/static/css/components/search-filter.css
index 9345b09c..a8c5a8ed 100644
--- a/static/css/components/search-filter.css
+++ b/static/css/components/search-filter.css
@@ -660,15 +660,7 @@
     to { opacity: 1; }
 }
 
-.no-presets {
-    width: 100%;
-    padding: 12px 8px;
-    text-align: center;
-    font-size: 0.9em;
-    color: var(--text-color);
-    opacity: 0.6;
-    font-style: italic;
-}
+
 
 /* Mobile adjustments */
 @media (max-width: 768px) {
diff --git a/static/js/managers/FilterPresetManager.js b/static/js/managers/FilterPresetManager.js
index 3bbb5ba6..012c8480 100644
--- a/static/js/managers/FilterPresetManager.js
+++ b/static/js/managers/FilterPresetManager.js
@@ -195,9 +195,6 @@ export class FilterPresetManager {
         }
 
         if (!presets) {
-            if (this.currentPage === 'loras') {
-                return this.getDefaultPresets();
-            }
             return [];
         }
 
@@ -213,28 +210,12 @@ export class FilterPresetManager {
             return true;
         });
 
-        if (validPresets.length === 0 && this.currentPage === 'loras') {
-            return this.getDefaultPresets();
-        }
+
 
         return validPresets;
     }
 
-    getDefaultPresets() {
-        return [
-            {
-                name: "WAN Models",
-                filters: {
-                    baseModel: ["Wan Video*"],
-                    tags: {},
-                    license: {},
-                    modelTypes: []
-                },
-                createdAt: Date.now(),
-                isDefault: true
-            }
-        ];
-    }
+
 
     /**
      * Resolve base model patterns to actual available models
@@ -542,16 +523,7 @@ export class FilterPresetManager {
         return Array.isArray(localPresets) && localPresets.length > 0;
     }
 
-    async restoreDefaultPresets() {
-        const defaultPresets = this.getDefaultPresets();
-        await this.savePresets(defaultPresets);
-        this.renderPresets();
-        showToast(
-            translate('toast.presets.restored', {}, 'Default presets restored'),
-            {},
-            'success'
-        );
-    }
+
 
     /**
      * Check if the add button should be disabled
@@ -763,31 +735,6 @@ export class FilterPresetManager {
         const presets = this.loadPresets();
         presetsContainer.innerHTML = '';
 
-        // Show empty state with restore option if no presets
-        if (presets.length === 0) {
-            const emptyState = document.createElement('div');
-            emptyState.className = 'presets-empty-state';
-            emptyState.style.cssText = 'width: 100%; padding: 12px; text-align: center;';
-
-            const noPresetsMsg = document.createElement('div');
-            noPresetsMsg.className = 'no-presets';
-            noPresetsMsg.style.cssText = 'margin-bottom: 8px;';
-            noPresetsMsg.textContent = translate('header.filter.noPresets', {}, 'No presets saved yet. Select filters below and click + to save');
-
-            const restoreLink = document.createElement('button');
-            restoreLink.className = 'restore-defaults-btn';
-            restoreLink.style.cssText = 'background: none; border: none; color: var(--lora-accent); cursor: pointer; font-size: 13px; text-decoration: underline; padding: 4px 8px;';
-            restoreLink.textContent = translate('header.filter.restoreDefaults', {}, 'Restore defaults');
-            restoreLink.addEventListener('click', (e) => {
-                e.stopPropagation();
-                this.restoreDefaultPresets();
-            });
-
-            emptyState.appendChild(noPresetsMsg);
-            emptyState.appendChild(restoreLink);
-            presetsContainer.appendChild(emptyState);
-        }
-
         // Render existing presets
         presets.forEach(preset => {
             const presetEl = document.createElement('div');
@@ -840,7 +787,7 @@ export class FilterPresetManager {
             presetsContainer.appendChild(presetEl);
         });
 
-        // Add the "Add new preset" button as the last element
+        // Add the "Add new preset" button (always shown, unified style)
         const addBtn = document.createElement('div');
         addBtn.className = 'filter-preset add-preset-btn';
         addBtn.innerHTML = `<i class="fas fa-plus"></i> ${translate('common.actions.add', {}, 'Add')}`;
@@ -854,7 +801,7 @@ export class FilterPresetManager {
 
         presetsContainer.appendChild(addBtn);
 
-        // Update add button state
+        // Update add button state (handles disabled state based on filters)
         this.updateAddButtonState();
     }