diff --git a/public/favicon/favicon.ico b/public/favicon/favicon.ico
new file mode 100644
index 0000000..fb38cba
Binary files /dev/null and b/public/favicon/favicon.ico differ
diff --git a/public/favicon/icon-dark.ico b/public/favicon/icon-dark.ico
deleted file mode 100644
index 5f61d82..0000000
Binary files a/public/favicon/icon-dark.ico and /dev/null differ
diff --git a/public/favicon/icon-light.ico b/public/favicon/icon-light.ico
deleted file mode 100644
index 32ce082..0000000
Binary files a/public/favicon/icon-light.ico and /dev/null differ
diff --git a/src/i18n/languages/ru.ts b/src/i18n/languages/ru.ts
index 13c2aa2..046715a 100644
--- a/src/i18n/languages/ru.ts
+++ b/src/i18n/languages/ru.ts
@@ -111,8 +111,8 @@ export const ru: Translation = {
     [Key.skillLevelAdvanced]: "Продвинутый",
     [Key.skillLevelExpert]: "Эксперт",
     [Key.skillExperience]: "Опыт",
-    [Key.skillYears]: "лет",
-    [Key.skillMonths]: "месяцев",
+    [Key.skillYears]: " г.",
+    [Key.skillMonths]: " мес.",
     [Key.skillsTotal]: "Всего навыков",
     [Key.skillsExpert]: "Экспертный уровень",
     [Key.skillsAdvanced]: "Продвинутый",
diff --git a/src/pages/skills.astro b/src/pages/skills.astro
index f7ecc5a..586addb 100644
--- a/src/pages/skills.astro
+++ b/src/pages/skills.astro
@@ -6,7 +6,6 @@ import { LinkPresets } from "@constants/link-presets";
 import { LinkPreset } from "@/types/config";
 import { UNCATEGORIZED } from "@constants/constants";
 import {
-    getAdvancedSkills,
     getSkillStats,
     getSkillsByCategory,
     getTotalExperience,
@@ -25,11 +24,14 @@ const subtitle = LinkPresets[LinkPreset.Skills].description;
 
 // 获取技能统计信息
 const stats = getSkillStats();
-const advancedSkills = getAdvancedSkills();
 const totalExperience = getTotalExperience();
 
-// 获取所有分类
-const categories = [...new Set(skillsData.map((skill) => skill.category))];
+// 定义分类顺序
+const categoryOrder = ["frontend", "backend", "devops", "ai", "native", "tools", "ide", "softskills", "others"];
+
+// 获取所有分类并按指定顺序排序
+const allCategories = [...new Set(skillsData.map((skill) => skill.category))];
+const categories = categoryOrder.filter(cat => allCategories.includes(cat));
 
 // 按分类获取技能
 const skillsByCategory = categories.reduce(
@@ -110,20 +112,6 @@ const allIcons = skillsData.map((skill) => skill.icon).filter(Boolean);
                 </div>
             </div>
 
-            <!-- 专业技能 -->
-            {advancedSkills.length > 0 && (
-                <div class="mb-8">
-                    <h2 class="text-2xl font-bold text-black/90 dark:text-white/90 mb-4">
-                        {i18n(I18nKey.skillsAdvancedTitle)}
-                    </h2>
-                    <div class="grid grid-cols-1 md:grid-cols-2 gap-6">
-                        {advancedSkills.map((skill) => (
-                            <SkillCard skill={skill} size="large" showProgress={true} showIcon={true} />
-                        ))}
-                    </div>
-                </div>
-            )}
-
             <!-- 按分类展示技能 -->
             <div class="space-y-8">
                 {categories.map((category) => {
diff --git a/twilight.config.yaml b/twilight.config.yaml
index 858d3c7..cbda492 100644
--- a/twilight.config.yaml
+++ b/twilight.config.yaml
@@ -73,7 +73,13 @@ site:
         spinner:
             enable: true
             interval: 1.5
-    favicon: []
+    favicon:
+        -   src: "/favicon/favicon.ico"
+            theme: "light"
+            sizes: "96x96"
+        -   src: "/favicon/favicon.ico"
+            theme: "dark"
+            sizes: "96x96"
     bangumi:
         userId: "your-bangumi-id"
     generateOgImages: false