diff --git a/src/components/skeletons/archive_skeleton.rs b/src/components/skeletons/archive_skeleton.rs
index 162315d..d570b2d 100644
--- a/src/components/skeletons/archive_skeleton.rs
+++ b/src/components/skeletons/archive_skeleton.rs
@@ -6,7 +6,7 @@ use dioxus::prelude::*;
 #[component]
 pub fn ArchiveSkeleton() -> Element {
     rsx! {
-        div { class: "animate-pulse",
+        div {
             // 统计行占位
             div { class: "mt-2 mb-6",
                 div { class: "h-5 w-32 bg-gray-200 dark:bg-[#2a2a2a] rounded" }
diff --git a/src/components/skeletons/delayed_skeleton.rs b/src/components/skeletons/delayed_skeleton.rs
index 4a505d3..8d184b9 100644
--- a/src/components/skeletons/delayed_skeleton.rs
+++ b/src/components/skeletons/delayed_skeleton.rs
@@ -1,8 +1,8 @@
 use dioxus::prelude::*;
 
-/// 骨架屏显示前的最小延迟（毫秒）
-/// 加载时间低于此值时骨架屏不会显示，避免闪烁
-const SKELETON_DELAY_MS: u32 = 200;
+/// 骨架屏 pulse 动画延迟（毫秒）
+/// 加载时间低于此值时骨架屏只显示静态灰色块，避免 pulse 动画一闪而过
+const SKELETON_PULSE_DELAY_MS: u32 = 200;
 
 #[cfg(target_arch = "wasm32")]
 async fn sleep_ms(ms: u32) {
@@ -20,29 +20,27 @@ async fn sleep_ms(ms: u32) {
     tokio::time::sleep(std::time::Duration::from_millis(ms as u64)).await;
 }
 
-/// 延迟显示的骨架屏包装组件
+/// 延迟 pulse 动画的骨架屏包装组件
 ///
-/// 骨架屏区域始终占位，但初始时不可见（opacity-0）。
-/// 延迟 SKELETON_DELAY_MS 毫秒后，如果仍在加载，则淡入显示。
-/// 如果加载很快（< 200ms），用户完全看不到骨架屏。
+/// 骨架屏区域**立即显示**（灰色静态占位块），避免空白闪烁。
+/// 延迟 SKELETON_PULSE_DELAY_MS 毫秒后，如果仍在加载，则启动 pulse 动画。
+///
+/// 快加载（< 200ms）：用户只看到静态灰色块一闪而过，无动画感知
+/// 慢加载：灰色块正常 pulse，提示正在加载
 #[component]
 pub fn DelayedSkeleton(children: Element) -> Element {
-    let mut visible = use_signal(|| false);
+    let mut pulsing = use_signal(|| false);
 
     use_effect(move || {
         spawn(async move {
-            sleep_ms(SKELETON_DELAY_MS).await;
-            visible.set(true);
+            sleep_ms(SKELETON_PULSE_DELAY_MS).await;
+            pulsing.set(true);
         });
     });
 
     rsx! {
         div {
-            class: if visible() {
-                "opacity-100 transition-opacity duration-150"
-            } else {
-                "opacity-0"
-            },
+            class: if pulsing() { "animate-pulse" } else { "" },
             {children}
         }
     }
diff --git a/src/components/skeletons/home_skeleton.rs b/src/components/skeletons/home_skeleton.rs
index 30bc172..fc84e5b 100644
--- a/src/components/skeletons/home_skeleton.rs
+++ b/src/components/skeletons/home_skeleton.rs
@@ -7,7 +7,7 @@ use crate::components::skeletons::post_card_skeleton::PostCardSkeleton;
 #[component]
 pub fn HomeSkeleton() -> Element {
     rsx! {
-        div { class: "animate-pulse",
+        div {
             // 5 个文章卡片骨架
             for _ in 0..5 {
                 PostCardSkeleton {}
diff --git a/src/components/skeletons/post_card_skeleton.rs b/src/components/skeletons/post_card_skeleton.rs
index f16c01b..a62c516 100644
--- a/src/components/skeletons/post_card_skeleton.rs
+++ b/src/components/skeletons/post_card_skeleton.rs
@@ -6,7 +6,7 @@ use dioxus::prelude::*;
 pub fn PostCardSkeleton() -> Element {
     rsx! {
         article {
-            class: "mb-6 p-6 bg-white dark:bg-[#2e2e33] rounded-lg border border-gray-200 dark:border-[#333] animate-pulse",
+            class: "mb-6 p-6 bg-white dark:bg-[#2e2e33] rounded-lg border border-gray-200 dark:border-[#333]",
             // 标题占位 (模拟 h2 text-2xl font-bold)
             div { class: "h-7 w-3/4 bg-gray-200 dark:bg-[#2a2a2a] rounded mb-3" }
             // 摘要第一行
diff --git a/src/components/skeletons/post_detail_skeleton.rs b/src/components/skeletons/post_detail_skeleton.rs
index 84e863f..0033acc 100644
--- a/src/components/skeletons/post_detail_skeleton.rs
+++ b/src/components/skeletons/post_detail_skeleton.rs
@@ -5,7 +5,7 @@ use dioxus::prelude::*;
 #[component]
 pub fn PostDetailSkeleton() -> Element {
     rsx! {
-        article { class: "post-single animate-pulse",
+        article { class: "post-single",
             // 面包屑占位
             div { class: "h-4 w-48 bg-gray-200 dark:bg-[#2a2a2a] rounded mb-6" }
 
diff --git a/src/components/skeletons/search_skeleton.rs b/src/components/skeletons/search_skeleton.rs
index 3ed3515..2809de8 100644
--- a/src/components/skeletons/search_skeleton.rs
+++ b/src/components/skeletons/search_skeleton.rs
@@ -7,7 +7,7 @@ use crate::components::skeletons::post_card_skeleton::PostCardSkeleton;
 #[component]
 pub fn SearchSkeleton() -> Element {
     rsx! {
-        div { class: "space-y-6 py-4 animate-pulse",
+        div { class: "space-y-6 py-4",
             // 3 个结果卡片骨架
             for _ in 0..3 {
                 PostCardSkeleton {}
diff --git a/src/components/skeletons/tags_skeleton.rs b/src/components/skeletons/tags_skeleton.rs
index 3595803..d560477 100644
--- a/src/components/skeletons/tags_skeleton.rs
+++ b/src/components/skeletons/tags_skeleton.rs
@@ -7,7 +7,7 @@ use crate::components::skeletons::post_card_skeleton::PostCardSkeleton;
 #[component]
 pub fn TagsSkeleton() -> Element {
     rsx! {
-        div { class: "animate-pulse",
+        div {
             // 统计行占位
             div { class: "mt-2 mb-6",
                 div { class: "h-5 w-48 bg-gray-200 dark:bg-[#2a2a2a] rounded" }
@@ -39,7 +39,7 @@ pub fn TagsSkeleton() -> Element {
 #[component]
 pub fn TagDetailSkeleton() -> Element {
     rsx! {
-        div { class: "animate-pulse",
+        div {
             // 统计行占位
             div { class: "mt-2 mb-6",
                 div { class: "h-5 w-32 bg-gray-200 dark:bg-[#2a2a2a] rounded" }