diff --git a/src/components/RecentDocs/index.jsx b/src/components/RecentDocs/index.jsx
index d589515..51e4317 100644
--- a/src/components/RecentDocs/index.jsx
+++ b/src/components/RecentDocs/index.jsx
@@ -1,4 +1,4 @@
-import React, { useEffect, useState, useCallback } from 'react';
+import React, { useEffect, useState } from 'react';
 import Link from '@docusaurus/Link';
 import { useLocation } from '@docusaurus/router';
 import { useAllDocsData } from '@docusaurus/plugin-content-docs/client';
@@ -87,7 +87,7 @@ export default function RecentDocs() {
   // Read-only display (no tracking)
   const displayItems = items.length > 0 ? items : getStored();
 
-  // Don't show on homepage (intro)
+  // Don't show on homepage (intro) or empty state
   if (displayItems.length < 2) return null;
 
   return (
diff --git a/src/components/RecentDocs/styles.module.css b/src/components/RecentDocs/styles.module.css
index 469227c..c464df1 100644
--- a/src/components/RecentDocs/styles.module.css
+++ b/src/components/RecentDocs/styles.module.css
@@ -1,15 +1,15 @@
 .container {
-  margin-top: 1.5rem;
-  padding-top: 1rem;
-  border-top: 1px solid var(--ifm-color-emphasis-200);
+  /* Separator is handled by parent .recentSection */
 }
 
 .heading {
-  font-size: 0.82rem;
+  font-size: 0.72rem;
   font-weight: 600;
-  color: var(--ifm-color-emphasis-600);
-  margin-bottom: 0.6rem;
-  letter-spacing: 0.03em;
+  color: var(--ifm-color-emphasis-500);
+  margin-bottom: 0.35rem;
+  letter-spacing: 0.04em;
+  text-transform: uppercase;
+  padding: 0 0.25rem;
 }
 
 .list {
@@ -17,8 +17,8 @@
   padding: 0;
   margin: 0;
   display: flex;
-  flex-wrap: wrap;
-  gap: 0.35rem;
+  flex-direction: column;
+  gap: 1px;
 }
 
 .item {
@@ -26,40 +26,39 @@
 }
 
 .link {
-  display: inline-flex;
+  display: flex;
   align-items: center;
-  gap: 0.4rem;
-  padding: 0.3rem 0.65rem;
-  border: 1px solid var(--ifm-color-emphasis-300);
-  border-radius: 6px;
-  font-size: 0.82rem;
+  justify-content: space-between;
+  gap: 0.3rem;
+  padding: 0.3rem 0.5rem;
+  border-radius: 4px;
+  font-size: 0.8rem;
   text-decoration: none !important;
   color: var(--ifm-font-color-base);
-  transition: all 0.15s ease;
-  background: var(--ifm-card-background-color);
+  transition: all 0.12s ease;
 }
 
 .link:hover {
-  border-color: var(--ifm-color-primary);
-  color: var(--ifm-color-primary);
-  box-shadow: 0 1px 4px rgba(0, 0, 0, 0.06);
+  background: var(--ifm-menu-color-background-hover);
+  color: var(--ifm-menu-color-active);
 }
 
 .title {
   font-weight: 500;
   white-space: nowrap;
-  max-width: 160px;
   overflow: hidden;
   text-overflow: ellipsis;
+  flex: 1;
+  min-width: 0;
 }
 
 .time {
-  font-size: 0.72rem;
+  font-size: 0.68rem;
   color: var(--ifm-color-emphasis-400);
   white-space: nowrap;
   flex-shrink: 0;
 }
 
 .link:hover .time {
-  color: var(--ifm-color-primary-light);
+  color: var(--ifm-color-emphasis-600);
 }
diff --git a/src/theme/DocItem/Footer/index.tsx b/src/theme/DocItem/Footer/index.tsx
index 42c12d5..a665a93 100644
--- a/src/theme/DocItem/Footer/index.tsx
+++ b/src/theme/DocItem/Footer/index.tsx
@@ -3,7 +3,6 @@ import Footer from '@theme-original/DocItem/Footer';
 import type FooterType from '@theme/DocItem/Footer';
 import type {WrapperProps} from '@docusaurus/types';
 import DocFeedback from '../../../components/DocFeedback';
-import RecentDocs from '../../../components/RecentDocs';
 
 type Props = WrapperProps<typeof FooterType>;
 
@@ -12,7 +11,6 @@ export default function FooterWrapper(props: Props): ReactNode {
     <>
       <Footer {...props} />
       <DocFeedback />
-      <RecentDocs />
     </>
   );
 }
diff --git a/src/theme/DocSidebar/Desktop/index.tsx b/src/theme/DocSidebar/Desktop/index.tsx
new file mode 100644
index 0000000..8e7a519
--- /dev/null
+++ b/src/theme/DocSidebar/Desktop/index.tsx
@@ -0,0 +1,37 @@
+import React from 'react';
+import clsx from 'clsx';
+import {useThemeConfig} from '@docusaurus/theme-common';
+import Logo from '@theme/Logo';
+import CollapseButton from '@theme/DocSidebar/Desktop/CollapseButton';
+import Content from '@theme/DocSidebar/Desktop/Content';
+import type {Props} from '@theme/DocSidebar/Desktop';
+import RecentDocs from '../../../components/RecentDocs';
+
+import styles from './styles.module.css';
+
+function DocSidebarDesktop({path, sidebar, onCollapse, isHidden}: Props) {
+  const {
+    navbar: {hideOnScroll},
+    docs: {
+      sidebar: {hideable},
+    },
+  } = useThemeConfig();
+
+  return (
+    <div
+      className={clsx(
+        styles.sidebar,
+        hideOnScroll && styles.sidebarWithHideableNavbar,
+        isHidden && styles.sidebarHidden,
+      )}>
+      {hideOnScroll && <Logo tabIndex={-1} className={styles.sidebarLogo} />}
+      <Content path={path} sidebar={sidebar} />
+      <div className={styles.recentSection}>
+        <RecentDocs />
+      </div>
+      {hideable && <CollapseButton onClick={onCollapse} />}
+    </div>
+  );
+}
+
+export default React.memo(DocSidebarDesktop);
diff --git a/src/theme/DocSidebar/Desktop/styles.module.css b/src/theme/DocSidebar/Desktop/styles.module.css
new file mode 100644
index 0000000..882e3e3
--- /dev/null
+++ b/src/theme/DocSidebar/Desktop/styles.module.css
@@ -0,0 +1,44 @@
+@media (min-width: 997px) {
+  .sidebar {
+    display: flex;
+    flex-direction: column;
+    height: 100%;
+    padding-top: var(--ifm-navbar-height);
+    width: var(--doc-sidebar-width);
+  }
+
+  .sidebarWithHideableNavbar {
+    padding-top: 0;
+  }
+
+  .sidebarHidden {
+    opacity: 0;
+    visibility: hidden;
+  }
+
+  .sidebarLogo {
+    display: flex !important;
+    align-items: center;
+    margin: 0 var(--ifm-navbar-padding-horizontal);
+    min-height: var(--ifm-navbar-height);
+    max-height: var(--ifm-navbar-height);
+    color: inherit !important;
+    text-decoration: none !important;
+  }
+
+  .sidebarLogo img {
+    margin-right: 0.5rem;
+    height: 2rem;
+  }
+}
+
+.sidebarLogo {
+  display: none;
+}
+
+.recentSection {
+  flex-shrink: 0;
+  border-top: 1px solid var(--ifm-color-emphasis-200);
+  padding: 0.35rem 0.5rem 0.25rem;
+  background: var(--ifm-background-color);
+}