diff --git a/frontend/dashboard.html b/frontend/dashboard.html
index 0131aad..2a00e07 100644
--- a/frontend/dashboard.html
+++ b/frontend/dashboard.html
@@ -79,28 +79,29 @@
                 return;
             }
 
-            tree.innerHTML = filtered.map(p => `
+            tree.innerHTML = filtered.map((p, idx) => `
                 <div class="mb-2">
                     <div class="collapse-header ${currentProject === p.project_name ? 'open' : ''}"
-                         onclick="toggleProject(this, '${escapeHtml(p.project_name)}')">
+                         onclick="toggleProject(this)" data-project="${escapeHtml(p.project_name)}">
                         <span class="collapse-arrow">▶</span>
                         <span class="text-sm font-medium">${escapeHtml(p.project_name)}</span>
                         <span class="text-xs text-muted ml-auto">${p.session_count}</span>
                     </div>
                     <div class="collapse-content ${currentProject === p.project_name ? 'open' : ''}"
-                         id="project-${escapeHtml(p.project_name).replace(/[^a-zA-Z0-9]/g, '_')}">
+                         id="project-${idx}">
                         <div class="sessions-container text-sm text-muted">加载中...</div>
                     </div>
                 </div>
             `).join('');
         }
 
-        async function toggleProject(header, projectName) {
+        async function toggleProject(header) {
             header.classList.toggle('open');
             const content = header.nextElementSibling;
             content.classList.toggle('open');
 
             if (content.classList.contains('open')) {
+                const projectName = header.getAttribute('data-project');
                 currentProject = projectName;
                 await loadSessions(projectName, content.querySelector('.sessions-container'));
             }
@@ -130,7 +131,9 @@
         async function selectSession(sessionId, projectName) {
             currentSession = sessionId;
             currentProject = projectName;
-            renderProjectTree(); // Re-render to highlight
+            // Update highlight without re-rendering the whole tree
+            document.querySelectorAll('.sessions-container .selected-session').forEach(el => el.classList.remove('selected-session'));
+            event.currentTarget.classList.add('selected-session');
 
             try {
                 const data = await API.get(`/api/dashboard/prompts?session_id=${encodeURIComponent(sessionId)}&page_size=50`);
diff --git a/frontend/static/common.css b/frontend/static/common.css
index f7e7ea5..9ad3d42 100644
--- a/frontend/static/common.css
+++ b/frontend/static/common.css
@@ -406,3 +406,8 @@ body {
 .w-full { width: 100%; }
 .truncate { overflow: hidden; text-overflow: ellipsis; white-space: nowrap; }
 .hidden { display: none !important; }
+
+.selected-session {
+    background: var(--bg-tertiary) !important;
+    border-left: 3px solid var(--accent-color);
+}