diff --git a/internal/session/manager.go b/internal/session/manager.go
index 4959a07..7667d42 100644
--- a/internal/session/manager.go
+++ b/internal/session/manager.go
@@ -2,6 +2,7 @@ package session
 
 import (
 	"log"
+	"sync"
 	"time"
 
 	"metazone.cc/metalab/internal/config"
@@ -15,18 +16,46 @@ type userStore interface {
 
 // Manager 会话管理器：创建、验证、销毁、续期
 type Manager struct {
-	store    Store
-	userRepo userStore
-	cfg      *config.Config
+	store       Store
+	userRepo    userStore
+	cfg         *config.Config
+	mu          sync.Mutex
+	recentLogin map[uint]*loginEntry // uid → 最近一次登录记录（防重复创建）
+}
+
+type loginEntry struct {
+	sid       string
+	ip        string
+	userAgent string
+	createdAt time.Time
 }
 
 // NewManager 构造函数
 func NewManager(store Store, userRepo userStore, cfg *config.Config) *Manager {
-	return &Manager{store: store, userRepo: userRepo, cfg: cfg}
+	return &Manager{
+		store:       store,
+		userRepo:     userRepo,
+		cfg:          cfg,
+		recentLogin:  make(map[uint]*loginEntry),
+	}
 }
 
-// Create 创建会话并写入存储
+// Create 创建会话并写入存储（同用户+同 IP+同 UA 在 10 秒内重复调用时返回已有会话，防重复创建）
 func (m *Manager) Create(user *model.User, rememberMe bool, ip, userAgent string) (string, error) {
+	m.mu.Lock()
+	// 幂等检查：同用户+同 IP+同 UA，10 秒内不重复创建
+	if entry, ok := m.recentLogin[user.ID]; ok {
+		if entry.ip == ip && entry.userAgent == userAgent && time.Since(entry.createdAt) < 10*time.Second {
+			// 验证旧会话仍然有效
+			if s, _ := m.store.Get(entry.sid); s != nil {
+				m.mu.Unlock()
+				log.Printf("[SessionManager] Create dedup uid=%d reuse sid=%s", user.ID, entry.sid[:16]+"...")
+				return entry.sid, nil
+			}
+		}
+	}
+	m.mu.Unlock()
+
 	sid, err := NewID()
 	if err != nil {
 		return "", err
@@ -47,6 +76,11 @@ func (m *Manager) Create(user *model.User, rememberMe bool, ip, userAgent string
 	if err := m.store.Set(s); err != nil {
 		return "", err
 	}
+
+	m.mu.Lock()
+	m.recentLogin[user.ID] = &loginEntry{sid: sid, ip: ip, userAgent: userAgent, createdAt: now}
+	m.mu.Unlock()
+
 	log.Printf("[SessionManager] Created sid=%s uid=%d rememberMe=%v ip=%s", sid[:16]+"...", user.ID, rememberMe, ip)
 	return sid, nil
 }
diff --git a/templates/MetaLab-2026/html/settings/index.html b/templates/MetaLab-2026/html/settings/index.html
index 7dcf627..4c7f9e1 100644
--- a/templates/MetaLab-2026/html/settings/index.html
+++ b/templates/MetaLab-2026/html/settings/index.html
@@ -125,7 +125,7 @@
                                 <span class="session-time">最后活动 {{.LastAccess.Format "2006-01-02 15:04"}}</span>
                             </div>
                             <div class="session-remark-row">
-                                <input type="text" class="session-remark-input" value="{{.Remark}}" placeholder="添加备注（如 我的笔记本）" maxlength="32" data-sid="{{.ID}}" {{if .IsCurrent}}readonly{{end}}>
+                                <input type="text" class="session-remark-input" value="{{.Remark}}" placeholder="添加备注（如 我的笔记本）" maxlength="32" data-sid="{{.ID}}" data-current="{{.IsCurrent}}">
                             </div>
                         </div>
                         <div class="session-action">
diff --git a/templates/MetaLab-2026/static/css/settings.css b/templates/MetaLab-2026/static/css/settings.css
index 748fc7c..7e5a215 100644
--- a/templates/MetaLab-2026/static/css/settings.css
+++ b/templates/MetaLab-2026/static/css/settings.css
@@ -690,15 +690,15 @@ body {
     background: #fff;
 }
 
-.session-remark-input[readonly] {
-    background: transparent;
-    border-color: transparent;
-    cursor: default;
+.session-remark-input[data-current="true"] {
+    background: rgba(46, 204, 113, .03);
+    border-color: rgba(46, 204, 113, .2);
 }
 
-.session-remark-input[readonly]:focus {
-    box-shadow: none;
-    border-color: transparent;
+.session-remark-input[data-current="true"]:focus {
+    border-color: var(--color-accent);
+    box-shadow: 0 0 0 3px rgba(52, 152, 219, .15);
+    background: #fff;
 }
 
 .session-action {
diff --git a/templates/MetaLab-2026/static/js/login.js b/templates/MetaLab-2026/static/js/login.js
index 28018ab..3976053 100644
--- a/templates/MetaLab-2026/static/js/login.js
+++ b/templates/MetaLab-2026/static/js/login.js
@@ -55,7 +55,14 @@
         doLogin(email, password);
     });
 
+    var loginInProgress = false;
+
     function doLogin(email, password) {
+        if (loginInProgress) return;
+        loginInProgress = true;
+        submitBtn.disabled = true;
+        submitBtn.textContent = '登录中...';
+
         var xhr = new XMLHttpRequest();
         xhr.open('POST', '/api/auth/login', true);
         xhr.setRequestHeader('Content-Type', 'application/json');
@@ -65,7 +72,9 @@
                 try { resp = JSON.parse(xhr.responseText); } catch (err) { resp = null; }
 
                 if (xhr.status === 200 && resp && resp.success && resp.action === 'confirm_restore') {
-                    // 注销账号登录 → 二次确认恢复
+                    loginInProgress = false;
+                    submitBtn.disabled = false;
+                    submitBtn.textContent = '登录';
                     if (confirm(resp.message + '\n\n确认继续登录将中止注销流程。')) {
                         doConfirmRestore(email, password);
                     }
@@ -75,6 +84,9 @@
                         window.location.href = '/';
                     }, 800);
                 } else {
+                    loginInProgress = false;
+                    submitBtn.disabled = false;
+                    submitBtn.textContent = '登录';
                     var msg = (resp && resp.message) ? resp.message : '登录失败，请稍后重试';
                     window.MetaLab.toast(toast, msg, true);
                 }
@@ -84,6 +96,11 @@
     }
 
     function doConfirmRestore(email, password) {
+        if (loginInProgress) return;
+        loginInProgress = true;
+        submitBtn.disabled = true;
+        submitBtn.textContent = '恢复中...';
+
         var xhr = new XMLHttpRequest();
         xhr.open('POST', '/api/auth/confirm-restore', true);
         xhr.setRequestHeader('Content-Type', 'application/json');
@@ -98,6 +115,9 @@
                         window.location.href = '/';
                     }, 800);
                 } else {
+                    loginInProgress = false;
+                    submitBtn.disabled = false;
+                    submitBtn.textContent = '登录';
                     var msg = (resp && resp.message) ? resp.message : '操作失败，请稍后重试';
                     window.MetaLab.toast(toast, msg, true);
                 }