diff --git a/core/pending_learning_ui.py b/core/pending_learning_ui.py
index c8c72b0..168f2c3 100644
--- a/core/pending_learning_ui.py
+++ b/core/pending_learning_ui.py
@@ -347,9 +347,10 @@ class PendingLearningUIMixin:
         PillButton(actions, text="忽略", variant="ghost", size="sm",
                    command=lambda p=pid: self._ignore_pending_from_dialog(p, dialog),
                    ).pack(side=tk.LEFT, padx=2)
-        PillButton(actions, text="删除", variant="danger", size="sm",
-                   command=lambda p=pid: self._delete_pending_from_dialog(p, dialog),
-                   ).pack(side=tk.LEFT, padx=2)
+        # 删除与忽略对列表效果接近，暂隐藏硬删除入口
+        # PillButton(actions, text="删除", variant="danger", size="sm",
+        #            command=lambda p=pid: self._delete_pending_from_dialog(p, dialog),
+        #            ).pack(side=tk.LEFT, padx=2)
 
     def _ignore_all_pending(self, items, dialog):
         if not messagebox.askyesno("确认", f"确定忽略全部 {len(items)} 条待学习记录？", parent=dialog):
diff --git a/ui/pending_learning_ui.py b/ui/pending_learning_ui.py
index 44f3469..4835d8d 100644
--- a/ui/pending_learning_ui.py
+++ b/ui/pending_learning_ui.py
@@ -394,9 +394,10 @@ class PendingLearningUIMixin:
         PillButton(actions, text="忽略", variant="ghost", size="sm",
                    command=lambda p=pid: self._ignore_pending_from_dialog(p, dialog),
                    ).pack(side=tk.LEFT, padx=2)
-        PillButton(actions, text="删除", variant="danger", size="sm",
-                   command=lambda p=pid: self._delete_pending_from_dialog(p, dialog),
-                   ).pack(side=tk.LEFT, padx=2)
+        # 删除与忽略对列表效果接近，暂隐藏硬删除入口
+        # PillButton(actions, text="删除", variant="danger", size="sm",
+        #            command=lambda p=pid: self._delete_pending_from_dialog(p, dialog),
+        #            ).pack(side=tk.LEFT, padx=2)
 
     def _ignore_all_pending(self, items, dialog):
         if not messagebox.askyesno("确认", f"确定忽略全部 {len(items)} 条待学习记录？", parent=dialog):