diff --git a/Assets/_Game/Prefabs/Enemies/E001/ENM_CaoZhi.prefab b/Assets/_Game/Prefabs/Enemies/E001/ENM_CaoZhi.prefab
index 7b2fdc53..73d73506 100644
--- a/Assets/_Game/Prefabs/Enemies/E001/ENM_CaoZhi.prefab
+++ b/Assets/_Game/Prefabs/Enemies/E001/ENM_CaoZhi.prefab
@@ -173,6 +173,7 @@ GameObject:
   - component: {fileID: 47111425058439551}
   - component: {fileID: 8798631432003224959}
   - component: {fileID: 3225188436228842581}
+  - component: {fileID: 8800423420238451973}
   m_Layer: 13
   m_Name: ENM_CaoZhi
   m_TagString: Untagged
@@ -500,6 +501,19 @@ MonoBehaviour:
     obstructLayer:
       serializedVersion: 2
       m_Bits: 0
+--- !u!114 &8800423420238451973
+MonoBehaviour:
+  m_ObjectHideFlags: 0
+  m_CorrespondingSourceObject: {fileID: 0}
+  m_PrefabInstance: {fileID: 0}
+  m_PrefabAsset: {fileID: 0}
+  m_GameObject: {fileID: 4060394683168505230}
+  m_Enabled: 1
+  m_EditorHideFlags: 0
+  m_Script: {fileID: 11500000, guid: d92d657c6bbdfe246a7333e04f79f8f7, type: 3}
+  m_Name: 
+  m_EditorClassIdentifier: 
+  _definitionId: E001
 --- !u!1 &6141681234124103774
 GameObject:
   m_ObjectHideFlags: 0
@@ -564,7 +578,6 @@ MonoBehaviour:
     _Clip: {fileID: 0}
     _NormalizedStartTime: NaN
   _contactDamage: {fileID: 9135205194319985817}
-  _aggroSlotName: aggro
   references:
     version: 2
     RefIds: []
diff --git a/Assets/_Game/Scripts/Enemies/Abilities/ContactChaseAbility.cs b/Assets/_Game/Scripts/Enemies/Abilities/ContactChaseAbility.cs
index 2a2fb8d9..2cce83d7 100644
--- a/Assets/_Game/Scripts/Enemies/Abilities/ContactChaseAbility.cs
+++ b/Assets/_Game/Scripts/Enemies/Abilities/ContactChaseAbility.cs
@@ -29,10 +29,13 @@ namespace BaseGames.Enemies.Abilities
             if (_contactDamage != null)
                 _contactDamage.enabled = true;
 
-            // 追击直到玩家消失或被 AI 中断（退出追击的决策归 AI，见 EnemyBrainContext.InterruptAbilities）
+            // 追击直到玩家消失或被 AI 中断（退出追击的决策归 AI，见 EnemyBrainContext.InterruptAbilities）。
+            // 地面爬行怪用直接水平爬行追击（朝玩家方向），不依赖 A* 寻路。
+            float runSpeed = _enemy.Stats != null ? _enemy.Stats.RunSpeed : 0f;
             while (_enemy.PlayerTransform != null)
             {
-                _enemy.MoveTo(_enemy.PlayerTransform.position);
+                float dir = _enemy.PlayerTransform.position.x >= _enemy.transform.position.x ? 1f : -1f;
+                _enemy.MoveInDirectionWithSpeed(dir, runSpeed);
                 yield return null;
             }