diff --git a/freqtrade/freqai/RL/Base3ActionRLEnv.py b/freqtrade/freqai/RL/Base3ActionRLEnv.py
index bf7b2fc7b..9bb4cc39f 100644
--- a/freqtrade/freqai/RL/Base3ActionRLEnv.py
+++ b/freqtrade/freqai/RL/Base3ActionRLEnv.py
@@ -127,17 +127,25 @@ class Base3ActionRLEnv(gym.Env):
             Action: Short, position: Long -> Close Long and Open Short
             """
 
-            if action == Actions.Neutral.value:
-                self._position = Positions.Neutral
-                trade_type = "neutral"
-            elif action == Actions.Long.value:
-                self._position = Positions.Long
-                trade_type = "long"
-            elif action == Actions.Short.value:
-                self._position = Positions.Short
-                trade_type = "short"
+            u_pnl = self.get_unrealized_profit()
+            # keep current position if upnl from -0.4% to 0.4%
+            if u_pnl <= 0.004 and u_pnl >= -0.004 and self._position != Positions.Neutral:
+                if action == Actions.Long.value and self._position == Positions.Short:
+                    self._position = Positions.Short
+                elif action == Actions.Short.value and self._position == Positions.Long:
+                    self._position = Positions.Long
             else:
-                print("case not defined")
+                if action == Actions.Neutral.value:
+                    self._position = Positions.Neutral
+                    trade_type = "neutral"
+                elif action == Actions.Long.value:
+                    self._position = Positions.Long
+                    trade_type = "long"
+                elif action == Actions.Short.value:
+                    self._position = Positions.Short
+                    trade_type = "short"
+                else:
+                    print("case not defined")
 
             # Update last trade tick
             self._last_trade_tick = self._current_tick