diff --git a/ai_agent_tutorials/ai_blackjack_game/.cache/41/cache.db b/ai_agent_tutorials/ai_blackjack_game/.cache/41/cache.db
index 2d29326..06eb485 100644
Binary files a/ai_agent_tutorials/ai_blackjack_game/.cache/41/cache.db and b/ai_agent_tutorials/ai_blackjack_game/.cache/41/cache.db differ
diff --git a/ai_agent_tutorials/ai_blackjack_game/ai_blackjack_agent.py b/ai_agent_tutorials/ai_blackjack_game/ai_blackjack_agent.py
index 7306a59..31b1118 100644
--- a/ai_agent_tutorials/ai_blackjack_game/ai_blackjack_agent.py
+++ b/ai_agent_tutorials/ai_blackjack_game/ai_blackjack_agent.py
@@ -57,18 +57,39 @@ dealer_ai = ConversableAgent(
     "dealer_ai",
     system_message="""
     You are the Dealer AI in a game of Blackjack. Follow these rules:
-    1. Start with two cards, one face up and one face down.
-    2. After the player finishes their turn, reveal your hidden card.
-    3. Hit until your hand value is at least 17.
-    4. If your hand value exceeds 21, you bust.
-    5. Do not make decisions for the player; only manage your own hand.
+    - You will receive your current hand and the player's final hand value.
+    - Decide whether to 'Hit' or 'Stand' based on the rules of Blackjack.
+    - You must hit until your hand value is at least 17.
+    - If your hand value exceeds 21, you bust.
+    - Respond with only 'H' for Hit or 'S' for Stand.
+    """,
+    llm_config={"config_list": [{"model": "gpt-4", "temperature": 0.2, "api_key": OPENAI_API_KEY}]},
+    human_input_mode="NEVER",
+)
+
+# Define the Judge AI using AutoGen
+judge_ai = ConversableAgent(
+    "judge_ai",
+    system_message="""
+    You are the Judge AI in a game of Blackjack. You will be provided with the player's final hand and the dealer's final hand. 
+    Your job is to determine the winner based on the rules of Blackjack:
+
+    Rules:
+    - The player with the hand value closest to 21 without exceeding it wins.
+    - If both players have the same hand value, it's a tie.
+    - If both players bust (exceed 21), the dealer wins.
+
+    Respond with:
+    - "Player" if the player wins.
+    - "Dealer" if the dealer wins.
+    - "Tie" if it's a tie.
     """,
     llm_config={"config_list": [{"model": "gpt-4", "temperature": 0.2, "api_key": OPENAI_API_KEY}]},
     human_input_mode="NEVER",
 )
 
 # Function to play a game of Blackjack
-def play_blackjack(player_ai, dealer_ai, max_rounds=5):
+def play_blackjack(player_ai, dealer_ai, judge_ai, max_rounds=5):
     for round_number in range(1, max_rounds + 1):
         print(f"\n--- Round {round_number} ---")
         random.shuffle(deck)
@@ -84,13 +105,12 @@ def play_blackjack(player_ai, dealer_ai, max_rounds=5):
 
             # Player AI decides to Hit or Stand
             player_ai_message = f"Your current hand is {player_hand} (Value: {player_value}). Dealer's upcard is {dealer_upcard}. Do you want to Hit or Stand? (H/S)"
-            response = player_ai.initiate_chat(
+            player_decision = player_ai.initiate_chat(
                 dealer_ai,
                 message=player_ai_message,
                 max_turns=1,
             )
             # Extract the Player AI's decision
-            player_decision = response
             if player_decision not in ['H', 'S']:
                 # Fallback decision if response is invalid
                 player_decision = 'S'
@@ -110,27 +130,34 @@ def play_blackjack(player_ai, dealer_ai, max_rounds=5):
         dealer_value = calculate_hand_value(dealer_hand)
         print(f"Dealer reveals hidden card: {dealer_hand[1]}")
         print(f"Dealer's Hand: {dealer_hand} (Value: {dealer_value})")
-        while dealer_value < 17:
-            dealer_hand.append(deal_card(deck))
-            dealer_value = calculate_hand_value(dealer_hand)
-            print(f"Dealer draws: {dealer_hand[-1]}")
-            if dealer_value > 21:
-                print(f"Dealer Busts! Hand: {dealer_hand} (Value: {dealer_value})")
+        while True:
+            # Dealer AI decides to Hit or Stand
+            dealer_ai_message = f"Your current hand is {dealer_hand} (Value: {dealer_value}). The player's final hand value is {player_value}. Do you want to Hit or Stand? (H/S)"
+            dealer_decision = dealer_ai.initiate_chat(
+                player_ai,  # Communicating with the player AI
+                message=dealer_ai_message,
+                max_turns=1,
+            )
+            # Extract the Dealer AI's decision
+            if dealer_decision not in ['H', 'S']:
+                # Fallback decision if response is invalid
+                dealer_decision = 'S'
+
+            if dealer_decision == 'H':
+                dealer_hand.append(deal_card(deck))
+                dealer_value = calculate_hand_value(dealer_hand)
+                print(f"Dealer draws: {dealer_hand[-1]}")
+                if dealer_value > 21:
+                    print(f"Dealer Busts! Hand: {dealer_hand} (Value: {dealer_value})")
+                    break
+            elif dealer_decision == 'S':
+                print(f"Dealer stands with hand: {dealer_hand} (Value: {dealer_value})")
                 break
 
-        # Determine winner
-        print(f"Player's Hand: {player_hand} (Value: {player_value})")
-        print(f"Dealer's Hand: {dealer_hand} (Value: {dealer_value})")
-        if player_value > 21:
-            print("Dealer Wins!")
-        elif dealer_value > 21:
-            print("Player Wins!")
-        elif player_value > dealer_value:
-            print("Player Wins!")
-        elif dealer_value > player_value:
-            print("Dealer Wins!")
-        else:
-            print("It's a Tie!")
+        # Judge determines the winner
+        judge_ai_message = f"Player's final hand: {player_hand} (Value: {player_value}). Dealer's final hand: {dealer_hand} (Value: {dealer_value}). Who wins?"
+        winner = judge_ai.generate_reply(messages=[{"content": judge_ai_message, "role": "user"}]) 
+        print(f"\n{winner} Wins!")
 
 # Run the game
-play_blackjack(player_ai, dealer_ai)
\ No newline at end of file
+play_blackjack(player_ai, dealer_ai, judge_ai)
\ No newline at end of file