obs stringlengths 526 1.05k | prediction stringlengths 221 2.83k |
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Hand #1 - PREFLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: No cards yet
Pot: 20 chips
Your chips: 990
Opponent's action: CALL
Situation: Opponent called your bet of 10 (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ]
Pot: 20 chips
Your chips: 990
Situatio... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Pot: 180 chips
Your chips: 910
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you RAISE 200:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Your hand: [ J ♣ ] [ 7 ♥ ]
Opponent's hand: [ K ♠ ] [ 9 ♦ ]
Final pot: 580 chips
Ending stack: 710 chips
Net chip change this hand: ... |
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ]
Pot: 20 chips
Your chips: 990
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL - call the bet (costs 0 chips)
... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ]
Pot: 20 chips
Your chips: 990
O... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Pot: 280 chips
Your chips: 860
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you RAISE 380:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Your hand: [ J ♣ ] [ 7 ♥ ]
Opponent's hand: [ K ♠ ] [ 9 ♦ ]
Final pot: 1040 chips
Ending stack: 480 chips
Net chip change this hand:... |
=== Brief ===
Objective: Maximize profit against the opponent across independent poker hands.
Task Unit: One complete poker hand.
Reward: Reward is the chip profit or loss from the hand; higher profit is better.
Completion: An instance completes when the current hand ends and the chip outcome is revealed.
Constraints:
... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Invalid poker action: Player 0 has state IN cannot CALL
The hand state was not changed. Choose one of the legal actions for the current betting state.
Next decision state:
Hand #1 - PREFLOP
Table: Heads-up Texas Hold'em (2 playe... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Pot: 320 chips
Your chips: 840
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Invalid poker action: Player 0 has state IN cannot CALL
The hand state was not changed. Choose one of the legal actions for the current betting state.
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Your hand: [ J ♣ ] [ 7 ♥ ]
Opponent's hand: [ K ♠ ] [ 9 ♦ ]
Final pot: 20 chips
Ending stack: 990 chips
Net chip change this hand: -10 c... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Your hand: [ J ♣ ] [ 7 ♥ ]
Opponent's hand: [ K ♠ ] [ 9 ♦ ]
Final pot: 80 chips
Ending stack: 960 chips
Net chip change this hand: -40 c... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Pot: 20 chips
Your chi... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Invalid poker action: Player 0 has state IN cannot CALL
The hand state was not changed. Choose one of the legal actions for the current betting state.
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL -... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♣ ] [ 7 ♥ ]
Board: [ 6 ♣ ] [ A ♠ ] [ 6 ♠ ] [ 9 ♣ ] [ 9 ♠ ]
Pot: 80 chips
Your chi... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 70 chips
Your chips: 965
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Invalid poker action: Player 0 has state IN cannot CALL
The hand state was not changed. Choose one of the legal actions for the current betting state.
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players... |
=== Brief ===
Objective: Maximize profit against the opponent across independent poker hands.
Task Unit: One complete poker hand.
Reward: Reward is the chip profit or loss from the hand; higher profit is better.
Completion: An instance completes when the current hand ends and the chip outcome is revealed.
Constraints:
... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ]
Pot: 20 chips
Your chips: 990... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 50 chips
Your chips: 975
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fo... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 50 chips
Ending stack: 975 chips
Net chip change this hand: -25 c... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 100 chips
Your chips: 950
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - f... | Predicted next state for each candidate action:
If you RAISE 50:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 200... |
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 40 chips
Your chips: 980
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - f... | Predicted next state for each candidate action:
If you FOLD:
Resulting outcome:
FEEDBACK: Hand 10 complete: You LOST!
Final pot: 40 chips
Ending stack: 980 chips
Net chip change this hand: -20 chips
Total profit: -175 chips |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 60 chips
Your chips: 970
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your h... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 60 chi... |
Hand #10 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ]
Pot: 40 chips
Your chips: 980
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #10 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 40 chips
Your ... |
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ]
Pot: 50 chips
Your chips: 975
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 50 chips
Your c... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 60 chips
Your chips: 970
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fo... | Predicted next state for each candidate action:
If you RAISE 40:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 140... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 80 chips
Your chips: 960
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 80 chips
Ending stack: 960 chips
Net chip change this hand: -40 c... |
Hand #10 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ]
Pot: 50 chips
Your chips: 975
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your... | Predicted next state for each candidate action:
If you RAISE 25:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #10 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 100 chips
Y... |
Hand #10 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 100 chips
Your chips: 950
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - ... | Predicted next state for each candidate action:
If you RAISE 50:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 20... |
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ]
Pot: 20 chips
Your chips: 990
Opponent's actions: CHECK -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 20 chips
Your c... |
Hand #10 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 160 chips
Your chips: 920
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - ... | Predicted next state for each candidate action:
If you RAISE 100:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 3... |
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 60 chips
Your chips: 970
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - f... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 10 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 60 chips
Ending stack: 970 chips
Net chip change this hand: -30 ... |
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 400 chips
Your chips: 800
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you RAISE 300:
Resulting outcome:
FEEDBACK: Hand 10 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 1000 chips
Ending stack: 500 chips
Net chip change this hand... |
=== Brief ===
Objective: Maximize profit against the opponent across independent poker hands.
Task Unit: One complete poker hand.
Reward: Reward is the chip profit or loss from the hand; higher profit is better.
Completion: An instance completes when the current hand ends and the chip outcome is revealed.
Constraints:
... | Predicted next state for each candidate action:
If you RAISE 20:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #10 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ]
Pot: 40 chips
Your chips... |
Hand #10 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 120 chips
Your chips: 940
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - ... | Predicted next state for each candidate action:
If you RAISE 60:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 24... |
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 200 chips
Your chips: 900
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 10 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 200 chips
Ending stack: 900 chips
Net chip change this hand: -10... |
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 240 chips
Your chips: 880
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you RAISE 120:
Resulting outcome:
FEEDBACK: Hand 10 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 480 chips
Ending stack: 760 chips
Net chip change this hand:... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 140 chips
Your chips: 930
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you RAISE 60:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 260 chips
Ending stack: 870 chips
Net chip change this hand: -... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your h... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 20 chi... |
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ]
Pot: 60 chips
Your chips: 970
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 60 chips
Your c... |
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 560 chips
Your chips: 720
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you RAISE 700:
Resulting outcome:
FEEDBACK: Hand 10 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 1960 chips
Ending stack: 20 chips
Net chip change this hand:... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 40 chips
Your chips: 980
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fo... | Predicted next state for each candidate action:
If you RAISE 15:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 70 ... |
Hand #10 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 40 chips
Your chips: 980
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 40 ch... |
Hand #10 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 60 chips
Your chips: 970
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 60 ch... |
Hand #10 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ]
Pot: 60 chips
Your chips: 970
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #10 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 60 chips
Your ... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 60 chips
Your chips: 970
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fo... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 60 chips
Ending stack: 970 chips
Net chip change this hand: -30 c... |
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ]
Pot: 40 chips
Your chips: 980
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your ... | Predicted next state for each candidate action:
If you RAISE 30:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 100 chips
Yo... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ]
Pot: 50 chips
Your chips: 975
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your h... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 50 chi... |
Hand #10 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 360 chips
Your chips: 820
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you RAISE 100:
Resulting outcome:
FEEDBACK: Hand 10 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 560 chips
Ending stack: 720 chips
Net chip change this hand:... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fo... | Predicted next state for each candidate action:
If you RAISE 10:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 40 chips
Ending stack: 980 chips
Net chip change this hand: -2... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 9 ♦ ] [ A ♣ ]
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Pot: 200 chips
Your chips: 900
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you RAISE 100:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 5 ♦ ] [ 6 ♦ ] [ T ♦ ] [ 4 ♥ ] [ 3 ♥ ]
Your hand: [ 9 ♦ ] [ A ♣ ]
Opponent's hand: [ J ♠ ] [ 5 ♣ ]
Final pot: 400 chips
Ending stack: 800 chips
Net chip change this hand: ... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ] [ 5 ♥ ] [ 2 ♠ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fo... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 1 complete: You WON!
SHOWDOWN:
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ] [ 5 ♥ ] [ 2 ♠ ]
Your hand: [ 2 ♥ ] [ T ♠ ]
Opponent's hand: [ K ♦ ] [ 4 ♥ ]
Final pot: 20 chips
Ending stack: 1010 chips
Net chip change this hand: +10 c... |
Hand #2 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ]
Pot: 20 chips
Your chips: 990
Opponent's actions: CHECK -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #2 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ] [ 5 ♥ ]
Pot: 20 chips
Your c... |
=== Brief ===
Objective: Maximize profit against the opponent across independent poker hands.
Task Unit: One complete poker hand.
Reward: Reward is the chip profit or loss from the hand; higher profit is better.
Completion: An instance completes when the current hand ends and the chip outcome is revealed.
Constraints:
... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #2 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ]
Pot: 20 chips
Your chips: 990... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ] [ 5 ♥ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your h... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ] [ 5 ♥ ] [ 2 ♠ ]
Pot: 20 chi... |
Hand #2 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ] [ 5 ♥ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your h... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #2 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ] [ 5 ♥ ] [ 2 ♠ ]
Pot: 20 chi... |
=== Brief ===
Objective: Maximize profit against the opponent across independent poker hands.
Task Unit: One complete poker hand.
Reward: Reward is the chip profit or loss from the hand; higher profit is better.
Completion: An instance completes when the current hand ends and the chip outcome is revealed.
Constraints:
... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ]
Pot: 20 chips
Your chips: 990... |
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ]
Pot: 20 chips
Your chips: 990
Opponent's actions: CHECK -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ] [ 5 ♥ ]
Pot: 20 chips
Your c... |
Hand #2 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ 2 ♥ ] [ T ♠ ]
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ] [ 5 ♥ ] [ 2 ♠ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fo... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 2 complete: You WON!
SHOWDOWN:
Board: [ J ♥ ] [ 6 ♠ ] [ 9 ♦ ] [ 5 ♥ ] [ 2 ♠ ]
Your hand: [ 2 ♥ ] [ T ♠ ]
Opponent's hand: [ K ♦ ] [ 4 ♥ ]
Final pot: 20 chips
Ending stack: 1010 chips
Net chip change this hand: +10 c... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Pot: 20 chips
Your chi... |
=== Brief ===
Objective: Maximize profit against the opponent across independent poker hands.
Task Unit: One complete poker hand.
Reward: Reward is the chip profit or loss from the hand; higher profit is better.
Completion: An instance completes when the current hand ends and the chip outcome is revealed.
Constraints:
... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Invalid poker action: Player 0 has state IN cannot CALL
The hand state was not changed. Choose one of the legal actions for the current betting state.
Next decision state:
Hand #1 - PREFLOP
Table: Heads-up Texas Hold'em (2 playe... |
Hand #3 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #3 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Pot: 20 chips
Your chi... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Your hand: [ J ♥ ] [ 3 ♣ ]
Opponent's hand: [ Q ♦ ] [ 4 ♣ ]
Final pot: 20 chips
Ending stack: 990 chips
Net chip change this hand: -10 c... |
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ]
Pot: 20 chips
Your chips: 990
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL - call the bet (costs 0 chips)
... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ]
Pot: 20 chips
Your chips: 990
O... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL -... | Predicted next state for each candidate action:
If you RAISE 120:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Pot: 320 chips
You... |
Hand #3 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL -... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #3 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Pot: 80 chips
Your chi... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Pot: 320 chips
Your chips: 840
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you RAISE 400:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Your hand: [ J ♥ ] [ 3 ♣ ]
Opponent's hand: [ Q ♦ ] [ 4 ♣ ]
Final pot: 1120 chips
Ending stack: 440 chips
Net chip change this hand:... |
Hand #3 - PREFLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: No cards yet
Pot: 20 chips
Your chips: 990
Opponent's action: CALL
Situation: Opponent called your bet of 10 (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #3 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ]
Pot: 20 chips
Your chips: 990
Situatio... |
Hand #3 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 3 complete: You LOST!
SHOWDOWN:
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Your hand: [ J ♥ ] [ 3 ♣ ]
Opponent's hand: [ Q ♦ ] [ 4 ♣ ]
Final pot: 80 chips
Ending stack: 960 chips
Net chip change this hand: -40 c... |
Hand #3 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 3 complete: You LOST!
SHOWDOWN:
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Your hand: [ J ♥ ] [ 3 ♣ ]
Opponent's hand: [ Q ♦ ] [ 4 ♣ ]
Final pot: 20 chips
Ending stack: 990 chips
Net chip change this hand: -10 c... |
Hand #1 - PREFLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: No cards yet
Pot: 20 chips
Your chips: 990
Opponent's action: CALL
Situation: Opponent called your bet of 10 (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ]
Pot: 20 chips
Your chips: 990
Situatio... |
=== Brief ===
Objective: Maximize profit against the opponent across independent poker hands.
Task Unit: One complete poker hand.
Reward: Reward is the chip profit or loss from the hand; higher profit is better.
Completion: An instance completes when the current hand ends and the chip outcome is revealed.
Constraints:
... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Invalid poker action: Player 0 has state IN cannot CALL
The hand state was not changed. Choose one of the legal actions for the current betting state.
Next decision state:
Hand #3 - PREFLOP
Table: Heads-up Texas Hold'em (2 playe... |
Hand #3 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ]
Pot: 20 chips
Your chips: 990
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL - call the bet (costs 0 chips)
... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #3 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ]
Pot: 20 chips
Your chips: 990
O... |
Hand #3 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ J ♥ ] [ 3 ♣ ]
Board: [ 6 ♦ ] [ 7 ♦ ] [ 3 ♦ ] [ T ♥ ] [ 9 ♦ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand... | Predicted next state for each candidate action:
If you FOLD:
Resulting outcome:
FEEDBACK: Hand 3 complete: You LOST!
Final pot: 80 chips
Ending stack: 960 chips
Net chip change this hand: -40 chips
Total profit: -85 chips |
Hand #4 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ]
Pot: 60 chips
Your chips: 970
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL - call th... | Predicted next state for each candidate action:
If you RAISE 50:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #4 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 160 chips
Your chips: 9... |
Hand #4 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 160 chips
Your chips: 920
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #4 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 160 chips
Your ch... |
Hand #1 - PREFLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: No cards yet
Pot: 20 chips
Your chips: 990
Opponent's action: CALL
Situation: Opponent called your bet of 10 (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ]
Pot: 20 chips
Your chips: 990
Situatio... |
Hand #4 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 200 chips
Your chips: 900
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you RAISE 250:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #4 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 700 chips
You... |
Hand #4 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 360 chips
Your chips: 820
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you FOLD:
Resulting outcome:
FEEDBACK: Hand 4 complete: You LOST!
Final pot: 360 chips
Ending stack: 820 chips
Net chip change this hand: -180 chips
Total profit: -265 chips |
Hand #4 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ]
Pot: 20 chips
Your chips: 990
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL - call the bet (costs 0 chips)
... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #4 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 20 chips
Your chips: 990
O... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Invalid poker action: Player 0 has state IN cannot CALL
The hand state was not changed. Choose one of the legal actions for the current betting state.
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players... |
Hand #4 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 40 chips
Your chips: 980
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you FOLD:
Resulting outcome:
FEEDBACK: Hand 4 complete: You LOST!
Final pot: 40 chips
Ending stack: 980 chips
Net chip change this hand: -20 chips
Total profit: -45 chips |
Hand #4 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 700 chips
Your chips: 650
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 4 complete: You WON!
SHOWDOWN:
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Your hand: [ A ♣ ] [ 9 ♠ ]
Opponent's hand: [ 3 ♥ ] [ 5 ♥ ]
Final pot: 700 chips
Ending stack: 1350 chips
Net chip change this hand: +350... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 1 complete: You WON!
SHOWDOWN:
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Your hand: [ A ♣ ] [ 9 ♠ ]
Opponent's hand: [ 3 ♥ ] [ 5 ♥ ]
Final pot: 20 chips
Ending stack: 1010 chips
Net chip change this hand: +10 c... |
Hand #4 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 40 chips
Your chips: 980
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #4 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 40 chips
Your chi... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Invalid poker action: Player 0 has state IN cannot CALL
The hand state was not changed. Choose one of the legal actions for the current betting state.
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players... |
Hand #4 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #4 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 20 chips
Your chi... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL -... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 80 chips
Your chi... |
Hand #4 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ]
Pot: 40 chips
Your chips: 980
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL - call th... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #4 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 40 chips
Your chips: 980
O... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 50 chips
Your chips: 975
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 1 complete: You WON!
SHOWDOWN:
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Your hand: [ A ♣ ] [ 9 ♠ ]
Opponent's hand: [ 3 ♥ ] [ 5 ♥ ]
Final pot: 50 chips
Ending stack: 1025 chips
Net chip change this hand: +25 c... |
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 20 chips
Your chi... |
Hand #4 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 160 chips
Your chips: 920
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your ha... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 4 complete: You WON!
SHOWDOWN:
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Your hand: [ A ♣ ] [ 9 ♠ ]
Opponent's hand: [ 3 ♥ ] [ 5 ♥ ]
Final pot: 160 chips
Ending stack: 1080 chips
Net chip change this hand: +80 ... |
Hand #4 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 20 chips
Your chips: 990
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 4 complete: You WON!
SHOWDOWN:
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Your hand: [ A ♣ ] [ 9 ♠ ]
Opponent's hand: [ 3 ♥ ] [ 5 ♥ ]
Final pot: 20 chips
Ending stack: 1010 chips
Net chip change this hand: +10 c... |
=== Brief ===
Objective: Maximize profit against the opponent across independent poker hands.
Task Unit: One complete poker hand.
Reward: Reward is the chip profit or loss from the hand; higher profit is better.
Completion: An instance completes when the current hand ends and the chip outcome is revealed.
Constraints:
... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Invalid poker action: Player 0 has state IN cannot CALL
The hand state was not changed. Choose one of the legal actions for the current betting state.
Next decision state:
Hand #1 - PREFLOP
Table: Heads-up Texas Hold'em (2 playe... |
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ]
Pot: 20 chips
Your chips: 990
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL - call the bet (costs 0 chips)
... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 20 chips
Your chips: 990
O... |
=== Brief ===
Objective: Maximize profit against the opponent across independent poker hands.
Task Unit: One complete poker hand.
Reward: Reward is the chip profit or loss from the hand; higher profit is better.
Completion: An instance completes when the current hand ends and the chip outcome is revealed.
Constraints:
... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #4 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ]
Pot: 20 chips
Your chips: 990
Situatio... |
Hand #4 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ]
Pot: 80 chips
Your chips: 960
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your hand
CALL - call th... | Predicted next state for each candidate action:
If you RAISE 40:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #4 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ]
Pot: 160 chips
Your chips: 9... |
Hand #4 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Big blind
Your hand: [ A ♣ ] [ 9 ♠ ]
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Pot: 520 chips
Your chips: 740
Opponent's action: CALL
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your han... | Predicted next state for each candidate action:
If you RAISE 600:
Resulting outcome:
FEEDBACK: Hand 4 complete: You WON!
SHOWDOWN:
Board: [ J ♥ ] [ 8 ♠ ] [ 7 ♦ ] [ Q ♣ ] [ 8 ♣ ]
Your hand: [ A ♣ ] [ 9 ♠ ]
Opponent's hand: [ 3 ♥ ] [ 5 ♥ ]
Final pot: 1720 chips
Ending stack: 1860 chips
Net chip change this hand:... |
Hand #1 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ] [ 6 ♣ ]
Pot: 280 chips
Your chips: 860
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you RAISE 380:
Resulting outcome:
FEEDBACK: Hand 1 complete: You LOST!
SHOWDOWN:
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ] [ 6 ♣ ]
Your hand: [ Q ♦ ] [ 7 ♣ ]
Opponent's hand: [ 8 ♣ ] [ A ♣ ]
Final pot: 1040 chips
Ending stack: 480 chips
Net chip change this hand:... |
Hand #5 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ]
Pot: 40 chips
Your chips: 980
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fo... | Predicted next state for each candidate action:
If you RAISE 20:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #5 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ] [ 6 ♣ ]
Pot: 80 ... |
=== Brief ===
Objective: Maximize profit against the opponent across independent poker hands.
Task Unit: One complete poker hand.
Reward: Reward is the chip profit or loss from the hand; higher profit is better.
Completion: An instance completes when the current hand ends and the chip outcome is revealed.
Constraints:
... | Predicted next state for each candidate action:
If you CALL:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #1 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ]
Pot: 20 chips
Your chips: 990... |
Hand #5 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ] [ 6 ♣ ]
Pot: 80 chips
Your chips: 960
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Hand 5 complete: You LOST!
SHOWDOWN:
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ] [ 6 ♣ ]
Your hand: [ Q ♦ ] [ 7 ♣ ]
Opponent's hand: [ 8 ♣ ] [ A ♣ ]
Final pot: 80 chips
Ending stack: 960 chips
Net chip change this hand: -40 c... |
Hand #5 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ] [ 6 ♣ ]
Pot: 320 chips
Your chips: 840
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
... | Predicted next state for each candidate action:
If you RAISE 400:
Resulting outcome:
FEEDBACK: Hand 5 complete: You LOST!
SHOWDOWN:
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ] [ 6 ♣ ]
Your hand: [ Q ♦ ] [ 7 ♣ ]
Opponent's hand: [ 8 ♣ ] [ A ♣ ]
Final pot: 1120 chips
Ending stack: 440 chips
Net chip change this hand:... |
Hand #5 - FLOP
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ]
Pot: 40 chips
Your chips: 980
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your ... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #5 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ]
Pot: 40 chips
Your c... |
Hand #5 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ]
Pot: 40 chips
Your chips: 980
Opponent's action: CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fold your h... | Predicted next state for each candidate action:
If you CHECK:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #5 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ] [ 6 ♣ ]
Pot: 40 chi... |
Hand #5 - TURN
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ]
Pot: 80 chips
Your chips: 960
Opponent's actions: CALL -> CHECK
Situation: Action to you (you can check or raise)
What's your action?
FOLD - fo... | Predicted next state for each candidate action:
If you RAISE 100:
Resulting outcome:
FEEDBACK: Action taken
Next decision state:
Hand #5 - RIVER
Table: Heads-up Texas Hold'em (2 players)
Opponent: Tom
Your position: Button / small blind
Your hand: [ Q ♦ ] [ 7 ♣ ]
Board: [ A ♦ ] [ 4 ♥ ] [ 4 ♣ ] [ J ♦ ] [ 6 ♣ ]
Pot: 28... |
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