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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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