Datasets:
liyang619
/
6data

Dataset card Data Studio Files
xet
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images
images listlengths
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problem
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examples
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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNLEFTFIRE.</answer>
DOWNLEFTFIRE
[ "NOOP", "NOOP" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving down.\nAn enemy have been detected at upper-center left-center, currently moving downright.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: FIRE.</answer>
FIRE
[ "NOOP", "DOWNLEFTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 48, score of enemy is 1. </think><answer>Thus, my next move is: LEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 71, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: FIRE.</answer>
FIRE
[ "DOWNLEFTFIRE", "FIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving upleft.\nThe score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "FIRE", "FIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 48, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "FIRE", "DOWNFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving left.\nThe score of the player is 7, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "DOWNFIRE", "DOWNFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 7, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 113, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "DOWNFIRE", "DOWNFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving steady.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving steady.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving steady. An enemy have been detected at upper-center left-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "DOWNFIRE", "DOWNFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 147, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 148, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving steady. An enemy have been detected at upper-center left-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "DOWNFIRE", "DOWNFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 103, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving steady. An enemy have been detected at upper-center left-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: RIGHT.</answer>
RIGHT
[ "DOWNFIRE", "DOWNFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 2, score of enemy is 0. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving right. An enemy have been detected at upper-center left-center, currently moving steady. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: RIGHT.</answer>
RIGHT
[ "DOWNFIRE", "RIGHT" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 19, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 34, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving upright. An enemy have been detected at upper-center left-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "RIGHT", "RIGHT" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 100, score of enemy is 1. </think><answer>Thus, my next move is: RIGHT.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving right. An enemy have been detected at upper-center left-center, currently moving upleft. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "RIGHT", "UPRIGHTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: DOWNFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving right. An enemy have been detected at upper-center left-center, currently moving up. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
RIGHTFIRE
[ "UPRIGHTFIRE", "UPRIGHTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 84, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving right. An enemy have been detected at upper-center left-center, currently moving upright. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "UPRIGHTFIRE", "RIGHTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 65, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving up.\nAn enemy have been detected at upper-center left-center, currently moving downright.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving downright. An enemy have been detected at upper-center left-center, currently moving upright. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNRIGHT.</answer>
DOWNRIGHT
[ "RIGHTFIRE", "UPRIGHTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving up.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 37, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving down.\nAn enemy have been detected at upper-center left-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving downright. An enemy have been detected at upper-center left-center, currently moving upright. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "UPRIGHTFIRE", "DOWNRIGHT" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 97, score of enemy is 1. </think><answer>Thus, my next move is: LEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving upright. The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "DOWNRIGHT", "DOWNRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 56, score of enemy is 1. </think><answer>Thus, my next move is: LEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 37, score of enemy is 1. </think><answer>Thus, my next move is: UPFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving upright. The score of the player is 2, score of enemy is 0. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "DOWNRIGHTFIRE", "DOWNRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 152, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 22, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 2, score of enemy is 0. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "DOWNRIGHTFIRE", "DOWNRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 150, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 101, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 2, score of enemy is 0. </think><answer>Thus, my next move is: NOOP.</answer>
NOOP
[ "DOWNRIGHTFIRE", "DOWNRIGHTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving downright.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 37, score of enemy is 1. </think><answer>Thus, my next move is: UPFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center left-center, currently moving right. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 2, score of enemy is 0. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
RIGHTFIRE
[ "DOWNRIGHTFIRE", "NOOP" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 33, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving down.\nAn enemy have been detected at upper-center left-center, currently moving steady.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upright. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 2, score of enemy is 0. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "NOOP", "RIGHTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 113, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving upright. The score of the player is 3, score of enemy is 0. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
RIGHTFIRE
[ "RIGHTFIRE", "UPRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 103, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving upright. The score of the player is 3, score of enemy is 0. </think><answer>Thus, my next move is: DOWNRIGHT.</answer>
DOWNRIGHT
[ "UPRIGHTFIRE", "RIGHTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving upright.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 121, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving upright. The score of the player is 3, score of enemy is 0. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
RIGHTFIRE
[ "RIGHTFIRE", "DOWNRIGHT" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 89, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving steady.\nThe score of the player is 132, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upright. An enemy have been detected at upper-center right-center, currently moving upright. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "DOWNRIGHT", "RIGHTFIRE" ]
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[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 56, score of enemy is 1. </think><answer>Thus, my next move is: RIGHT.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 147, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upright. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
RIGHTFIRE
[ "RIGHTFIRE", "UPRIGHTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 104, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "UPRIGHTFIRE", "RIGHTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 67, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving downright.\nAn enemy have been detected at upper-center left-center, currently moving up.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upleft. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>
UPLEFTFIRE
[ "RIGHTFIRE", "DOWN" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving left.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 144, score of enemy is 1. </think><answer>Thus, my next move is: LEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upleft. An enemy have been detected at upper-center right-center, currently moving downleft. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
LEFTFIRE
[ "DOWN", "UPLEFTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving up.\nAn enemy have been detected at upper-center left-center, currently moving downright.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 137, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving left. An enemy have been detected at upper-center right-center, currently moving upleft. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: UPLEFT.</answer>
UPLEFT
[ "UPLEFTFIRE", "LEFTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving up.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 130, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving downleft. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: RIGHT.</answer>
RIGHT
[ "LEFTFIRE", "UPLEFT" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 22, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upright. An enemy have been detected at upper-center right-center, currently moving downleft. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: UPRIGHT.</answer>
UPRIGHT
[ "UPLEFT", "RIGHT" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving downright.\nAn enemy have been detected at upper-center left-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 81, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: UPFIRE.</answer>
UPFIRE
[ "RIGHT", "UPRIGHT" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 113, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 37, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
RIGHTFIRE
[ "UPRIGHT", "UPFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 19, score of enemy is 1. </think><answer>Thus, my next move is: LEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "UPFIRE", "RIGHTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving up.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: UPFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "RIGHTFIRE", "DOWNRIGHTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 131, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving downright.\nAn enemy have been detected at upper-center left-center, currently moving right.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "DOWNRIGHTFIRE", "DOWNFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving steady.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "DOWNFIRE", "UPRIGHTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 152, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 57, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "UPRIGHTFIRE", "UPRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 151, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving left.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 129, score of enemy is 1. </think><answer>Thus, my next move is: LEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "UPRIGHTFIRE", "UPRIGHTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving steady.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving steady.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 0. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "UPRIGHTFIRE", "DOWN" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 112, score of enemy is 1. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 114, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downleft. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "DOWN", "DOWNFIRE" ]
[ -1 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 103, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 96, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upleft. An enemy have been detected at upper-center right-center, currently moving steady. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNRIGHT.</answer>
DOWNRIGHT
[ "DOWNFIRE", "DOWNFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving right.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 53, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upleft. An enemy have been detected at upper-center right-center, currently moving steady. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNLEFTFIRE.</answer>
DOWNLEFTFIRE
[ "DOWNFIRE", "DOWNRIGHT" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 150, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving steady.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving left. An enemy have been detected at upper-center right-center, currently moving steady. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
RIGHTFIRE
[ "DOWNRIGHT", "DOWNLEFTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 68, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 53, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving steady. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "DOWNLEFTFIRE", "RIGHTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 82, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: DOWNFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving steady. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: RIGHT.</answer>
RIGHT
[ "RIGHTFIRE", "DOWNRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving down.\nAn enemy have been detected at upper-center left-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving steady.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving steady. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "DOWNRIGHTFIRE", "RIGHT" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 70, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 148, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving steady. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "RIGHT", "DOWNRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving downleft.\nAn enemy have been detected at upper-center left-center, currently moving upright.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving steady. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
RIGHTFIRE
[ "DOWNRIGHTFIRE", "DOWN" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 85, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 52, score of enemy is 1. </think><answer>Thus, my next move is: RIGHT.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving steady. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "DOWN", "RIGHTFIRE" ]
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[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving steady.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 83, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving steady. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "RIGHTFIRE", "DOWNFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 2, score of enemy is 0. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving down.\nAn enemy have been detected at upper-center left-center, currently moving right.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "DOWNFIRE", "DOWNFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving down.\nAn enemy have been detected at upper-center left-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 6, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "DOWNFIRE", "DOWNRIGHTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving left.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 37, score of enemy is 1. </think><answer>Thus, my next move is: LEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 145, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: UPFIRE.</answer>
UPFIRE
[ "DOWNRIGHTFIRE", "UPRIGHTFIRE" ]
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[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving left.\nThe score of the player is 7, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: UPFIRE.</answer>
UPFIRE
[ "UPRIGHTFIRE", "UPFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 6, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 112, score of enemy is 1. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: UPFIRE.</answer>
UPFIRE
[ "UPFIRE", "UPFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving left.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 144, score of enemy is 1. </think><answer>Thus, my next move is: LEFT.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "UPFIRE", "UPFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 105, score of enemy is 1. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving right.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "UPFIRE", "DOWNFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 119, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: NOOP.</answer>
NOOP
[ "DOWNFIRE", "DOWNFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 84, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 147, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "DOWNFIRE", "NOOP" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 104, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving up.\nAn enemy have been detected at upper-center left-center, currently moving steady.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 5, score of enemy is 2. </think><answer>Thus, my next move is: DOWNFIRE.</answer>
DOWNFIRE
[ "NOOP", "DOWNFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 21, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 135, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upright. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 7, score of enemy is 2. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "DOWNFIRE", "DOWNFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving up.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 55, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 7, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "DOWNFIRE", "UPRIGHTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 51, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving left.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 144, score of enemy is 1. </think><answer>Thus, my next move is: LEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downleft. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 7, score of enemy is 2. </think><answer>Thus, my next move is: LEFT.</answer>
LEFT
[ "UPRIGHTFIRE", "DOWN" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving down.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 103, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving downleft. The score of the player is 7, score of enemy is 2. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "DOWN", "LEFT" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 102, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving downleft. The score of the player is 7, score of enemy is 2. </think><answer>Thus, my next move is: NOOP.</answer>
NOOP
[ "LEFT", "DOWNRIGHTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 144, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 5, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving upright. The score of the player is 8, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "DOWNRIGHTFIRE", "NOOP" ]
[ 1 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 53, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving upright. The score of the player is 8, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "NOOP", "DOWN" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 104, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 50, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downleft. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 8, score of enemy is 2. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
LEFTFIRE
[ "DOWN", "DOWN" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 55, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upright. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 8, score of enemy is 2. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "DOWN", "LEFTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 104, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upright. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 9, score of enemy is 2. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "LEFTFIRE", "UPRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 81, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 136, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 9, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "UPRIGHTFIRE", "DOWNRIGHTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upleft. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 9, score of enemy is 2. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>
UPLEFTFIRE
[ "DOWNRIGHTFIRE", "DOWN" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 84, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving up.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 7, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upright. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 9, score of enemy is 2. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "DOWN", "UPLEFTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 85, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 137, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving up. An enemy have been detected at upper-center right-center, currently moving upleft. The score of the player is 16, score of enemy is 2. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>
UPLEFTFIRE
[ "UPLEFTFIRE", "UPRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving down.\nAn enemy have been detected at upper-center left-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving upright. The score of the player is 16, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "UPRIGHTFIRE", "UPLEFTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 5, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFT.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving left.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 16, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "UPLEFTFIRE", "DOWN" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 55, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downleft. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 16, score of enemy is 2. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
LEFTFIRE
[ "DOWN", "DOWN" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving up.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: UPRIGHT.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving left. An enemy have been detected at upper-center right-center, currently moving upleft. The score of the player is 16, score of enemy is 2. </think><answer>Thus, my next move is: NOOP.</answer>
NOOP
[ "DOWN", "LEFTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving down.\nAn enemy have been detected at upper-center left-center, currently moving right.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 130, score of enemy is 1. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 17, score of enemy is 2. </think><answer>Thus, my next move is: UPRIGHTFIRE.</answer>
UPRIGHTFIRE
[ "LEFTFIRE", "NOOP" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 104, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 48, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving downright. The score of the player is 17, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "NOOP", "UPRIGHTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 5, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving up.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upleft. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 17, score of enemy is 2. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>
UPLEFTFIRE
[ "UPRIGHTFIRE", "DOWN" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 18, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving up.\nAn enemy have been detected at upper-center left-center, currently moving downright.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 17, score of enemy is 2. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "DOWN", "UPLEFTFIRE" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 112, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving upleft. The score of the player is 18, score of enemy is 2. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>
UPLEFTFIRE
[ "UPLEFTFIRE", "DOWNRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving down.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving downright.\nAn enemy have been detected at upper-center left-center, currently moving up.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving steady. An enemy have been detected at upper-center right-center, currently moving upright. The score of the player is 18, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "DOWNRIGHTFIRE", "UPLEFTFIRE" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 7, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 18, score of enemy is 1. </think><answer>Thus, my next move is: RIGHT.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downright. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 18, score of enemy is 2. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "UPLEFTFIRE", "DOWN" ]
[ 0 ]
[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upleft. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 18, score of enemy is 2. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>
UPLEFTFIRE
[ "DOWN", "DOWNRIGHTFIRE" ]
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[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 22, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 7, score of enemy is 1. </think><answer>Thus, my next move is: UPFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upleft. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 19, score of enemy is 2. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "DOWNRIGHTFIRE", "UPLEFTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 19, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving right.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving right. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 19, score of enemy is 2. </think><answer>Thus, my next move is: RIGHT.</answer>
RIGHT
[ "UPLEFTFIRE", "DOWNRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 102, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 135, score of enemy is 1. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upleft. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 19, score of enemy is 2. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>
UPLEFTFIRE
[ "DOWNRIGHTFIRE", "RIGHT" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 96, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 146, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFT.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving upright. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 19, score of enemy is 2. </think><answer>Thus, my next move is: RIGHT.</answer>
RIGHT
[ "RIGHT", "UPLEFTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 39, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center left-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving right. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 20, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "UPLEFTFIRE", "RIGHT" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving right.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 153, score of enemy is 1. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 20, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "RIGHT", "DOWN" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving right.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving downright.\nAn enemy have been detected at upper-center left-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 4. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving downleft. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 20, score of enemy is 2. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
LEFTFIRE
[ "DOWN", "DOWN" ]
[ 0 ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving upleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving right. An enemy have been detected at upper-center right-center, currently moving up. The score of the player is 20, score of enemy is 2. </think><answer>Thus, my next move is: RIGHT.</answer>
RIGHT
[ "DOWN", "LEFTFIRE" ]
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[ 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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving down.\nAn enemy have been detected at upper-center right-center, currently moving up.\nThe score of the player is 3, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center left-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downleft.\nThe score of the player is 153, score of enemy is 3. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving right. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 21, score of enemy is 2. </think><answer>Thus, my next move is: DOWNRIGHTFIRE.</answer>
DOWNRIGHTFIRE
[ "LEFTFIRE", "RIGHT" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 132, score of enemy is 1. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at upper-center right-center, currently moving upright.\nThe score of the player is 67, score of enemy is 1. </think><answer>Thus, my next move is: DOWN.</answer>", "images": [ { "bytes": 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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions: Game Analysis: Based on the overall game setting, please describe the following: - Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories. - Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism. - Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.). - Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.). - Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.). Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc. - Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame. - State Changes: Capture movement state changes of each object. Decision Making: Based on the above analysis, please infer the most reasonable next atomic action. Please note: - Combine multi-frame information, focusing on dynamic changes of key objects and task progress; - The decision should follow the game rules, be executable, and goal-oriented; - Wrap the reasoning process in <think>...</think> tags; - Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
BoxingNoFrameskip-v4
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
<think> I first analyze the game mechanics and objectives. Game Type: Sports/Fighting. Gameplay: The player controls a boxer to move and punch the opponent. Main Objective: Outscore or knock out the opponent. Challenge Elements: Distance management, punch timing, evasion. Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE. Then, I will observe the past scene history to understand object dynamics and current states. The player is located at upper-center right-center, currently moving down. An enemy have been detected at upper-center right-center, currently moving down. The score of the player is 21, score of enemy is 2. </think><answer>Thus, my next move is: DOWN.</answer>
DOWN
[ "RIGHT", "DOWNRIGHTFIRE" ]
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[ { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at upper-center right-center, currently moving down.\nThe score of the player is 86, score of enemy is 1. </think><answer>Thus, my next move is: UPLEFTFIRE.</answer>", "images": [ { "bytes": 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"path": null } ] }, { "answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at upper-center right-center, currently moving steady.\nAn enemy have been detected at upper-center right-center, currently moving downright.\nThe score of the player is 64, score of enemy is 1. </think><answer>Thus, my next move is: NOOP.</answer>", "images": [ { "bytes": 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