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+      "type": "folder",
+      "folder": "human/Frostbite-v5_crash_bird",
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+    },
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+      "type": "folder",
+      "folder": "human/Frostbite-v5_into_water",
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+    }
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+    "game_safe": "ALE_Frostbite-v5",
+    "name": "没有特别大的外部威胁下做出有限的最优决策"
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+}
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+{
+  "game_id": "ALE/MsPacman-v5",
+  "name": "state1",
+  "created_at": "2026-04-20T19:50:04",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "The game sets a maximum step limit of 50.",
+  "action_mode": "natural_language",
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+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "41",
+    "cfg-repeat": "2",
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+    "cfg-action-repeat": "1",
+    "cfg-max-steps": "50",
+    "cfg-frameskip": "4",
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+    "cfg-initial-lives": "",
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+    "cfg-skip-initial-steps": "66",
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+    "cfg-difficulty": "",
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+    "cfg-cb-end-on-life-loss": false,
+    "cfg-cb-skip-initial-steps": "",
+    "cfg-partial-obs": true,
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+    "cfg-mr-room-size": "10",
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+    "cfg-up-rows": "1",
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+    "cfg-vehicles-density": "2"
+  },
+  "context_items": [
+    {
+      "label": "[Human] MsPacman-v5_example (38 frames)",
+      "type": "folder",
+      "folder": "human/MsPacman-v5_example",
+      "frame_count": 38
+    },
+    {
+      "label": "[Human] MsPacman-v5_example_failure (8 frames)",
+      "type": "folder",
+      "folder": "human/MsPacman-v5_example_failure",
+      "frame_count": 8
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "ALE_MsPacman-v5",
+    "name": "state1"
+  },
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+}
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+  "game_id": "ALE/MsPacman-v5",
+  "name": "state2",
+  "created_at": "2026-07-15T19:32:48",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "The game sets a maximum step limit of 50.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
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+    "cfg-max-steps": "50",
+    "cfg-frameskip": "4",
+    "cfg-auto-respawn": false,
+    "cfg-initial-lives": "",
+    "cfg-end-on-life-loss": true,
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+    "cfg-action-set": "full",
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+    "cfg-mode": "",
+    "cfg-difficulty": "",
+    "cfg-paddle-width": "20",
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+    "cfg-brick-rows": "6",
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+    "cfg-up-room-size": "6",
+    "cfg-up-rows": "1",
+    "cfg-up-cols": "2",
+    "cfg-lanes-count": "4",
+    "cfg-vehicles-density": "2",
+    "cfg-pre-score": "0",
+    "cfg-procgen-skip-initial-steps": ""
+  },
+  "context_items": [
+    {
+      "label": "[Human] MsPacman-v5_example (38 frames)",
+      "type": "folder",
+      "folder": "human/MsPacman-v5_example",
+      "frame_count": 38
+    },
+    {
+      "label": "[Human] MsPacman-v5_example_failure (8 frames)",
+      "type": "folder",
+      "folder": "human/MsPacman-v5_example_failure",
+      "frame_count": 8
+    }
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+  "action_sequence": {
+    "game_safe": "ALE_MsPacman-v5",
+    "name": "state2_fixed"
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+}
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+  "game_id": "ALE/MsPacman-v5",
+  "name": "state3",
+  "created_at": "2026-04-20T19:50:44",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "The game sets a maximum step limit of 50.",
+  "action_mode": "natural_language",
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+  "video_mode": true,
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+    "cfg-repeat": "2",
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+    "cfg-action-repeat": "1",
+    "cfg-max-steps": "50",
+    "cfg-frameskip": "4",
+    "cfg-auto-respawn": false,
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+    "cfg-skip-initial-steps": "66",
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+    "cfg-paddle-width": "20",
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+    "cfg-mr-rooms": "6",
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+    "cfg-up-rows": "1",
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+    "cfg-vehicles-density": "2"
+  },
+  "context_items": [
+    {
+      "label": "[Human] MsPacman-v5_example (38 frames)",
+      "type": "folder",
+      "folder": "human/MsPacman-v5_example",
+      "frame_count": 38
+    },
+    {
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+      "type": "folder",
+      "folder": "human/MsPacman-v5_example_failure",
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+    "game_safe": "ALE_MsPacman-v5",
+    "name": "state3"
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+  "game_id": "ALE/MsPacman-v5",
+  "name": "state4",
+  "created_at": "2026-04-20T19:51:05",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "The game sets a maximum step limit of 50.",
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+      "type": "folder",
+      "folder": "human/MsPacman-v5_example",
+      "frame_count": 38
+    },
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+      "type": "folder",
+      "folder": "human/MsPacman-v5_example_failure",
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+  "game_id": "ALE/Pong-v5",
+  "name": "state1",
+  "created_at": "2026-04-20T12:09:51",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "No rules for you here. Watch the video and guess the rule, and play another round.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
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+  "hide_reward": true,
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+    "cfg-max-steps": "50",
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+    "cfg-mode": "",
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+    "cfg-cb-skip-initial-steps": "",
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+    "cfg-lc-crossings": "5",
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+    "cfg-mr-rooms": "6",
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+    "cfg-up-room-size": "6",
+    "cfg-up-rows": "1",
+    "cfg-up-cols": "2",
+    "cfg-lanes-count": "4",
+    "cfg-vehicles-density": "2"
+  },
+  "context_items": [
+    {
+      "label": "[Human] Pong-v5_example (49 frames)",
+      "type": "folder",
+      "folder": "human/Pong-v5_example",
+      "frame_count": 49
+    }
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+  "action_sequence": {
+    "game_safe": "ALE_Pong-v5",
+    "name": "state1_skip40"
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+}
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+  "created_at": "2026-04-20T12:10:16",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "No rules for you here. Watch the video and guess the rule, and play another round.",
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+  "frame_source": "subbed_nl",
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+  "hide_reward": true,
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+    {
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+      "type": "folder",
+      "folder": "human/Pong-v5_example",
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+  "temperature": 0.7,
+  "max_tokens": 50000,
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+      "type": "folder",
+      "folder": "human/Pong-v5_example",
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+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "No rules for you here. Watch the video and guess the rule, and play another round.",
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+    "cfg-lc-crossings": "5",
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+  },
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+    {
+      "label": "[Human] Pong-v5_example (49 frames)",
+      "type": "folder",
+      "folder": "human/Pong-v5_example",
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+    }
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+  "created_at": "2026-04-20T12:10:58",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "No rules for you here. Watch the video and guess the rule, and play another round.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
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+    "cfg-repeat": "3",
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+    "cfg-max-steps": "50",
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+    "cfg-lc-crossings": "5",
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+    "cfg-mr-rooms": "6",
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+    "cfg-up-room-size": "6",
+    "cfg-up-rows": "1",
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+  },
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+    {
+      "label": "[Human] Pong-v5_example (49 frames)",
+      "type": "folder",
+      "folder": "human/Pong-v5_example",
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+    }
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diff --git a/ALE_Riverraid-v5/level1_state1/config.json b/ALE_Riverraid-v5/level1_state1/config.json
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index 0000000000000000000000000000000000000000..f08e20cc699b46cd0bfdfc6fe5bc2699e3b18390
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+{
+  "game_id": "ALE/Riverraid-v5",
+  "name": "level1_state1",
+  "created_at": "2026-04-20T20:26:16",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "Objective: Destroy enemies.\nColliding with the river bank and the bridge will also gameover.\nShooting has a cooldown time, so shooting is not guaranteed to respond every action.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "43",
+    "cfg-repeat": "2",
+    "cfg-noop-fill": false,
+    "cfg-action-repeat": "1",
+    "cfg-max-steps": "50",
+    "cfg-frameskip": "4",
+    "cfg-auto-respawn": false,
+    "cfg-initial-lives": "",
+    "cfg-end-on-life-loss": true,
+    "cfg-skip-initial-steps": "20",
+    "cfg-action-set": "full",
+    "cfg-initial-ram": "61=1\n57=1",
+    "cfg-mode": "",
+    "cfg-difficulty": "",
+    "cfg-paddle-width": "20",
+    "cfg-ball-speed": "2.0",
+    "cfg-brick-rows": "6",
+    "cfg-brick-cols": "10",
+    "cfg-brick-offset": "10",
+    "cfg-launch-angle-mode": "random",
+    "cfg-cb-frameskip": "4",
+    "cfg-cb-lives": "5",
+    "cfg-cb-end-on-life-loss": false,
+    "cfg-cb-skip-initial-steps": "",
+    "cfg-partial-obs": true,
+    "cfg-slippery": false,
+    "cfg-lc-size": "11",
+    "cfg-lc-crossings": "5",
+    "cfg-mr-grid-size": "25",
+    "cfg-mr-rooms": "6",
+    "cfg-mr-room-size": "10",
+    "cfg-up-room-size": "6",
+    "cfg-up-rows": "1",
+    "cfg-up-cols": "2",
+    "cfg-lanes-count": "4",
+    "cfg-vehicles-density": "2"
+  },
+  "context_items": [
+    {
+      "label": "[Human] Riverraid-v5_example2 (64 frames)",
+      "type": "folder",
+      "folder": "human/Riverraid-v5_example2",
+      "frame_count": 64
+    },
+    {
+      "label": "[Human] Riverraid-v5_example_failure (6 frames)",
+      "type": "folder",
+      "folder": "human/Riverraid-v5_example_failure",
+      "frame_count": 6
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "ALE_Riverraid-v5",
+    "name": "firststep_skip20"
+  },
+  "context_frame_count": 70
+}
\ No newline at end of file
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+    "cfg-paddle-width": "20",
+    "cfg-ball-speed": "2.0",
+    "cfg-brick-rows": "6",
+    "cfg-brick-cols": "10",
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+    "cfg-launch-angle-mode": "random",
+    "cfg-cb-frameskip": "4",
+    "cfg-cb-lives": "5",
+    "cfg-cb-end-on-life-loss": false,
+    "cfg-cb-skip-initial-steps": "",
+    "cfg-partial-obs": true,
+    "cfg-slippery": false,
+    "cfg-lc-size": "11",
+    "cfg-lc-crossings": "5",
+    "cfg-mr-grid-size": "25",
+    "cfg-mr-rooms": "6",
+    "cfg-mr-room-size": "10",
+    "cfg-up-room-size": "6",
+    "cfg-up-rows": "1",
+    "cfg-up-cols": "2",
+    "cfg-lanes-count": "4",
+    "cfg-vehicles-density": "2"
+  },
+  "context_items": [
+    {
+      "label": "[Human] Riverraid-v5_example2 (64 frames)",
+      "type": "folder",
+      "folder": "human/Riverraid-v5_example2",
+      "frame_count": 64
+    },
+    {
+      "label": "[Human] Riverraid-v5_example_failure (6 frames)",
+      "type": "folder",
+      "folder": "human/Riverraid-v5_example_failure",
+      "frame_count": 6
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "ALE_Riverraid-v5",
+    "name": "firststep_skip20"
+  },
+  "context_frame_count": 70
+}
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+{
+  "game_id": "ALE/Riverraid-v5",
+  "name": "level1_state3",
+  "created_at": "2026-04-20T20:26:16",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "Objective: Destroy enemies.\nColliding with the river bank and the bridge will also gameover.\nShooting has a cooldown time, so shooting is not guaranteed to respond every action.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "43",
+    "cfg-repeat": "2",
+    "cfg-noop-fill": false,
+    "cfg-action-repeat": "1",
+    "cfg-max-steps": "50",
+    "cfg-frameskip": "4",
+    "cfg-auto-respawn": false,
+    "cfg-initial-lives": "",
+    "cfg-end-on-life-loss": true,
+    "cfg-skip-initial-steps": "20",
+    "cfg-action-set": "full",
+    "cfg-initial-ram": "61=1\n57=3",
+    "cfg-mode": "",
+    "cfg-difficulty": "",
+    "cfg-paddle-width": "20",
+    "cfg-ball-speed": "2.0",
+    "cfg-brick-rows": "6",
+    "cfg-brick-cols": "10",
+    "cfg-brick-offset": "10",
+    "cfg-launch-angle-mode": "random",
+    "cfg-cb-frameskip": "4",
+    "cfg-cb-lives": "5",
+    "cfg-cb-end-on-life-loss": false,
+    "cfg-cb-skip-initial-steps": "",
+    "cfg-partial-obs": true,
+    "cfg-slippery": false,
+    "cfg-lc-size": "11",
+    "cfg-lc-crossings": "5",
+    "cfg-mr-grid-size": "25",
+    "cfg-mr-rooms": "6",
+    "cfg-mr-room-size": "10",
+    "cfg-up-room-size": "6",
+    "cfg-up-rows": "1",
+    "cfg-up-cols": "2",
+    "cfg-lanes-count": "4",
+    "cfg-vehicles-density": "2"
+  },
+  "context_items": [
+    {
+      "label": "[Human] Riverraid-v5_example2 (64 frames)",
+      "type": "folder",
+      "folder": "human/Riverraid-v5_example2",
+      "frame_count": 64
+    },
+    {
+      "label": "[Human] Riverraid-v5_example_failure (6 frames)",
+      "type": "folder",
+      "folder": "human/Riverraid-v5_example_failure",
+      "frame_count": 6
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "ALE_Riverraid-v5",
+    "name": "firststep_skip20"
+  },
+  "context_frame_count": 70
+}
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