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+{
+  "game_id": "ALE/Trondead-v5",
+  "name": "level5_state4",
+  "created_at": "2026-04-20T20:53:21",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "Your disc can only damage enemies while it is traveling away from him, and it has no attack effect on the return path. \nNo matter where you are, the disc will automatically return to your hand.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "43",
+    "cfg-repeat": "3",
+    "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": "0",
+    "cfg-action-set": "full",
+    "cfg-initial-ram": "74=7",
+    "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",
+    "cfg-max-score": "2400"
+  },
+  "context_items": [
+    {
+      "label": "[Human] Trondead-v5_example (32 frames)",
+      "type": "folder",
+      "folder": "human/Trondead-v5_example",
+      "frame_count": 32
+    },
+    {
+      "label": "[Human] Trondead-v5_example_failure (5 frames)",
+      "type": "folder",
+      "folder": "human/Trondead-v5_example_failure",
+      "frame_count": 5
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "ALE_Trondead-v5",
+    "name": "state4"
+  },
+  "context_frame_count": 37
+}
\ No newline at end of file
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+{
+  "game_id": "ALE/Trondead-v5",
+  "name": "level5_state5",
+  "created_at": "2026-04-20T20:53:29",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "Your disc can only damage enemies while it is traveling away from him, and it has no attack effect on the return path. \nNo matter where you are, the disc will automatically return to your hand.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "43",
+    "cfg-repeat": "3",
+    "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": "0",
+    "cfg-action-set": "full",
+    "cfg-initial-ram": "74=7",
+    "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",
+    "cfg-max-score": "2400"
+  },
+  "context_items": [
+    {
+      "label": "[Human] Trondead-v5_example (32 frames)",
+      "type": "folder",
+      "folder": "human/Trondead-v5_example",
+      "frame_count": 32
+    },
+    {
+      "label": "[Human] Trondead-v5_example_failure (5 frames)",
+      "type": "folder",
+      "folder": "human/Trondead-v5_example_failure",
+      "frame_count": 5
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "ALE_Trondead-v5",
+    "name": "state5"
+  },
+  "context_frame_count": 37
+}
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+  "created_at": "2026-04-20T20:46:49",
+  "temperature": 0.7,
+  "max_tokens": 50000,
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+  "game_rules": "There are several types of special enemies and objects, tanks can only be destroyed from behind, ghost ship is indestructible.\nSometimes a flashing orb appears at the far end of a tunnel after an enemy is destroyed. You can move down the tunnel to collect it for bonus points, but if you wait too long, it turns into a fast-moving missile that can destroy you.",
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+      "label": "[Human] Turmoil-v5_example (53 frames)",
+      "type": "folder",
+      "folder": "human/Turmoil-v5_example",
+      "frame_count": 53
+    },
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+      "label": "[Human] Turmoil-v5_example_failure (27 frames)",
+      "type": "folder",
+      "folder": "human/Turmoil-v5_example_failure",
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+  "game_id": "ALE/Turmoil-v5",
+  "name": "state2",
+  "created_at": "2026-04-20T20:46:59",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "There are several types of special enemies and objects, tanks can only be destroyed from behind, ghost ship is indestructible.\nSometimes a flashing orb appears at the far end of a tunnel after an enemy is destroyed. You can move down the tunnel to collect it for bonus points, but if you wait too long, it turns into a fast-moving missile that can destroy you.",
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+  "frame_source": "subbed_nl",
+  "frame_window": 0,
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+    "cfg-repeat": "1",
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+    "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": "65",
+    "cfg-action-set": "full",
+    "cfg-initial-ram": "",
+    "cfg-mode": "",
+    "cfg-difficulty": "",
+    "cfg-paddle-width": "20",
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+    "cfg-partial-obs": true,
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+    "cfg-mr-rooms": "6",
+    "cfg-mr-room-size": "10",
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+    "cfg-up-rows": "1",
+    "cfg-up-cols": "2",
+    "cfg-lanes-count": "4",
+    "cfg-vehicles-density": "2"
+  },
+  "context_items": [
+    {
+      "label": "[Human] Turmoil-v5_example (53 frames)",
+      "type": "folder",
+      "folder": "human/Turmoil-v5_example",
+      "frame_count": 53
+    },
+    {
+      "label": "[Human] Turmoil-v5_example_failure (27 frames)",
+      "type": "folder",
+      "folder": "human/Turmoil-v5_example_failure",
+      "frame_count": 27
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "ALE_Turmoil-v5",
+    "name": "state2"
+  },
+  "context_frame_count": 80
+}
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+{
+  "game_id": "ALE/Turmoil-v5",
+  "name": "state3",
+  "created_at": "2026-04-20T20:47:11",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "There are several types of special enemies and objects, tanks can only be destroyed from behind, ghost ship is indestructible.\nSometimes a flashing orb appears at the far end of a tunnel after an enemy is destroyed. You can move down the tunnel to collect it for bonus points, but if you wait too long, it turns into a fast-moving missile that can destroy you.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "43",
+    "cfg-repeat": "1",
+    "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": "65",
+    "cfg-action-set": "full",
+    "cfg-initial-ram": "",
+    "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] Turmoil-v5_example (53 frames)",
+      "type": "folder",
+      "folder": "human/Turmoil-v5_example",
+      "frame_count": 53
+    },
+    {
+      "label": "[Human] Turmoil-v5_example_failure (27 frames)",
+      "type": "folder",
+      "folder": "human/Turmoil-v5_example_failure",
+      "frame_count": 27
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "ALE_Turmoil-v5",
+    "name": "state3"
+  },
+  "context_frame_count": 80
+}
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+  "game_id": "ALE/Turmoil-v5",
+  "name": "state4",
+  "created_at": "2026-04-20T20:47:20",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "There are several types of special enemies and objects, tanks can only be destroyed from behind, ghost ship is indestructible.\nSometimes a flashing orb appears at the far end of a tunnel after an enemy is destroyed. You can move down the tunnel to collect it for bonus points, but if you wait too long, it turns into a fast-moving missile that can destroy you.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "43",
+    "cfg-repeat": "1",
+    "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": "65",
+    "cfg-action-set": "full",
+    "cfg-initial-ram": "",
+    "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] Turmoil-v5_example (53 frames)",
+      "type": "folder",
+      "folder": "human/Turmoil-v5_example",
+      "frame_count": 53
+    },
+    {
+      "label": "[Human] Turmoil-v5_example_failure (27 frames)",
+      "type": "folder",
+      "folder": "human/Turmoil-v5_example_failure",
+      "frame_count": 27
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "ALE_Turmoil-v5",
+    "name": "state4"
+  },
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+}
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+  "game_id": "ALE/Turmoil-v5",
+  "name": "state5",
+  "created_at": "2026-04-20T20:47:34",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "There are several types of special enemies and objects, tanks can only be destroyed from behind, ghost ship is indestructible.\nSometimes a flashing orb appears at the far end of a tunnel after an enemy is destroyed. You can move down the tunnel to collect it for bonus points, but if you wait too long, it turns into a fast-moving missile that can destroy you.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "43",
+    "cfg-repeat": "1",
+    "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": "65",
+    "cfg-action-set": "full",
+    "cfg-initial-ram": "",
+    "cfg-mode": "",
+    "cfg-difficulty": "",
+    "cfg-paddle-width": "20",
+    "cfg-ball-speed": "2.0",
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+    "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] Turmoil-v5_example (53 frames)",
+      "type": "folder",
+      "folder": "human/Turmoil-v5_example",
+      "frame_count": 53
+    },
+    {
+      "label": "[Human] Turmoil-v5_example_failure (27 frames)",
+      "type": "folder",
+      "folder": "human/Turmoil-v5_example_failure",
+      "frame_count": 27
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "ALE_Turmoil-v5",
+    "name": "state5"
+  },
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+}
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+{
+  "game_id": "CartPole-v1",
+  "name": "state1",
+  "created_at": "2026-04-07T10:05:34",
+  "base_url": "http://35.220.164.252:3888/v1",
+  "model": "gemini-3-flash-preview",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "Your objective is to control the cart by pushing it left or right to keep the pole balanced upright for as long as possible. \nThe cart has inertia of motion.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "41",
+    "cfg-repeat": "2",
+    "cfg-noop-fill": false,
+    "cfg-action-repeat": "1",
+    "cfg-max-steps": "30",
+    "cfg-frameskip": "4",
+    "cfg-auto-respawn": true,
+    "cfg-initial-lives": "",
+    "cfg-end-on-life-loss": false,
+    "cfg-skip-initial-steps": "",
+    "cfg-action-set": "simple",
+    "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
+  },
+  "context_items": [
+    {
+      "label": "[Human] CartPole-v1_example (32 frames)",
+      "type": "folder",
+      "folder": "human/CartPole-v1_example",
+      "frame_count": 32
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "CartPole-v1",
+    "name": "unbalanced_opp"
+  },
+  "context_frame_count": 32
+}
\ No newline at end of file
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+  "game_id": "CartPole-v1",
+  "name": "state2",
+  "created_at": "2026-04-07T10:06:18",
+  "base_url": "http://35.220.164.252:3888/v1",
+  "model": "gemini-3-flash-preview",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "Your objective is to control the cart by pushing it left or right to keep the pole balanced upright for as long as possible. \nThe cart has inertia of motion.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "42",
+    "cfg-repeat": "2",
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+    "cfg-action-repeat": "1",
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+    "cfg-initial-lives": "",
+    "cfg-end-on-life-loss": false,
+    "cfg-skip-initial-steps": "",
+    "cfg-action-set": "simple",
+    "cfg-paddle-width": "20",
+    "cfg-ball-speed": "2.0",
+    "cfg-brick-rows": "6",
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+    "cfg-brick-offset": "10",
+    "cfg-launch-angle-mode": "random",
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+    "cfg-cb-lives": "5",
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+    "cfg-cb-skip-initial-steps": "",
+    "cfg-partial-obs": true,
+    "cfg-slippery": false
+  },
+  "context_items": [
+    {
+      "label": "[Human] CartPole-v1_example (32 frames)",
+      "type": "folder",
+      "folder": "human/CartPole-v1_example",
+      "frame_count": 32
+    }
+  ],
+  "context_frame_count": 32
+}
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diff --git a/CartPole-v1/state3/config.json b/CartPole-v1/state3/config.json
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+{
+  "game_id": "CartPole-v1",
+  "name": "state3",
+  "created_at": "2026-04-07T10:12:29",
+  "base_url": "http://35.220.164.252:3888/v1",
+  "model": "gemini-3-flash-preview",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "Your objective is to control the cart by pushing it left or right to keep the pole balanced upright for as long as possible. \nThe cart has inertia of motion.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "41",
+    "cfg-repeat": "2",
+    "cfg-noop-fill": false,
+    "cfg-action-repeat": "1",
+    "cfg-max-steps": "30",
+    "cfg-frameskip": "4",
+    "cfg-auto-respawn": true,
+    "cfg-initial-lives": "",
+    "cfg-end-on-life-loss": false,
+    "cfg-skip-initial-steps": "",
+    "cfg-action-set": "simple",
+    "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
+  },
+  "context_items": [
+    {
+      "label": "[Human] CartPole-v1_example (32 frames)",
+      "type": "folder",
+      "folder": "human/CartPole-v1_example",
+      "frame_count": 32
+    }
+  ],
+  "action_sequence": {
+    "game_safe": "CartPole-v1",
+    "name": "slightly_right"
+  },
+  "context_frame_count": 32
+}
\ No newline at end of file
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+{
+  "game_id": "CartPole-v1",
+  "name": "state4",
+  "created_at": "2026-04-07T10:15:44",
+  "base_url": "http://35.220.164.252:3888/v1",
+  "model": "gemini-3-flash-preview",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "Your objective is to control the cart by pushing it left or right to keep the pole balanced upright for as long as possible. \nThe cart has inertia of motion.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "41",
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+      "type": "folder",
+      "folder": "human/CartPole-v1_example",
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+    }
+  ],
+  "action_sequence": {
+    "game_safe": "CartPole-v1",
+    "name": "slightly_left"
+  },
+  "context_frame_count": 32
+}
\ No newline at end of file
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+{
+  "game_id": "CartPole-v1",
+  "name": "state5",
+  "created_at": "2026-04-07T10:16:43",
+  "base_url": "http://35.220.164.252:3888/v1",
+  "model": "gemini-3-flash-preview",
+  "temperature": 0.7,
+  "max_tokens": 50000,
+  "video_description": "",
+  "game_rules": "Your objective is to control the cart by pushing it left or right to keep the pole balanced upright for as long as possible. \nThe cart has inertia of motion.",
+  "action_mode": "natural_language",
+  "frame_source": "subbed_nl",
+  "frame_window": 0,
+  "hide_reward": true,
+  "video_mode": true,
+  "game_settings": {
+    "cfg-seed": "44",
+    "cfg-repeat": "2",
+    "cfg-noop-fill": false,
+    "cfg-action-repeat": "1",
+    "cfg-max-steps": "30",
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+  },
+  "context_items": [
+    {
+      "label": "[Human] CartPole-v1_example (32 frames)",
+      "type": "folder",
+      "folder": "human/CartPole-v1_example",
+      "frame_count": 32
+    }
+  ],
+  "context_frame_count": 32
+}
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