MEDIUM_TASK = {
    "task_id": "task_medium",
    "difficulty": "medium",
    "description": (
        "Classify clips with mixed quality indicators. Weigh competing features and explain trade-off reasoning."
    ),
    "data_corpus": [
        {
            "clip_id": "clip_0006",
            "duration_s": 9.96,
            "fps": 25,
            "resolution": "1280x704",
            "face_area_ratio": 0.28,
            "face_confidence": 0.6392,
            "head_pose_yaw_deg": 10.75,
            "head_pose_pitch_deg": 4.465,
            "motion_score": 0.0354,
            "bg_complexity": "busy_room",
            "bg_complexity_score": 0.1005,
            "mouth_open_ratio": 0.293,
            "blink_rate_hz": 0.25,
            "audio_snr_db": 57.205,
            "transcript_word_count": 22,
            "transcript_confidence": 0.4406,
            "lighting_uniformity": 0.6382,
            "occlusion_present": False,
            "environment_tag": "home_office",
            "framing": "offgaze",
            "expected_label": "REJECT",
            "sharpness_score": 0.0226,
            "temporal_flicker": 0.0129,
            "bg_entropy": 0.8525,
            "eye_contact_ratio": 0.0,
            "speech_rate_wpm": 132.53,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0007",
            "duration_s": 10.031,
            "fps": 25,
            "resolution": "1280x704",
            "face_area_ratio": 0.28,
            "face_confidence": 0.6411,
            "head_pose_yaw_deg": 8.385,
            "head_pose_pitch_deg": 5.725,
            "motion_score": 0.023,
            "bg_complexity": "busy_room",
            "bg_complexity_score": 0.1048,
            "mouth_open_ratio": 0.62,
            "blink_rate_hz": 0.25,
            "audio_snr_db": 16.848,
            "transcript_word_count": 34,
            "transcript_confidence": 0.4632,
            "lighting_uniformity": 0.6365,
            "occlusion_present": False,
            "environment_tag": "home_office",
            "framing": "offgaze",
            "expected_label": "REJECT",
            "sharpness_score": 0.0308,
            "temporal_flicker": 0.0099,
            "bg_entropy": 0.8167,
            "eye_contact_ratio": 0.0,
            "speech_rate_wpm": 203.37,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0008",
            "duration_s": 16.04,
            "fps": 25,
            "resolution": "1280x704",
            "face_area_ratio": 0.28,
            "face_confidence": 0.6593,
            "head_pose_yaw_deg": 7.048,
            "head_pose_pitch_deg": 6.811,
            "motion_score": 0.0135,
            "bg_complexity": "simple_room",
            "bg_complexity_score": 0.0925,
            "mouth_open_ratio": 0.18,
            "blink_rate_hz": 0.25,
            "audio_snr_db": 17.52,
            "transcript_word_count": 47,
            "transcript_confidence": 0.4605,
            "lighting_uniformity": 0.662,
            "occlusion_present": False,
            "environment_tag": "home_office",
            "framing": "offgaze",
            "expected_label": "KEEP",
            "sharpness_score": 0.0186,
            "temporal_flicker": 0.0065,
            "bg_entropy": 0.8717,
            "eye_contact_ratio": 0.0,
            "speech_rate_wpm": 175.81,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0009",
            "duration_s": 14.76,
            "fps": 25,
            "resolution": "1280x704",
            "face_area_ratio": 0.28,
            "face_confidence": 0.5823,
            "head_pose_yaw_deg": 8.863,
            "head_pose_pitch_deg": 5.416,
            "motion_score": 0.0236,
            "bg_complexity": "busy_room",
            "bg_complexity_score": 0.1139,
            "mouth_open_ratio": 0.3477,
            "blink_rate_hz": 0.25,
            "audio_snr_db": 21.738,
            "transcript_word_count": 39,
            "transcript_confidence": 0.4458,
            "lighting_uniformity": 0.5904,
            "occlusion_present": False,
            "environment_tag": "webcam_room",
            "framing": "offgaze",
            "expected_label": "BORDERLINE",
            "sharpness_score": 0.0236,
            "temporal_flicker": 0.0167,
            "bg_entropy": 0.94,
            "eye_contact_ratio": 0.0,
            "speech_rate_wpm": 158.54,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0010",
            "duration_s": 14.76,
            "fps": 25,
            "resolution": "1280x704",
            "face_area_ratio": 0.28,
            "face_confidence": 0.778,
            "head_pose_yaw_deg": 5.803,
            "head_pose_pitch_deg": 8.271,
            "motion_score": 0.0143,
            "bg_complexity": "solid_dark",
            "bg_complexity_score": 0.0618,
            "mouth_open_ratio": 0.18,
            "blink_rate_hz": 0.25,
            "audio_snr_db": 19.274,
            "transcript_word_count": 40,
            "transcript_confidence": 0.4405,
            "lighting_uniformity": 0.7779,
            "occlusion_present": True,
            "environment_tag": "podcast_studio",
            "framing": "front",
            "expected_label": "KEEP",
            "sharpness_score": 0.0082,
            "temporal_flicker": 0.0092,
            "bg_entropy": 0.7296,
            "eye_contact_ratio": 0.0,
            "speech_rate_wpm": 162.6,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0024",
            "duration_s": 6.2,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.24,
            "face_confidence": 0.78,
            "head_pose_yaw_deg": 14.4,
            "head_pose_pitch_deg": 9.3,
            "motion_score": 0.29,
            "bg_complexity": "simple_room",
            "bg_complexity_score": 0.18,
            "mouth_open_ratio": 0.23,
            "blink_rate_hz": 0.3,
            "audio_snr_db": 18.5,
            "transcript_word_count": 20,
            "transcript_confidence": 0.75,
            "lighting_uniformity": 0.62,
            "occlusion_present": False,
            "environment_tag": "office",
            "framing": "left",
            "expected_label": "BORDERLINE",
            "sharpness_score": 0.7,
            "temporal_flicker": 0.1,
            "bg_entropy": 0.23,
            "eye_contact_ratio": 0.58,
            "speech_rate_wpm": 118.0,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0025",
            "duration_s": 10.6,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.23,
            "face_confidence": 0.77,
            "head_pose_yaw_deg": 16.1,
            "head_pose_pitch_deg": 9.8,
            "motion_score": 0.31,
            "bg_complexity": "simple_room",
            "bg_complexity_score": 0.19,
            "mouth_open_ratio": 0.24,
            "blink_rate_hz": 0.31,
            "audio_snr_db": 17.4,
            "transcript_word_count": 23,
            "transcript_confidence": 0.73,
            "lighting_uniformity": 0.59,
            "occlusion_present": False,
            "environment_tag": "podcast_corner",
            "framing": "front",
            "expected_label": "BORDERLINE",
            "sharpness_score": 0.67,
            "temporal_flicker": 0.12,
            "bg_entropy": 0.25,
            "eye_contact_ratio": 0.53,
            "speech_rate_wpm": 124.0,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0026",
            "duration_s": 7.4,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.27,
            "face_confidence": 0.82,
            "head_pose_yaw_deg": 11.2,
            "head_pose_pitch_deg": 7.7,
            "motion_score": 0.24,
            "bg_complexity": "office",
            "bg_complexity_score": 0.14,
            "mouth_open_ratio": 0.29,
            "blink_rate_hz": 0.26,
            "audio_snr_db": 20.1,
            "transcript_word_count": 22,
            "transcript_confidence": 0.81,
            "lighting_uniformity": 0.66,
            "occlusion_present": False,
            "environment_tag": "workstation",
            "framing": "front",
            "expected_label": "KEEP",
            "sharpness_score": 0.76,
            "temporal_flicker": 0.07,
            "bg_entropy": 0.18,
            "eye_contact_ratio": 0.66,
            "speech_rate_wpm": 131.0,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0027",
            "duration_s": 4.3,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.21,
            "face_confidence": 0.69,
            "head_pose_yaw_deg": 19.1,
            "head_pose_pitch_deg": 10.6,
            "motion_score": 0.39,
            "bg_complexity": "busy_room",
            "bg_complexity_score": 0.23,
            "mouth_open_ratio": 0.21,
            "blink_rate_hz": 0.34,
            "audio_snr_db": 15.0,
            "transcript_word_count": 13,
            "transcript_confidence": 0.69,
            "lighting_uniformity": 0.54,
            "occlusion_present": False,
            "environment_tag": "classroom",
            "framing": "offgaze",
            "expected_label": "BORDERLINE",
            "sharpness_score": 0.59,
            "temporal_flicker": 0.15,
            "bg_entropy": 0.31,
            "eye_contact_ratio": 0.4,
            "speech_rate_wpm": 98.0,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0028",
            "duration_s": 8.7,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.36,
            "face_confidence": 0.91,
            "head_pose_yaw_deg": 8.1,
            "head_pose_pitch_deg": 5.4,
            "motion_score": 0.14,
            "bg_complexity": "solid_dark",
            "bg_complexity_score": 0.08,
            "mouth_open_ratio": 0.34,
            "blink_rate_hz": 0.24,
            "audio_snr_db": 23.9,
            "transcript_word_count": 29,
            "transcript_confidence": 0.88,
            "lighting_uniformity": 0.81,
            "occlusion_present": False,
            "environment_tag": "studio",
            "framing": "front",
            "expected_label": "KEEP",
            "sharpness_score": 0.87,
            "temporal_flicker": 0.04,
            "bg_entropy": 0.1,
            "eye_contact_ratio": 0.82,
            "speech_rate_wpm": 139.0,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0029",
            "duration_s": 5.1,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.19,
            "face_confidence": 0.62,
            "head_pose_yaw_deg": 22.5,
            "head_pose_pitch_deg": 11.7,
            "motion_score": 0.46,
            "bg_complexity": "busy_indoor",
            "bg_complexity_score": 0.39,
            "mouth_open_ratio": 0.18,
            "blink_rate_hz": 0.37,
            "audio_snr_db": 12.8,
            "transcript_word_count": 11,
            "transcript_confidence": 0.58,
            "lighting_uniformity": 0.41,
            "occlusion_present": False,
            "environment_tag": "cafe",
            "framing": "offgaze",
            "expected_label": "REJECT",
            "sharpness_score": 0.5,
            "temporal_flicker": 0.19,
            "bg_entropy": 0.44,
            "eye_contact_ratio": 0.28,
            "speech_rate_wpm": 87.0,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0030",
            "duration_s": 7.8,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.28,
            "face_confidence": 0.83,
            "head_pose_yaw_deg": 13.2,
            "head_pose_pitch_deg": 8.1,
            "motion_score": 0.22,
            "bg_complexity": "simple_room",
            "bg_complexity_score": 0.13,
            "mouth_open_ratio": 0.31,
            "blink_rate_hz": 0.25,
            "audio_snr_db": 21.7,
            "transcript_word_count": 25,
            "transcript_confidence": 0.83,
            "lighting_uniformity": 0.71,
            "occlusion_present": False,
            "environment_tag": "meeting_room",
            "framing": "front",
            "expected_label": "KEEP",
            "sharpness_score": 0.78,
            "temporal_flicker": 0.06,
            "bg_entropy": 0.17,
            "eye_contact_ratio": 0.71,
            "speech_rate_wpm": 134.0,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0031",
            "duration_s": 3.6,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.17,
            "face_confidence": 0.59,
            "head_pose_yaw_deg": 26.3,
            "head_pose_pitch_deg": 13.5,
            "motion_score": 0.52,
            "bg_complexity": "outdoor",
            "bg_complexity_score": 0.48,
            "mouth_open_ratio": 0.14,
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            "transcript_word_count": 7,
            "transcript_confidence": 0.42,
            "lighting_uniformity": 0.35,
            "occlusion_present": False,
            "environment_tag": "street",
            "framing": "offgaze",
            "expected_label": "REJECT",
            "sharpness_score": 0.39,
            "temporal_flicker": 0.25,
            "bg_entropy": 0.58,
            "eye_contact_ratio": 0.15,
            "speech_rate_wpm": 72.0,
            "difficulty": "medium",
        },
        {
            "clip_id": "clip_0052",
            "duration_s": 9.4,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.35,
            "face_confidence": 0.85,
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            "head_pose_pitch_deg": 4.2,
            "motion_score": 0.22,
            "bg_complexity": "office",
            "bg_complexity_score": 0.1,
            "mouth_open_ratio": 0.28,
            "blink_rate_hz": 0.42,
            "audio_snr_db": 21.5,
            "transcript_word_count": 27,
            "transcript_confidence": 0.82,
            "lighting_uniformity": 0.75,
            "occlusion_present": False,
            "environment_tag": "studio_small",
            "framing": "offgaze",
            "expected_label": "KEEP",
            "sharpness_score": 0.9,
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            "eye_contact_ratio": 0.8,
            "speech_rate_wpm": 82.0,
        },
        {
            "clip_id": "clip_0053",
            "duration_s": 13.0,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.35,
            "face_confidence": 0.82,
            "head_pose_yaw_deg": 10.0,
            "head_pose_pitch_deg": 13.8,
            "motion_score": 0.24,
            "bg_complexity": "simple_room",
            "bg_complexity_score": 0.1,
            "mouth_open_ratio": 0.35,
            "blink_rate_hz": 0.21,
            "audio_snr_db": 20.8,
            "transcript_word_count": 38,
            "transcript_confidence": 0.92,
            "lighting_uniformity": 0.68,
            "occlusion_present": False,
            "environment_tag": "conference_hall",
            "framing": "front",
            "expected_label": "KEEP",
            "sharpness_score": 0.9,
            "temporal_flicker": 0.03,
            "bg_entropy": 0.13,
            "eye_contact_ratio": 0.8,
            "speech_rate_wpm": 153.0,
        },
        {
            "clip_id": "clip_0054",
            "duration_s": 11.8,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.35,
            "face_confidence": 0.87,
            "head_pose_yaw_deg": 10.0,
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            "motion_score": 0.18,
            "bg_complexity": "simple_room",
            "bg_complexity_score": 0.1,
            "mouth_open_ratio": 0.41,
            "blink_rate_hz": 0.27,
            "audio_snr_db": 22.1,
            "transcript_word_count": 41,
            "transcript_confidence": 0.85,
            "lighting_uniformity": 0.72,
            "occlusion_present": False,
            "environment_tag": "classroom_empty",
            "framing": "right",
            "expected_label": "KEEP",
            "sharpness_score": 0.9,
            "temporal_flicker": 0.03,
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            "eye_contact_ratio": 0.8,
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        },
        {
            "clip_id": "clip_0055",
            "duration_s": 10.5,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.35,
            "face_confidence": 0.84,
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            "motion_score": 0.2,
            "bg_complexity": "office",
            "bg_complexity_score": 0.1,
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            "blink_rate_hz": 0.19,
            "audio_snr_db": 21.2,
            "transcript_word_count": 12,
            "transcript_confidence": 0.92,
            "lighting_uniformity": 0.7,
            "occlusion_present": False,
            "environment_tag": "study_room",
            "framing": "offgaze",
            "expected_label": "KEEP",
            "sharpness_score": 0.9,
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            "eye_contact_ratio": 0.8,
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        },
        {
            "clip_id": "clip_0056",
            "duration_s": 6.4,
            "fps": 25,
            "resolution": "1280x720",
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            "motion_score": 0.38,
            "bg_complexity": "busy_room",
            "bg_complexity_score": 0.35,
            "mouth_open_ratio": 0.52,
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            "audio_snr_db": 15.5,
            "transcript_word_count": 38,
            "transcript_confidence": 0.64,
            "lighting_uniformity": 0.54,
            "occlusion_present": False,
            "environment_tag": "street_market",
            "framing": "offgaze",
            "expected_label": "BORDERLINE",
            "sharpness_score": 0.5,
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            "bg_entropy": 0.28,
            "eye_contact_ratio": 0.4,
            "speech_rate_wpm": 85.0,
        },
        {
            "clip_id": "clip_0057",
            "duration_s": 7.9,
            "fps": 25,
            "resolution": "1280x720",
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            "transcript_word_count": 14,
            "transcript_confidence": 0.59,
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            "occlusion_present": False,
            "environment_tag": "train_station",
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            "sharpness_score": 0.5,
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            "resolution": "1280x720",
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            "audio_snr_db": 9.5,
            "transcript_word_count": 12,
            "transcript_confidence": 0.53,
            "lighting_uniformity": 0.38,
            "occlusion_present": False,
            "environment_tag": "concert_crowd",
            "framing": "right",
            "expected_label": "REJECT",
            "sharpness_score": 0.5,
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            "eye_contact_ratio": 0.4,
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        {
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            "fps": 25,
            "resolution": "1280x720",
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            "mouth_open_ratio": 0.48,
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            "transcript_word_count": 39,
            "transcript_confidence": 0.54,
            "lighting_uniformity": 0.28,
            "occlusion_present": False,
            "environment_tag": "dark_basement",
            "framing": "front",
            "expected_label": "REJECT",
            "sharpness_score": 0.5,
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            "eye_contact_ratio": 0.4,
            "speech_rate_wpm": 94.0,
        },
        {
            "clip_id": "clip_0060",
            "duration_s": 6.9,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.15,
            "face_confidence": 0.62,
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            "bg_complexity": "busy_room",
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            "blink_rate_hz": 0.28,
            "audio_snr_db": 10.2,
            "transcript_word_count": 43,
            "transcript_confidence": 0.61,
            "lighting_uniformity": 0.45,
            "occlusion_present": False,
            "environment_tag": "subway_ride",
            "framing": "front",
            "expected_label": "REJECT",
            "sharpness_score": 0.5,
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            "eye_contact_ratio": 0.4,
            "speech_rate_wpm": 101.0,
        },
        {
            "clip_id": "clip_0061",
            "duration_s": 12.2,
            "fps": 25,
            "resolution": "1280x720",
            "face_area_ratio": 0.15,
            "face_confidence": 0.48,
            "head_pose_yaw_deg": 25.0,
            "head_pose_pitch_deg": 3.6,
            "motion_score": 0.47,
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