{
  "schema_version": 1,
  "title": "QualityMax Voice Lab: independent Dessa recording analysis",
  "analysis_status": "offline_research_not_an_agent_quality_verdict",
  "sources": {
    "publisher": "https://block.xyz/dessa",
    "analyzed_recording": "https://x.com/Screeendev/status/2113792408076878334",
    "recording_credit": "@blueemi99 (public media metadata)"
  },
  "audio_sha256": "fa377b56b71591ba7797727ea2d678eed7b2738b57c36bd04e36f64d93c510fb",
  "duration_seconds": 176.222993,
  "waveform": [
    0.0,
    0.0,
    2e-05,
    0.00347,
    0.06605,
    0.0866,
    0.0766,
    0.06579,
    0.01359,
    0.00974,
    0.0046,
    0.00323,
    0.00576,
    0.00563,
    0.0027,
    0.09822,
    0.14583,
    0.14662,
    0.17353,
    0.03323,
    0.00226,
    0.00377,
    0.00408,
    0.18237,
    0.15432,
    0.0189,
    0.00302,
    0.0032,
    0.07416,
    0.22706,
    0.09112,
    0.1913,
    0.15948,
    0.07678,
    0.15525,
    0.1129,
    0.02948,
    0.15597,
    0.11836,
    0.01583,
    0.13956,
    0.00607,
    0.00237,
    0.00447,
    0.00309,
    0.10728,
    0.13997,
    0.06682,
    0.15462,
    0.07406,
    0.09653,
    0.1723,
    0.04535,
    0.07729,
    0.03394,
    0.05216,
    0.10528,
    0.09092,
    0.2475,
    0.20897,
    0.03161,
    0.00517,
    0.00313,
    0.02726,
    0.01866,
    0.14044,
    0.23259,
    0.16912,
    0.12436,
    0.11858,
    0.12279,
    0.14297,
    0.08385,
    0.08204,
    0.06694,
    0.00259,
    0.00487,
    0.00471,
    0.0629,
    0.11179,
    0.07952,
    0.06734,
    0.06063,
    0.07495,
    0.07528,
    0.07233,
    0.07697,
    0.02046,
    0.05236,
    0.02388,
    0.03501,
    0.06343,
    0.04397,
    0.02258,
    0.03791,
    0.07493,
    0.02883,
    0.00385,
    0.01622,
    0.04903,
    0.05033,
    0.00509,
    0.06181,
    0.03744,
    0.06016,
    0.05706,
    0.08335,
    0.04672,
    0.03575,
    0.01663,
    0.0049,
    0.08124,
    0.13618,
    0.02416,
    0.0027,
    0.07155,
    0.075,
    0.06356,
    0.08093,
    0.02859,
    0.00261,
    0.08183,
    0.09889,
    0.15008,
    0.12383,
    0.09281,
    0.07662,
    0.08394,
    0.06594,
    0.10589,
    0.09092,
    0.06312,
    0.02858,
    0.03245,
    0.00498,
    0.00478,
    0.24753,
    0.09555,
    0.17768,
    0.15827,
    0.00836,
    0.00323,
    0.0509,
    0.11214,
    0.05798,
    0.05882,
    0.01763,
    0.06561,
    0.11277,
    0.10106,
    0.04627,
    0.00353,
    0.08589,
    0.06794,
    0.08442,
    0.06653,
    0.12867,
    0.0301,
    0.1099,
    0.07952,
    0.02334,
    0.06526,
    0.11381,
    0.04347,
    0.00466,
    0.00998,
    0.07085,
    0.04479,
    0.06205,
    0.04703,
    0.13363,
    0.08742,
    0.07672,
    0.04573,
    0.04338,
    0.04386,
    0.04137,
    0.05059,
    0.27118,
    0.09893,
    0.00285,
    0.00264,
    0.00404,
    0.0377,
    0.23426,
    0.08915,
    0.0058,
    0.2043,
    0.16368,
    0.05361,
    0.00537,
    0.21697,
    0.05431,
    0.0049,
    0.00274,
    0.00336,
    0.00281,
    0.12452,
    0.15194,
    0.20339,
    0.1414,
    0.14403,
    0.00798,
    0.13251,
    0.18824,
    0.03665,
    0.12424,
    0.1209,
    0.03518,
    0.10555,
    0.00433,
    0.12647,
    0.11555,
    0.06245,
    0.05697,
    0.00733,
    0.06892,
    0.13268,
    0.07539,
    0.06947,
    0.07473,
    0.06351,
    0.07506,
    0.07313,
    0.07801,
    0.07297,
    0.07301,
    0.23503,
    0.24543,
    0.05288,
    0.00787,
    0.00807,
    0.07472,
    0.22264,
    0.15351,
    0.12984,
    0.1055,
    0.09002,
    0.12132,
    0.02801,
    0.11902,
    0.08821,
    0.10226,
    0.07116,
    0.07401,
    0.13781,
    0.05998,
    0.1015,
    0.04129,
    0.04082,
    0.04487,
    0.00621,
    0.00297,
    0.0037,
    0.00345,
    0.15411,
    0.21677,
    0.08182,
    0.2322,
    0.0138,
    0.14766,
    0.14448,
    0.11922,
    0.12713,
    0.05796,
    0.00285,
    0.00273,
    0.03359,
    0.07828,
    0.0457,
    0.09362,
    0.10359,
    0.07845,
    0.10084,
    0.08934,
    0.07507,
    0.04076,
    0.00854,
    0.00324,
    0.02361,
    0.07123,
    0.01394,
    0.07947,
    0.14218,
    0.11313,
    0.08157,
    0.07031,
    0.0805,
    0.09688,
    0.10522,
    0.07742,
    0.05149,
    0.06202,
    0.05837,
    0.0747,
    0.05378,
    0.08305,
    0.07538,
    0.07959,
    0.06328,
    0.05901,
    0.05845,
    0.06262,
    0.05406,
    0.08855,
    0.0907,
    0.05928,
    0.00487,
    0.02568,
    0.10442,
    0.06848,
    0.0773,
    0.06774,
    0.04394,
    0.0041,
    0.00336,
    0.00333,
    0.00412,
    0.13742,
    0.10821,
    0.13472,
    0.08044,
    0.15897,
    0.11165,
    0.12162,
    0.13985,
    0.10408,
    0.13846,
    0.1031,
    0.12362,
    0.00741,
    0.00334,
    0.0041,
    0.00367,
    0.13021,
    0.07224,
    0.14933,
    0.08906,
    0.07609,
    0.03279,
    0.10514,
    0.09549,
    0.08808,
    0.01176,
    0.00304,
    0.10973,
    0.12163,
    0.03823,
    0.0685,
    0.03117,
    0.10758,
    0.13431,
    0.13079,
    0.1607,
    0.09365,
    0.01527,
    0.0497,
    0.19952,
    0.12067,
    0.03538,
    0.16019,
    0.04809,
    0.01276,
    0.0284,
    0.12625,
    0.08816,
    0.12309,
    0.09109,
    0.05156,
    0.04934,
    0.05829,
    0.0905,
    0.09289,
    0.01823,
    0.04836,
    0.03591,
    0.04713,
    0.01487,
    0.00589,
    0.00386,
    0.00424,
    0.00408,
    0.00495,
    0.0043,
    0.08842,
    0.08084,
    0.17857,
    0.05742,
    0.14534,
    0.0923,
    0.09519,
    0.0867,
    0.14312,
    0.06957,
    0.10011,
    0.12358,
    0.01539,
    0.02193,
    0.05279,
    0.0162,
    0.00362,
    0.00305,
    0.00338,
    0.00311,
    0.1056,
    0.06933,
    0.12176,
    0.10055,
    0.04456,
    0.09363,
    0.12897,
    0.1184,
    0.12204,
    0.14162,
    0.1713,
    0.15681,
    0.1604,
    0.0806,
    0.07318,
    0.0628,
    0.03085,
    0.0031,
    0.09118,
    0.07604,
    0.08888,
    0.04639,
    0.08696,
    0.05559,
    0.07518,
    0.05679,
    0.09582,
    0.1306,
    0.14665,
    0.03188,
    0.08284,
    0.03987,
    0.0751,
    0.04052,
    0.04867,
    0.01218,
    0.0457,
    0.09166,
    0.10889,
    0.06553,
    0.06215,
    0.02544,
    0.04933,
    0.10972,
    0.06316,
    0.08779,
    0.06154,
    0.03806,
    0.02755,
    0.00414,
    0.00442,
    0.00333,
    0.00334,
    0.00282,
    0.19184,
    0.25086,
    0.06741,
    0.0019,
    0.20571,
    0.16684,
    0.08916,
    0.08904,
    0.11031,
    0.13112,
    0.08292,
    0.13519,
    0.14924,
    0.06973,
    0.0697,
    0.04463,
    0.07723,
    0.04312,
    0.0677,
    0.02309,
    0.00409,
    0.00418,
    0.00363,
    0.00304,
    0.07646,
    0.08409,
    0.16184,
    0.0824,
    0.10423,
    0.05285,
    0.04365,
    0.06453,
    0.03582,
    0.08509,
    0.08969,
    0.07062,
    0.0154,
    0.00281,
    0.04663,
    0.09911,
    0.07812,
    0.05021,
    0.07408,
    0.08231,
    0.05595,
    0.0369,
    0.0036,
    0.04422,
    0.06722,
    0.0448,
    0.03555,
    0.01832,
    0.06845,
    0.12112,
    0.10002,
    0.09909,
    0.06413,
    0.03943,
    0.04436,
    0.02068,
    0.02598,
    0.10515,
    0.09657,
    0.12851,
    0.12567,
    0.06141,
    0.10324,
    0.04093,
    0.06402,
    0.03504,
    0.03608,
    0.00728,
    0.02182,
    0.0878,
    0.06286,
    0.05998,
    0.02991,
    0.17049,
    0.21109,
    0.23654,
    0.07881,
    0.00368,
    0.00343,
    0.00327,
    0.00309,
    0.22039,
    0.16798,
    0.09326,
    0.01439,
    0.11903,
    0.08507,
    0.10407,
    0.06318,
    0.04181,
    0.10049,
    0.06696,
    0.07722,
    0.05024,
    0.05294,
    0.14012,
    0.09941,
    0.03117,
    0.09228,
    0.05324,
    0.06048,
    0.02719,
    0.00381,
    0.00538,
    0.00291,
    0.00376,
    0.00358,
    0.10558,
    0.09943,
    0.0702,
    0.14297,
    0.09814,
    0.0843,
    0.04091,
    0.02539,
    0.04031,
    0.01221,
    0.0521,
    0.02443,
    0.00471,
    0.0036,
    0.00352,
    0.06061,
    0.14311,
    0.14514,
    0.17777,
    0.1207,
    0.058,
    0.08116,
    0.07978,
    0.00514,
    0.00809,
    0.00752,
    0.0045,
    0.00683,
    0.00232,
    0.00279,
    0.08111,
    0.0586,
    0.00246,
    0.00279,
    0.00431,
    0.01061,
    0.11392,
    0.05269,
    0.00366,
    0.02426,
    0.08294,
    0.09585,
    0.12316,
    0.10674,
    0.05831,
    0.08978,
    0.05687,
    0.08211,
    0.15516,
    0.13766,
    0.16848,
    0.12325,
    0.17444,
    0.11138,
    0.20129,
    0.05618,
    0.11547,
    0.09673,
    0.05623,
    0.0569,
    0.08043,
    0.06394,
    0.06939,
    0.06323,
    0.02581,
    0.02528,
    0.11485,
    0.07695,
    0.00415,
    0.00941,
    0.17692,
    0.13589,
    0.11851,
    0.10861,
    0.08801,
    0.0393,
    0.04609,
    0.03273,
    0.03117,
    0.08189,
    0.075,
    0.05467,
    0.06666,
    0.03205,
    0.0915,
    0.08243,
    0.07406,
    0.05977,
    0.05718,
    0.034,
    0.06012,
    0.05494,
    0.05031,
    0.06507,
    0.03024,
    0.00277,
    0.00394,
    0.00338,
    0.00522,
    0.00505,
    0.03353,
    0.09519,
    0.10934,
    0.05196,
    0.0354,
    0.05606,
    0.0553,
    0.03486,
    0.05067,
    0.07619,
    0.02873,
    0.06719,
    0.05788,
    0.05354,
    0.03213,
    0.06827,
    0.03873,
    0.02449,
    0.00766,
    0.00228,
    0.06126,
    0.03809,
    0.04147,
    0.0384,
    0.07575,
    0.0787,
    0.03867,
    0.05183,
    0.0513,
    0.06711,
    0.04845,
    0.10309,
    0.04636,
    0.07033,
    0.05818,
    0.06151,
    0.02479,
    0.09932,
    0.0718,
    0.09226,
    0.08666,
    0.07438,
    0.05723,
    0.02739,
    0.06193,
    0.07765,
    0.00443,
    0.00585,
    0.07899,
    0.06092,
    0.08383,
    0.07312,
    0.07079,
    0.06409,
    0.05365,
    0.03004,
    0.03692,
    0.00563,
    0.09954,
    0.06375,
    0.03929,
    0.02811,
    0.00353,
    0.00351,
    0.00361,
    0.00929,
    0.25078,
    0.11758,
    0.01194,
    0.00325,
    0.00324,
    0.00816,
    0.12033,
    0.02451,
    0.03398,
    0.13577,
    0.08605,
    0.08091,
    0.07632,
    0.07158,
    0.0505,
    0.00368,
    0.00307,
    0.00357,
    0.00527,
    0.00793,
    0.00406,
    0.18763,
    0.18205,
    0.21383,
    0.02332,
    0.15848,
    0.03695,
    0.00255,
    0.0026,
    0.06946,
    0.15032,
    0.121,
    0.06845,
    0.05869,
    0.09353,
    0.06628,
    0.06004,
    0.05124,
    0.12347,
    0.1578,
    0.07595,
    0.02951,
    0.00262,
    0.00843,
    0.00311,
    0.00367,
    0.00386,
    0.12015,
    0.16409,
    0.06388,
    0.00256,
    0.00461,
    0.00409,
    0.00377,
    0.00317,
    0.00431,
    0.14974,
    0.18305,
    0.03309,
    0.16109,
    0.09944,
    0.10926,
    0.15613,
    0.03304,
    0.05352,
    0.0429,
    0.05162,
    0.07132,
    0.05084,
    0.05467,
    0.04645,
    0.04657,
    0.22607,
    0.10701,
    0.08695,
    0.00366,
    0.04951,
    0.18881,
    0.20217,
    0.08701,
    0.15147,
    0.06405,
    0.14763,
    0.14559,
    0.09738,
    0.10007,
    0.00927,
    0.08587,
    0.11218,
    0.0104,
    0.0069,
    0.08843,
    0.17358,
    0.11765,
    0.05727,
    0.11648,
    0.09386,
    0.11895,
    0.06415,
    0.02835,
    0.10952,
    0.04093,
    0.06662,
    0.00964,
    0.00483,
    0.00412,
    0.0036,
    0.02909,
    0.143,
    0.01566,
    0.0037,
    0.13241,
    0.05434,
    0.12412,
    0.11606,
    0.08401,
    0.07171,
    0.08035,
    0.03984,
    0.00443,
    0.00331,
    0.00369,
    0.00512,
    0.13196,
    0.2037,
    0.12199,
    0.04737,
    0.13679,
    0.02956,
    0.00228,
    0.00085,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0
  ],
  "selected_comparisons": [
    {
      "id": "volume-request",
      "description": "Compare selected speech immediately before and after the first request to come closer.",
      "gain_db": -4.27,
      "before": {
        "start": 122.38,
        "end": 124.0,
        "dbfs": -19.102748019462524,
        "active_seconds": 1.46,
        "clipped_fraction": 0.0
      },
      "after": {
        "start": 128.7,
        "end": 137.63,
        "dbfs": -23.377636571985306,
        "active_seconds": 6.32,
        "clipped_fraction": 0.0
      }
    },
    {
      "id": "volume-recovery",
      "description": "Compare the quiet response with the longer response after the follow-up exchange.",
      "gain_db": 5.04,
      "before": {
        "start": 128.7,
        "end": 137.63,
        "dbfs": -23.377636571985306,
        "active_seconds": 6.32,
        "clipped_fraction": 0.0
      },
      "after": {
        "start": 158.55,
        "end": 168.24,
        "dbfs": -18.337258965634028,
        "active_seconds": 7.1,
        "clipped_fraction": 0.0
      }
    }
  ],
  "method": "Silero speech activity + WeSpeaker ResNet34 embeddings + two-cluster KMeans",
  "assumed_voice_clusters": 2,
  "models": [
    {
      "name": "WeSpeaker VoxCeleb ResNet34",
      "revision": "ff1ac5bca8ef11e90662b879aa923979e0bd277b",
      "sha256": "9fea6516d7ad6bf0a76c7689f5a49b65d330fad6dde96c91bb4435ffbfe056a1",
      "source": "https://huggingface.co/Wespeaker/wespeaker-voxceleb-resnet34"
    },
    {
      "name": "Silero VAD",
      "revision": "066409f3d9db45a30d21dfcbf9147826ffdd7052",
      "sha256": "1a153a22f4509e292a94e67d6f9b85e8deb25b4988682b7e174c65279d8788e3",
      "source": "https://github.com/snakers4/silero-vad"
    }
  ],
  "segments": [
    {
      "start": 0.864,
      "end": 1.792,
      "speaker_id": "speaker_1",
      "margin": 0.2539,
      "id": "turn_001"
    },
    {
      "start": 2.944,
      "end": 4.032,
      "speaker_id": "speaker_2",
      "margin": 0.4828,
      "id": "turn_002"
    },
    {
      "start": 4.64,
      "end": 5.216,
      "speaker_id": "speaker_2",
      "margin": 0.4339,
      "id": "turn_003"
    },
    {
      "start": 5.696,
      "end": 8.512,
      "speaker_id": "speaker_2",
      "margin": 0.2248,
      "id": "turn_004"
    },
    {
      "start": 8.576,
      "end": 8.64,
      "speaker_id": "speaker_2",
      "margin": 0.2248,
      "id": "turn_005"
    },
    {
      "start": 8.64,
      "end": 8.768,
      "speaker_id": "unknown",
      "margin": 0.0327,
      "id": "turn_006"
    },
    {
      "start": 8.96,
      "end": 12.0,
      "speaker_id": "speaker_1",
      "margin": 0.2336,
      "id": "turn_007"
    },
    {
      "start": 12.992,
      "end": 15.104,
      "speaker_id": "speaker_2",
      "margin": 0.4006,
      "id": "turn_008"
    },
    {
      "start": 15.296,
      "end": 15.36,
      "speaker_id": "speaker_2",
      "margin": 0.0984,
      "id": "turn_009"
    },
    {
      "start": 15.36,
      "end": 15.552,
      "speaker_id": "speaker_1",
      "margin": 0.2793,
      "id": "turn_010"
    },
    {
      "start": 15.648,
      "end": 19.552,
      "speaker_id": "speaker_1",
      "margin": 0.5577,
      "id": "turn_011"
    },
    {
      "start": 19.616,
      "end": 22.112,
      "speaker_id": "speaker_1",
      "margin": 0.1938,
      "id": "turn_012"
    },
    {
      "start": 22.112,
      "end": 22.176,
      "speaker_id": "speaker_2",
      "margin": 0.1681,
      "id": "turn_013"
    },
    {
      "start": 22.272,
      "end": 22.848,
      "speaker_id": "speaker_2",
      "margin": 0.1681,
      "id": "turn_014"
    },
    {
      "start": 23.072,
      "end": 23.872,
      "speaker_id": "speaker_2",
      "margin": 0.3422,
      "id": "turn_015"
    },
    {
      "start": 23.872,
      "end": 24.064,
      "speaker_id": "unknown",
      "margin": 0.0333,
      "id": "turn_016"
    },
    {
      "start": 24.224,
      "end": 26.912,
      "speaker_id": "speaker_1",
      "margin": 0.2236,
      "id": "turn_017"
    },
    {
      "start": 27.2,
      "end": 27.36,
      "speaker_id": "unknown",
      "margin": 0.0502,
      "id": "turn_018"
    },
    {
      "start": 27.36,
      "end": 28.128,
      "speaker_id": "speaker_2",
      "margin": 0.2493,
      "id": "turn_019"
    },
    {
      "start": 28.128,
      "end": 28.352,
      "speaker_id": "unknown",
      "margin": 0.048,
      "id": "turn_020"
    },
    {
      "start": 28.512,
      "end": 30.336,
      "speaker_id": "speaker_1",
      "margin": 0.23,
      "id": "turn_021"
    },
    {
      "start": 30.4,
      "end": 32.928,
      "speaker_id": "speaker_1",
      "margin": 0.5545,
      "id": "turn_022"
    },
    {
      "start": 33.088,
      "end": 35.872,
      "speaker_id": "speaker_1",
      "margin": 0.289,
      "id": "turn_023"
    },
    {
      "start": 35.872,
      "end": 36.128,
      "speaker_id": "unknown",
      "margin": 0.0677,
      "id": "turn_024"
    },
    {
      "start": 36.128,
      "end": 36.192,
      "speaker_id": "speaker_2",
      "margin": 0.6398,
      "id": "turn_025"
    },
    {
      "start": 36.768,
      "end": 37.44,
      "speaker_id": "speaker_2",
      "margin": 0.453,
      "id": "turn_026"
    },
    {
      "start": 37.472,
      "end": 38.112,
      "speaker_id": "speaker_2",
      "margin": 0.5796,
      "id": "turn_027"
    },
    {
      "start": 38.144,
      "end": 38.784,
      "speaker_id": "speaker_2",
      "margin": 0.5178,
      "id": "turn_028"
    },
    {
      "start": 39.424,
      "end": 43.136,
      "speaker_id": "speaker_2",
      "margin": 0.1373,
      "id": "turn_029"
    },
    {
      "start": 43.136,
      "end": 43.36,
      "speaker_id": "unknown",
      "margin": 0.0366,
      "id": "turn_030"
    },
    {
      "start": 43.36,
      "end": 45.632,
      "speaker_id": "speaker_1",
      "margin": 0.3033,
      "id": "turn_031"
    },
    {
      "start": 45.632,
      "end": 45.888,
      "speaker_id": "unknown",
      "margin": 0.0153,
      "id": "turn_032"
    },
    {
      "start": 45.888,
      "end": 46.24,
      "speaker_id": "speaker_2",
      "margin": 0.3841,
      "id": "turn_033"
    },
    {
      "start": 46.272,
      "end": 48.864,
      "speaker_id": "speaker_2",
      "margin": 0.2825,
      "id": "turn_034"
    },
    {
      "start": 48.864,
      "end": 50.464,
      "speaker_id": "speaker_1",
      "margin": 0.2362,
      "id": "turn_035"
    },
    {
      "start": 51.136,
      "end": 53.088,
      "speaker_id": "speaker_2",
      "margin": 0.3576,
      "id": "turn_036"
    },
    {
      "start": 53.568,
      "end": 55.68,
      "speaker_id": "speaker_2",
      "margin": 0.1955,
      "id": "turn_037"
    },
    {
      "start": 55.968,
      "end": 61.696,
      "speaker_id": "speaker_1",
      "margin": 0.0807,
      "id": "turn_038"
    },
    {
      "start": 61.792,
      "end": 62.976,
      "speaker_id": "speaker_1",
      "margin": 0.5623,
      "id": "turn_039"
    },
    {
      "start": 63.712,
      "end": 66.304,
      "speaker_id": "speaker_2",
      "margin": 0.2873,
      "id": "turn_040"
    },
    {
      "start": 66.848,
      "end": 68.864,
      "speaker_id": "speaker_2",
      "margin": 0.087,
      "id": "turn_041"
    },
    {
      "start": 69.056,
      "end": 69.12,
      "speaker_id": "unknown",
      "margin": 0.059,
      "id": "turn_042"
    },
    {
      "start": 69.12,
      "end": 75.84,
      "speaker_id": "speaker_1",
      "margin": 0.25,
      "id": "turn_043"
    },
    {
      "start": 76.992,
      "end": 80.192,
      "speaker_id": "speaker_2",
      "margin": 0.2188,
      "id": "turn_044"
    },
    {
      "start": 80.96,
      "end": 84.352,
      "speaker_id": "speaker_2",
      "margin": 0.0889,
      "id": "turn_045"
    },
    {
      "start": 84.448,
      "end": 90.816,
      "speaker_id": "speaker_1",
      "margin": 0.1592,
      "id": "turn_046"
    },
    {
      "start": 91.808,
      "end": 92.352,
      "speaker_id": "speaker_2",
      "margin": 0.3938,
      "id": "turn_047"
    },
    {
      "start": 92.512,
      "end": 95.744,
      "speaker_id": "speaker_2",
      "margin": 0.392,
      "id": "turn_048"
    },
    {
      "start": 96.608,
      "end": 99.136,
      "speaker_id": "speaker_2",
      "margin": 0.3352,
      "id": "turn_049"
    },
    {
      "start": 99.36,
      "end": 100.992,
      "speaker_id": "speaker_2",
      "margin": 0.1044,
      "id": "turn_050"
    },
    {
      "start": 101.184,
      "end": 101.376,
      "speaker_id": "unknown",
      "margin": 0.0776,
      "id": "turn_051"
    },
    {
      "start": 101.376,
      "end": 107.616,
      "speaker_id": "speaker_1",
      "margin": 0.2099,
      "id": "turn_052"
    },
    {
      "start": 107.616,
      "end": 108.032,
      "speaker_id": "unknown",
      "margin": 0.0386,
      "id": "turn_053"
    },
    {
      "start": 108.704,
      "end": 112.992,
      "speaker_id": "speaker_2",
      "margin": 0.3115,
      "id": "turn_054"
    },
    {
      "start": 113.088,
      "end": 113.344,
      "speaker_id": "speaker_2",
      "margin": 0.1832,
      "id": "turn_055"
    },
    {
      "start": 114.016,
      "end": 116.608,
      "speaker_id": "speaker_2",
      "margin": 0.1862,
      "id": "turn_056"
    },
    {
      "start": 116.928,
      "end": 118.816,
      "speaker_id": "speaker_1",
      "margin": 0.3712,
      "id": "turn_057"
    },
    {
      "start": 118.88,
      "end": 119.136,
      "speaker_id": "speaker_1",
      "margin": 0.2275,
      "id": "turn_058"
    },
    {
      "start": 119.136,
      "end": 119.264,
      "speaker_id": "speaker_2",
      "margin": 0.1113,
      "id": "turn_059"
    },
    {
      "start": 119.328,
      "end": 119.52,
      "speaker_id": "speaker_2",
      "margin": 0.1113,
      "id": "turn_060"
    },
    {
      "start": 119.968,
      "end": 120.448,
      "speaker_id": "speaker_2",
      "margin": 0.3096,
      "id": "turn_061"
    },
    {
      "start": 121.088,
      "end": 121.664,
      "speaker_id": "speaker_2",
      "margin": 0.2785,
      "id": "turn_062"
    },
    {
      "start": 121.696,
      "end": 123.36,
      "speaker_id": "speaker_2",
      "margin": 0.3704,
      "id": "turn_063"
    },
    {
      "start": 123.36,
      "end": 123.616,
      "speaker_id": "unknown",
      "margin": 0.024,
      "id": "turn_064"
    },
    {
      "start": 123.616,
      "end": 127.136,
      "speaker_id": "speaker_1",
      "margin": 0.3992,
      "id": "turn_065"
    },
    {
      "start": 127.136,
      "end": 127.36,
      "speaker_id": "unknown",
      "margin": 0.0033,
      "id": "turn_066"
    },
    {
      "start": 127.36,
      "end": 127.712,
      "speaker_id": "speaker_2",
      "margin": 0.3731,
      "id": "turn_067"
    },
    {
      "start": 127.872,
      "end": 133.024,
      "speaker_id": "speaker_2",
      "margin": 0.3438,
      "id": "turn_068"
    },
    {
      "start": 133.984,
      "end": 137.792,
      "speaker_id": "speaker_2",
      "margin": 0.1752,
      "id": "turn_069"
    },
    {
      "start": 137.952,
      "end": 143.36,
      "speaker_id": "speaker_1",
      "margin": 0.3014,
      "id": "turn_070"
    },
    {
      "start": 143.488,
      "end": 146.432,
      "speaker_id": "speaker_1",
      "margin": 0.3785,
      "id": "turn_071"
    },
    {
      "start": 147.072,
      "end": 147.776,
      "speaker_id": "speaker_2",
      "margin": 0.2042,
      "id": "turn_072"
    },
    {
      "start": 148.32,
      "end": 148.8,
      "speaker_id": "speaker_1",
      "margin": 0.2531,
      "id": "turn_073"
    },
    {
      "start": 148.864,
      "end": 150.368,
      "speaker_id": "speaker_1",
      "margin": 0.3864,
      "id": "turn_074"
    },
    {
      "start": 150.912,
      "end": 151.104,
      "speaker_id": "speaker_2",
      "margin": 0.3031,
      "id": "turn_075"
    },
    {
      "start": 151.392,
      "end": 152.608,
      "speaker_id": "speaker_2",
      "margin": 0.2072,
      "id": "turn_076"
    },
    {
      "start": 153.024,
      "end": 155.616,
      "speaker_id": "speaker_1",
      "margin": 0.3137,
      "id": "turn_077"
    },
    {
      "start": 156.64,
      "end": 157.312,
      "speaker_id": "speaker_2",
      "margin": 0.3699,
      "id": "turn_078"
    },
    {
      "start": 158.4,
      "end": 161.888,
      "speaker_id": "speaker_2",
      "margin": 0.2611,
      "id": "turn_079"
    },
    {
      "start": 161.888,
      "end": 162.272,
      "speaker_id": "speaker_1",
      "margin": 0.1598,
      "id": "turn_080"
    },
    {
      "start": 162.464,
      "end": 165.184,
      "speaker_id": "speaker_1",
      "margin": 0.3922,
      "id": "turn_081"
    },
    {
      "start": 165.216,
      "end": 165.376,
      "speaker_id": "speaker_1",
      "margin": 0.6683,
      "id": "turn_082"
    },
    {
      "start": 165.408,
      "end": 168.128,
      "speaker_id": "speaker_1",
      "margin": 0.5097,
      "id": "turn_083"
    },
    {
      "start": 168.704,
      "end": 169.12,
      "speaker_id": "speaker_2",
      "margin": 0.1867,
      "id": "turn_084"
    },
    {
      "start": 169.12,
      "end": 169.248,
      "speaker_id": "unknown",
      "margin": 0.0696,
      "id": "turn_085"
    },
    {
      "start": 169.408,
      "end": 171.168,
      "speaker_id": "speaker_1",
      "margin": 0.2539,
      "id": "turn_086"
    },
    {
      "start": 171.904,
      "end": 173.056,
      "speaker_id": "speaker_2",
      "margin": 0.2076,
      "id": "turn_087"
    }
  ],
  "reference_comparison": {
    "status": "exploratory_reference_comparison_no_accuracy_claim",
    "reference_url": "https://block.xyz/dessa",
    "reference_recording": "Talking about the release / AI_release_convo.wav",
    "audio_sha256": "fa377b56b71591ba7797727ea2d678eed7b2738b57c36bd04e36f64d93c510fb",
    "publisher_track_sha256": [
      "f9873d40bcfa69c130344b43789464fd9dcafbafe626ba5cda4d50e74d4927c0",
      "2c79784c1f23edbba90a62b5a61d431eb0290d239b3786b7acf70a4a2d736d77"
    ],
    "offset_seconds": 0.55475,
    "alignment_windows": [
      {
        "start": 0,
        "end": 40,
        "offset_seconds": 0.55475,
        "correlation": 0.9064
      },
      {
        "start": 60,
        "end": 100,
        "offset_seconds": 0.55475,
        "correlation": 0.8969
      },
      {
        "start": 120,
        "end": 160,
        "offset_seconds": 0.55475,
        "correlation": 0.9434
      }
    ],
    "cluster_mapping": {
      "speaker_1": "publisher_1",
      "speaker_2": "publisher_2"
    },
    "frame_seconds": 0.02,
    "reference_gate_dbfs": -40,
    "exclusive_reference_seconds": 89.28,
    "agree_seconds": 85.98,
    "disagree_seconds": 3.3,
    "unknown_seconds": 0.96,
    "missed_speech_seconds": 0.16,
    "overlap_reference_seconds": 3.22,
    "exclusive_track_agreement_percent": 96.3,
    "limitations": [
      "Reference activity uses a fixed -40 dBFS RMS gate on publisher-isolated tracks, not hand-labeled speech.",
      "All exclusive active reference frames are scored, including turn boundaries, unknown assignments and missed speech.",
      "Overlap and reference-silent frames are excluded from agreement. False speech on silent frames is not scored.",
      "Best permutation maps anonymous voice clusters to publisher track numbers; this does not identify speakers.",
      "A single published demo does not establish general diarization accuracy, overlap handling, or production quality."
    ]
  },
  "limitations": [
    "Speaker identity and window boundaries need human verification.",
    "Recording gain, compression and different phonemes can change RMS independently of agent behavior.",
    "The 3 dB threshold is a demo requirement, not a claimed industry standard.",
    "RMS measures signal level, not perceived loudness. Mixed audio cannot establish speaker-specific latency or barge-in.",
    "No live agent, tool call, ElevenLabs transcription or independent semantic judge was run.",
    "Two voices are assumed for this clip; the model did not discover the number of speakers.",
    "Anonymous voice clusters do not establish a person's identity or whether a voice is human or AI.",
    "Turn boundaries are approximate: 1.5-second embedding windows sampled every 250 ms, with VAD boundary padding.",
    "Simultaneous speakers are not separated. Rapid turns and overlap can be assigned incorrectly or left unknown.",
    "Cosine margin is an uncalibrated similarity difference, not a probability or accuracy score.",
    "Captions come from X. Speaker labels are projected onto existing cues, not word-aligned by this model.",
    "Speaker-labeled text does not prove that a cough, laugh, or other non-speech action occurred."
  ],
  "publication_scope": "Original AAC audio from the linked X recording, with derived measurements. No full transcript is redistributed with this site."
}