{
  "timestamp_utc": "2026-10-10T19:22:17.041638+00:00",
  "status": "PASS",
  "scope": "Markdown structure, local navigation, toy arithmetic, original-file hash boundary; no empirical model/data validation",
  "internal_links_checked": 96,
  "toy_calculations": {
    "AR_ABA_probability": {
      "actual": 0.144,
      "expected": 0.144
    },
    "AR_ABA_NLL": {
      "actual": 1.9379419794061366,
      "expected": 1.9379419794061366
    },
    "AR_BA_probability": {
      "actual": 0.27999999999999997,
      "expected": 0.28
    },
    "AR_BA_NLL": {
      "actual": 1.2729656758128873,
      "expected": 1.2729656758128873
    },
    "GAN_D": {
      "actual": 0.09999999999999999,
      "expected": 0.1
    },
    "GAN_G": {
      "actual": 0.48999999999999994,
      "expected": 0.49
    },
    "GAN_D_changed": {
      "actual": 0.6500000000000001,
      "expected": 0.65
    },
    "GAN_G_changed": {
      "actual": 0.03999999999999998,
      "expected": 0.04
    },
    "VAE_KL_mu1": {
      "actual": 0.5,
      "expected": 0.5
    },
    "VAE_KL_mu2": {
      "actual": 2.0,
      "expected": 2.0
    },
    "flow_scale2_density": {
      "actual": 0.19947114020071635,
      "expected": 0.19947114020071635
    },
    "flow_scale3_density": {
      "actual": 0.1329807601338109,
      "expected": 0.1329807601338109
    },
    "DDPM_corrupt": {
      "actual": 1.0,
      "expected": 1
    },
    "DDPM_loss": {
      "actual": 0.25,
      "expected": 0.25
    },
    "DDPM_clean_estimate": {
      "actual": 1.625,
      "expected": 1.625
    },
    "DDPM_exercise_corrupt": {
      "actual": -0.3999999999999999,
      "expected": -0.4
    },
    "DDPM_exercise_estimate": {
      "actual": -2.0,
      "expected": -2
    },
    "FM_state": {
      "actual": 0.0,
      "expected": 0
    },
    "FM_velocity": {
      "actual": 4,
      "expected": 4
    },
    "FM_Euler": {
      "actual": 0.30000000000000004,
      "expected": 0.3
    },
    "FM_exercise_state": {
      "actual": -1.0,
      "expected": -1
    },
    "FM_exercise_Euler": {
      "actual": -1.6,
      "expected": -1.6
    },
    "RVQ_sum_1.7": {
      "actual": 1.5,
      "expected": 1.5
    },
    "RVQ_residual_1.7": {
      "actual": 0.19999999999999996,
      "expected": 0.19999999999999996
    },
    "RVQ_sum_0.6": {
      "actual": 0.5,
      "expected": 0.5
    },
    "RVQ_residual_0.6": {
      "actual": 0.09999999999999998,
      "expected": 0.09999999999999998
    },
    "RVQ_error": {
      "actual": 0.03999999999999998,
      "expected": 0.04
    },
    "codec_bitrate": {
      "actual": 1600.0,
      "expected": 1600
    },
    "codec_indices_2s": {
      "actual": 400,
      "expected": 400
    },
    "codec_bitrate_K6": {
      "actual": 2400.0,
      "expected": 2400
    },
    "VALLE_nominal_bitrate": {
      "actual": 6000.0,
      "expected": 6000
    },
    "label_shift_marginal_0.5": {
      "actual": 0.5,
      "expected": 0.5
    },
    "label_shift_posterior_0.5": {
      "actual": 0.8,
      "expected": 0.8
    },
    "label_shift_marginal_0.1": {
      "actual": 0.26,
      "expected": 0.26
    },
    "label_shift_posterior_0.1": {
      "actual": 0.30769230769230776,
      "expected": 0.3076923076923077
    },
    "label_shift_marginal_0.2": {
      "actual": 0.32000000000000006,
      "expected": 0.32
    },
    "label_shift_posterior_0.2": {
      "actual": 0.5,
      "expected": 0.5
    },
    "covariate_shift_target_prior": {
      "actual": 0.7400000000000001,
      "expected": 0.74
    },
    "channel_toy_accuracy": {
      "actual": 0.5,
      "expected": 0.5
    }
  },
  "baseline_changed_allowed_files": [
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\00-BAT-DAU.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\02-DEEPFAKE-VA-BAI-TOAN.md"
  ],
  "baseline_unchanged_files": [
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\01-NEN-TANG.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\03-SSL-VA-JEPA.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\04-KY-THUAT-DETECTOR.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\05-DANH-GIA-VA-THUC-NGHIEM.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\06-GIAI-PHAU-PAPER.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\07-LITERATURE.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\08-LO-TRINH-VA-TU-KIEM-TRA.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\09-DIEU-PHOI.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\00-BAT-DAU-LOP-01.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\01-TIENG-NOI-VA-SOURCE-FILTER.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\02-TIN-HIEU-CONVOLUTION-FOURIER.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\03-SAMPLING-ALIASING-RESAMPLING.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\04-STFT-MAGNITUDE-POWER-PHASE.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\05-MEL-CEPSTRUM-CHUAN-HOA-TOKEN.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\06-XAC-SUAT-LOSS-DETECTION.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\07-HINH-HOC-BIEU-DIEN.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\08-MANG-NORON-ATTENTION-TOI-UU.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\09-SO-DANG-KY-NGUON.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\10-BAO-CAO-ENRICH.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\11-TIEN-DO-HOC-VA-BAN-GIAO.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\research\\nguon-tieng-noi-dsp.md",
    "C:\\Users\\LENOVO\\Downloads\\JEPA Research\\JEPA Research\\on-tap-2026-10\\lop-01-nen-tang\\research\\nguon-toan-deep-learning.md"
  ],
  "issues": [],
  "limitations": [
    "No Markdown visual render or complete LaTeX parser",
    "No corpus/checkpoint/exposure audit",
    "Factual correctness relies on section-specific primary-source review recorded in source ledger"
  ]
}