{
  "audit_jobs": 330,
  "accepted_template_instances": 1276,
  "flagged_template_variants": 37,
  "excluded_training_rows": 6778,
  "remaining_training_rows": 320115,
  "exclusions": {
    "bottom/hi/2": 215,
    "contains/noisy_en/9": 196,
    "contains/hi/4": 145,
    "contains/hinglish/7": 195,
    "bottom/noisy_en/2": 208,
    "contains/en/9": 185,
    "contains/hi/7": 168,
    "contains/hinglish/8": 202,
    "lt/hinglish/4": 144,
    "not_null/hi/5": 196,
    "top/en/3": 216,
    "bottom/en/2": 179,
    "contains/noisy_en/1": 164,
    "contains/hi/2": 221,
    "lt/en/4": 190,
    "not_null/hinglish/5": 164,
    "contains/en/1": 200,
    "contains/hi/9": 219,
    "contains/hinglish/2": 168,
    "contains/en/7": 187,
    "contains/hinglish/9": 180,
    "bottom/hinglish/2": 172,
    "contains/en/2": 213,
    "contains/noisy_en/8": 217,
    "contains/hi/1": 147,
    "contains/en/4": 219,
    "contains/noisy_en/2": 176,
    "max/en/9": 151,
    "lt/en/5": 161,
    "contains/hi/8": 175,
    "not_null/en/5": 172,
    "contains/noisy_en/4": 228,
    "contains/en/8": 122,
    "contains/hinglish/1": 168,
    "contains/noisy_en/7": 189,
    "contains/hinglish/4": 189,
    "lt/hi/4": 137
  },
  "policy": "Conservative exclusion after SQL round-trip disagreement; disagreement alone does not prove the teacher was correct. Validation, test, manual, direct verified paraphrases and separately authored contrasts remain unchanged.",
  "limitation": "Earlier curriculum stages trained on these rows before the audit; this filtering does not undo earlier exposure."
}