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    "Some projects also appear in earlier batches; source and task dependence remain.",
    "Public issues and PRs may reveal solutions and may appear in model training.",
    "Different retrieved comment IDs do not control history content, length, or quality.",
    "Custom checks and proposed references are partial and do not establish maintainer acceptance.",
    "The Koa reference is a narrow manual port; the date-fns reference corrects a source-only PR that failed the ordinal check.",
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    "Distinct AI model labels share a proxy with unverified provenance.",
    "Short, pre-seeded issue histories do not establish production value or autonomous memory management.",
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}