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    "The extracted github-actions.yml template was not dispatched directly; the unchanged CLI ran in a reviewed qualification wrapper.",
    "The callback is the deterministic tutorial application; this does not establish production-agent security or model quality.",
    "Earlier failed local attempts remain distinct and were not rewritten."
  ]
}
