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      "action": "公开计数与错误判定边界，不把同作者多站发稿当成独立背书"
    }
  ],
  "adversarialChecks": [
    "新增真实数据不保证AI选择；这只是一个有来源的信息增量。",
    "被引用的阿里云社区稿是用户贡献，不等于阿里云官方机制；固定150至200词一个数据、信源等级没有在该页提供可验证通用实验。",
    "同账号新会话不是独立用户；豆包2/3提及不能当自然提名成功。",
    "结构、数据与发布时间同时变化，不具备单一因素A/B因果识别条件。",
    "引用覆盖不等于模型内部权重，不据3份回答得出全平台渠道排名。"
  ],
  "nextAction": "发布同一指南的真实指标示例与可下载摘要；之后新一轮复测需保持条件可比并记录个性化，不每天重复刷相同问题。",
  "rawEvidenceVisibility": "完整答案和页面快照保存在项目研究目录；本公开文件是摘要及可见来源链接，不含账号、电话或私人对话URL。"
}