{
  "schema": "ai4education.picks.v1",
  "generation": "edu-v3-be1926657e9a8918",
  "timezone": "Asia/Shanghai",
  "itemIds": [
    "eef-aila-trial-20261006",
    "selwyn-critical-ai-talk-20261002",
    "meyer-ai-learning-tour-20260930",
    "zhang-human-value-ai-parenting-20261001",
    "freeman-grading-six-years-20260615"
  ],
  "picks": [
    {
      "itemId": "eef-aila-trial-20261006",
      "selectedAt": "2026-10-07T13:33:35.557099+00:00",
      "reason": {
        "zh": "用随机试验检验教师备课时间，帮助区分省时与学习效果。",
        "en": "A randomized trial of teacher planning time helps distinguish time savings from student learning outcomes."
      }
    },
    {
      "itemId": "selwyn-critical-ai-talk-20261002",
      "selectedAt": "2026-10-07T13:33:35.557099+00:00",
      "reason": {
        "zh": "先讲清具体技术、使用场景和经验，避免把“AI教育”当一个笼统对象。",
        "en": "Specify the technology, setting and experience before treating AI in education as a single object."
      }
    },
    {
      "itemId": "meyer-ai-learning-tour-20260930",
      "selectedAt": "2026-10-07T13:33:35.557099+00:00",
      "reason": {
        "zh": "回到真实课堂里的具体用法，而非只看产品演示。",
        "en": "Examine concrete classroom uses rather than relying on product demonstrations."
      }
    },
    {
      "itemId": "zhang-human-value-ai-parenting-20261001",
      "selectedAt": "2026-10-07T13:33:35.557099+00:00",
      "reason": {
        "zh": "把人的价值与“不可被AI替代的能力清单”分开，补充教育目的讨论。",
        "en": "Separate human worth from lists of capabilities that AI cannot replace, adding a perspective on educational purposes."
      }
    },
    {
      "itemId": "freeman-grading-six-years-20260615",
      "selectedAt": "2026-10-07T13:33:35.557099+00:00",
      "reason": {
        "zh": "六年课程复盘公开实施失败和教师负担，为评价改造提供现实约束。",
        "en": "A six-year course reflection exposes implementation failures and teacher workload, grounding assessment reform in practical constraints."
      }
    }
  ]
}