把做过的事、正在尝试的方法和产品的变化，一篇篇记下来。这里分享讲座、课件与研究辅导实践，也记录 FairLab Pro 的成长。Notes on what we build, what we try and what changes along the way. Talks, lessons and research coaching practice from the development of FairLab Pro.
从指标复算、数据独立性到版本复核，记录 YauLab Pro 的审阅方法。隐去学生与项目细节，保留建议背后的判断依据。A look at YauLab Pro’s review methods, from checking metrics and data independence to revisiting revisions. Student and project details are omitted; the reasoning remains.
阅读全文 →Read the post →103 页中文白皮书，梳理 22 个学科、156 个子类别与 29 个真实案例，加入八组 Quad Chart 图解和历年项目数据分析。A 103-page Chinese whitepaper covering 22 categories, 156 subcategories and 29 real cases, with eight Quad Chart analyses and historical project data.
阅读全文 →Read the post →从十个 ISEF 脑电与脑机接口案例出发，看看 FairLab Pro 怎样分析已有研究、筛选课题，并把下一步实验写具体。How FairLab Pro used ten ISEF EEG and brain–computer interface cases to examine prior work, narrow research questions and plan the first experiments.
阅读全文 →Read the post →从折纸、真菌耐药和机械手三个研究故事出发，理解研究问题、验证方法与证据边界，再认识参赛路径和 AI 使用边界。Origami, fungal drug resistance and robotic hands introduce research questions, verification and the limits of evidence, followed by entry pathways and responsible AI use.
阅读全文 →Read the post →阅读三个项目的材料，先独立判断，再结合证据与追问重新评分。最后把同样的方法用到自己的问题、对照设计和下一周行动中。Read materials from three projects, make an independent judgment, then reconsider it using evidence and questions. Apply that process to your own question, comparison and next-week action.
阅读全文 →Read the post →比较分组数据、拆开点阵证明、动手寻找反例。Compare grouped data, explore a dot-array proof and search for counterexamples.
阅读全文 →Read the post →运行教学分类实验，核对证据范围与学生贡献。Run a teaching classifier and examine claims, evidence and student contributions.
阅读全文 →Read the post →调节报警门槛、重新算成本、辨别用户需求证据。Adjust an alarm threshold, recalculate costs and examine evidence of user demand.
阅读全文 →Read the post →文章日期为 Blog 整理发布日期；原始资料日期另行标注。课件预览与已举办活动明确区分，不把筹备内容写成活动成果。Post dates refer to publication on this blog; original material dates are shown separately. Lesson previews are distinguished from completed events.