6/06/2026

Use LLM to learn *** and its impact

Research and development

  • Marina Favaro and Jack Clark, When AI builds itselfAnthropic (new)
    • As of May 2026, more than 80% of the code we merge into Anthropic’s codebase was authored by Claude.
    • In the second quarter of 2026, the typical engineer was merging 8× as much code per day as they were in 2024.
    • On the most open-ended tasks, Claude’s success rate reached 76% in May 2026, up 50 percentage points in six months.
    • In this world, the pace of progress in AI development becomes determined entirely by the availability of compute (or the speed of discovering various efficiencies in algorithmic training or inference) for AI systems. Humans play a substantially diminished role in their development, likely moving most of our effort towards oversight, validation, and verification of an expanding “virtual lab” run by AI systems. We expect that systems capable of automated AI research and development would have skills that would transfer to the rest of science, allowing them to begin to revolutionize other fields.
  • Dimitris Bertsimas and Georgios Margaritis, Robust and Adaptive Optimization under a Large Language Model Lens, arXiv:2501.00568. 

6/03/2026

高教的反向重分配現象

RedHerrings (白經濟網站作者)【數字說話】教育能翻轉人生嗎——高教的反向重分配現象報導者2018.9.10
一份來自台灣大學經濟學系系主任林明仁與學生沈暉智的研究,揭露台灣高等教育反向重分配的事實:越有錢的人,子女進入台大的機率也越高,而台大花在每位學生的支出明顯也高於其他私立學校,造成有錢人子女得到政府的資源相對多。國立大學長期維持「低學費高補貼」是否真的公平?

5/29/2026

(Plz read it first) Business Analytics Laboratory (商業分析實驗室)

(Important) Please read this webpage first if you want to join my lab and schdule an interview.
(News) 恭喜品穎 (Pollie)振宇 (Jeff)補助前往日本京都參加 ICIEA 2026 並發表論文 (Please look at the size of the computer screen on the left (or the first) picture. This is the main reason why I keep asking for larger fonts and 8 lines per slide during student presentation.)


(News) A warm welcome to Enzo, Michael, and Paul from Mapúa University, who have joined the lab as undergraduate exchange students.