6/12/2026

(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.

6/09/2026

作業研究期末報告

優秀作品 (內容和投影片製作)

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.