Toshikatsu Oga

Real-world LLM applications in consumer protection, construction cost estimation, and fraud detection. Building open datasets that bridge 30 years of hands-on construction trade knowledge with modern AI reasoning. Author of the Japan Construction Cost Database (JCCDB, engrXiv DOI: 10.31224/7007).