About
Human evidence. AI decisions. Clear limits.
I am a Ph.D. candidate in Civil & Environmental Engineering at Lehigh University, advised within the Complex Adaptive Water Systems Lab. My work combines computational social science, agent-based modeling, LLM evaluation, and research software engineering.

I began with empirical human behavior and human–water systems: survey design, psychometrics, and coupled flood-risk simulation. That foundation now informs how I evaluate generated behavior and design constraint-checked agent systems.
I care about evaluation that reveals disagreement, instability, and limits. The goal is not to claim that an agent is a person; it is to make the relationship between evidence, model behavior, and downstream consequences inspectable.
View recruiter briefEducation
Education
Ph.D., Civil & Environmental Engineering
Lehigh University
2024–Dec 2027 (expected)M.S., Hydrological and Oceanic Sciences
National Central University
2021–2023B.S., Earth Sciences
National Central University
2017–2021
Timeline
Trajectory
2020–2023Field evidence
Field, isotope, groundwater, and climate-data research in Taiwan.
2024–2025Behavioral modeling
Survey-grounded behavioral modeling and coupled household flood simulation.
2025–presentGoverned agents
Human-grounded LLM evaluation, governed agents, and research workflow systems.
Documents
Choose the document for the context. The website keeps one identity; the PDFs change emphasis for the reader.
Contact
Build evaluations that connect model behavior to real evidence
Interested in evaluating AI decisions or building evidence-linked research systems? I welcome research and open-source collaboration, and Summer 2027 internship conversations.
More about my research path