Linkai Li's Public Workshop
Resume / practice / open work
AI / data / workflow
I use AI as the framework for understanding people, structuring messy work, and turning data-informed judgment into reliable automation.
Timeline
2017 ~ Present
Built a U.S. academic foundation before moving into psychology, data, and AI work.
Psychology became data-heavy through statistics, measurement, and research methods.
I moved quickly from understanding LLM to using AI as an exploration tool, while working in a quantitative lab of UMN on a large longitudinal psychology research project.
Graduate study strengthens foundations in coding, statistics, databases, and data systems.
This stage turns AI work into self-evolving, self-verifying systems built from reusable skills, workflows, and frameworks.
Public skills