Full dossier

Linkai Li

Independent AI automation, shaped by psychology and data science.

I work where human context, datasets, and AI automations become something practical, inspectable, and evolvable.

Minneapolis / Bloomington · English / Mandarin

01 / Path

Curiosity.
Evidence.
Systems.

01
Understanding People

Curiosity about people came first: psychology, human context, experimental design, and quantitative lab work.
02
Work with Evidence

Psychology taught me how to study people. Data then helped me solve real-world problems and visualize the evidence for stakeholders.
03
Build a Practical System

AI workflows automate repeatable work, save time, and turn imagination into working systems.

02 / Proofs

The spaces are visible now; the cases stay closed until the evidence is ready to inspect.

P0 case skeleton

AI workflow, but the person stays the subject.

Proof: Route, verify, fallback, hand off.
Outcome: The case now supports the personal story: AI is the framework I use to make my judgment operational, not the subject replacing me.

In progress

Public-source proof

Psychology becomes the root of AI/data judgment.

Proof: Measurement, research, data cleaning.
Outcome: A clearer personal arc: psychology -> data analysis -> human-centered AI automation.

In progress