Shian Liu
AI Product Manager · EdTech · 0→1 builder
I design AI products — and I write code to prove them.
I believe good things live where technology meets aesthetics.
NL2SQL Reporting Agent
Just say "average math score last term" and get a chart in seconds — a new interaction paradigm from GUI to LUI.
Education OR Optimization Toolkit
Mathematical modeling automatically solves course scheduling and class assignment — minutes instead of weeks of manual work.
RAG Knowledge Base Q&A
Ask "what is LLM hallucination" and get an answer with a page citation in seconds; beyond the syllabus, it says so instead of making something up.