Carl Shikang Liu

Carl Shikang Liu

Engineering · HCI · AI Systems
M.S. Student · Stanford HAI · Autonomous Agents Lab
Advised by Prof. Nick Haber · Formerly Airbnb & Tableau

About

I believe the next frontier in AI is not reasoning ability but behavioral fidelity: the gap between what AI can compute and how it actually acts in the physical world. My work at Stanford HAI sits at this intersection, building systems that can perceive, measure, and reason quantitatively about physical environments, grounded in how humans actually work and learn.

Before Stanford I spent five years shipping production AI infrastructure at Airbnb and Tableau, which taught me that the hardest problems in AI are rarely algorithmic. They are about closing the gap between what a system knows and what it can reliably do.

React / TypeScript Python BERT / NLP Computer Vision On-device LLM Serverless / AWS CI/CD Data Visualization Systems Architecture HCI

Research & Projects

QuantiPhy Challenge NeurIPS 2026
Platform administrator and organizer for the first large-scale benchmark on quantitative physical reasoning for vision-language models. Co-organized with Prof. Fei-Fei Li and Prof. Ehsan Adeli at Stanford HAI.
ConfidentLM Course Project
On-device LLM infrastructure with local inference, memory-efficient model execution, and integrated hallucination detection and confidence verification pipelines. Supervised by Prof. Andrew Ng.
visx
Core maintainer of Airbnb's open-source React data visualization library. 20k+ GitHub stars, widely adopted across the industry. Built at Airbnb, maintained as an ongoing open-source contribution.
Patternize.io
An e-book explaining data structures and algorithms through user-friendly D3 visualizations. ~500 stars on GitHub.

Education

Stanford University, California, USA
Autumn 2025 – April 2026
M.S. in Human-Computer Interaction
Co-organized QuantiPhy Challenge (NeurIPS 2026) with Prof. Fei-Fei Li · Supervised by Prof. Nick Haber, Autonomous Agents Lab
McGill University, Québec, Canada
September 2013 – April 2018
B.A. in Computer Science (HCI + AI)

Industry Experience

Head of Engineering
Presence · Sequoia / Lightspeed backed
Menlo Park, USA · 2022 – 2025
ReactTypeScriptPythonAWS ServerlessComputer VisionCI/CD
Software Engineer II
Airbnb
Remote · 2020 – 2022
React 18/19TypeScriptBERT NLPD3 / visxPython
Software Engineer
Tableau Software
Seattle, USA & Vancouver, Canada · 2017 – 2020
TypeScriptReactRedux ServerlessAWSData VizCI/CD

Talks

AWS Re:Invent 2019
Serverless data architecture for large-scale visualization platforms · Las Vegas, NV
React Conference 2019
Data visualization at scale with React and D3
Tableau Conference 2017
Building extensible data platforms for public audiences