Projects
AI products & agent research.
Currently focused on LLM/VLM agent infrastructure and workflows: building, studying, and turning ideas into concrete artifacts.
Product
2 projectsBuilding in progress
- Building an AI visual memory tool for content creators.
- Uses VLMs to help reuse visual style and content patterns from past work.
- MVP in progress; stay tuned.
CrowdListen
- Applied AI Engineer at CrowdListen.
- CrowdListen gathers social and customer signals across Reddit, Discord, X, TikTok, Slack, and support channels.
- It structures themes, evidence, trends, severity, and recommended actions for AI agents.
Research
5 projectsGMPNN-CS++
The proposed GMPNN-CS++ model introduces a dual-contrasting sampling approach and self-attention mechanism for DDI prediction, achieving 97% overall accuracy.
Regeneron Science Talent Search Scholar '25
Dandelion PDE Model
Finalist Award (Top ~7% globally) at HiMCM 2023. Constructed a system of four coupled PDEs modeling dandelion population dynamics with Fisher logistic growth, advection-diffusion, and Brownian dispersal.
HiMCM Finalist, top ~7% globally
MCM 2023 - Optimization
Global Meritorious Winner (Top ~10% among 11,296 teams). The only high school team to achieve this on Problem B. Built optimization models using simulated annealing, logistic models, and Euler Method.
Global Meritorious Winner, top ~10% among 11,296 teams
IMMC 2023 International
Advanced to Final Defense (Top 26 among 900+ teams) at IMMC Greater China International Round. Applied Entropy Weight and K-Means clustering for optimized land development strategy.
Advanced to Final Defense, top 26 among 900+ teams
IMMC 2023 National
Advanced to International Round at IMMC Greater China National Round. Applied logistic regression, decision tree, and random forest to classify lizards into 26 species.
Advanced to International Round