Experiences
Experience
Selected engineering, research, and applied AI work from my resume.
Amazon Web Services (AWS)
Software Development Engineer Intern
Built developer automation and documentation infrastructure for Bedrock AgentCore, spanning reusable CI/CD, repository health monitoring, and pull request preview tooling.
- Refactored 53 GitHub Actions workflows across 6 repos into 15 reusable workflows to reduce YAML code by 78% and prevent drift.
- Owned a DevOps dashboard (React + Lambda) end-to-end for monitoring repository health and tracking workflow executions.
- Redesigned the documentation contribution process for 100+ devs, solution architects, and product managers in the Bedrock AgentCore org.
- Shipped a bot that auto builds documentation packages on pull request and posts preview links using AWS Lambda and ECS Fargate.
Terasaki Institute for Biomedical Innovation
Jr Biomedical Intern
- Built a kidney transplant rejection prediction model for integration into Mayo Clinic's Epic clinical decision support system.
- Implemented PyTorch model with XGBoost and neural network as backbone, and variational autoencoder for oversampling.
- Experimented with the use of OpenAI's gpt-oss and ClinicalBERT in classifying 2 kidney allograft rejections (ABMR and TCMR).
- Collaborated with 6 team members including machine learning scientists, transplant experts, physicians, and Mayo Clinic's AI team.
University of Virginia
Machine Learning Researcher
- Advisor: Geoffrey Fox (Professor of Computer Science); Judy Fox (Associate Professor of Data Science).
- Standardized a data-driven approach to spatio-temporal series analysis demonstrated by the use of LSTM in rainfall-runoff modeling.
- Designed and led the implementation of an agentic model recommendation system for the Time Series Commons project.
- Benchmarked 25 time series foundation models on 27 datasets from Hugging Face to scaffold the knowledge base for the agent.
- Prepared JSON schemas and indexing registries for time series models, datasets, and benchmark runs for information retrieval.
DealCompass
Software Engineer Intern
- Integrated Slack and Gmail features into the real-estate investment CRM software with the React framework and REST APIs.
- Developed the front-end to mimic actual Slack and Gmail software utilizing JavaScript, HTML, and CSS.
Zhongtiao Technology Co., Ltd.
AI Engineer Intern
- Performed prompt engineering and reinforcement learning with human feedback on Alibaba Cloud's Qwen-14B foundation model.
- Collaborated with a 10-person Agile team to fine-tune a customer service chatbot for Geely Auto, Cadillac, and Volkswagen.
- Built an automatic chatbot feedback testing algorithm utilizing optical character recognition, the Redis database, and Qwen API.