Profile

Software engineer and SFSU graduate student with strong Python and Java backend experience and hands-on Linux and Docker operations. Built full-stack services and SQL-backed APIs alongside agentic LLM systems (LangChain and ADK), including crypto risk analysis workflows. Focused on shipping reliable, maintainable products from prototype to production.

Employment

Founder & Lead Developer • Jun 2020 – Present
QubeMC LLC — San Francisco, CA
  • Built and operated a production hosting and software services business, owning delivery across development, infrastructure, and support while generating recurring revenue.
  • Developed customer-facing services and internal tooling that connected backend APIs with Linux-based deployment environments.
  • Provisioned and administered dedicated Linux servers, automated deployment and maintenance, and implemented security hardening controls.
  • Diagnosed production incidents and shipped fixes to improve reliability and customer experience.
Website Manager (Part-time) • Aug 2024 – Present
Episcopal Church of the Incarnation — San Francisco, CA
  • Maintain multiple WordPress sites, shipping content updates, UI fixes, and quality improvements with HTML and CSS changes.
  • Implement accessibility and usability enhancements to improve structure, navigation, and readability for a broad community.
  • Built an LLM-driven translation pipeline using OpenAI Agent Builder and workflow automation to streamline weekly bilingual publishing.
  • Prototyped a LangChain-based email management workflow that automates outbound messaging and subscription handling.

Projects

Crypto Risk Analysis Agent • Production Agents Hackathon — Best Use of TRM Labs (1st Place)
  • Built a full-stack agent system integrating TRM APIs and external data sources to surface token risk signals and produce investment risk summaries.
  • Deployed MCP services with Docker to stabilize API integrations and unblock collaboration under hackathon deadlines.

Academic Experience

Research Assistant • Sep 2024 – Present
ECOLE Lab, San Francisco State University — San Francisco, CA
  • Build NLP and LLM evaluation workflows along with data analysis pipelines that support AI-assisted text simplification research.
Instructional Support Assistant • Sep 2025 – Dec 2025
San Francisco State University — San Francisco, CA
  • Created lightweight computational demonstrations and tools while providing ongoing instructional support.
Research Assistant • Sep 2022 – Jun 2023
University of California, Santa Cruz — Santa Cruz, CA
  • Built a reproducible computer vision pipeline for ultrasound speech research, automating workflow execution and multimodal data synchronization.
  • Integrated DeepLabCut and AAA for CNN-based tongue-contour tracking, leveraging Whisper and LLM-assisted post-processing to streamline labeling ahead of LURC presentations.

Education

M.A. Linguistics (Computational Linguistics) • Expected Sep 2026
San Francisco State University — San Francisco, CA
B.A. Linguistics • Jun 2024
University of California, Santa Cruz — Santa Cruz, CA

Awards

  • Best Use of TRM Labs — 1st Place, Production Agents Hackathon (Nov 2025) for Crypto Risk Analysis Agent.
  • REAL Agent Challenge (Agent Track) — 2nd Place, AGI Inc. x OpenAI x Lovable Hackathon (Dec 2025) for Browser Agent.
  • Frontegg Sponsor Prize — Best Use of FrontMCP, Self-Evolving Agents Hackathon (Nov 2025) for YouTube Agent.

Skills & Tools

Programming: Python, Java, JavaScript, C; SQL (PostgreSQL, MySQL, SQLite); Flask.

Platforms & Ops: Linux administration, Docker orchestration, CI automation.

Machine Learning: PyTorch, scikit-learn, TensorFlow/Keras, pandas, NumPy.

NLP & Agents: LangChain, Google ADK, spaCy, NLTK, OpenAI Agent Builder.

Communication: English, Mandarin, Cantonese, Spanish (intermediate).