To save as PDF: File → Print → Save as PDF. For a clean copy (no date/title/page-number strip), open "More settings" in the print dialog and uncheck "Headers and footers".
Founder & Engineer — Junto Technologies
Mar 2026 – Present · Metuchen, NJ
- Built a full-stack (design, client, server, database, authentication)
chemical inventory management system (
cheminventory.co) that tracks
$1M+ in yearly chemical order volume with full regulatory compliance and version-controlled document provenance
- Architected a self-hosted, autonomous multi-agent AI swarm (Tailscale device fleet, local LLMs via vLLM/llama.cpp, shared task queue, persistent memory, self-improving skills, cron-scheduled runs, promptfoo evals, custom monitoring dashboard, Apple Watch voice control) to run market research, competitive analysis, and go-to-market strategy — delivering a full ICP/GTM report and verified competitor benchmarks
- Standardizing processes at a specialty chemicals company to achieve ISO certification
- Served as Mandarin/English translator at CPHI Shanghai 2026 for a specialty chemicals company
Founding Engineer — Standard Model Biomedicine
May 2025 – Mar 2026 · Philadelphia, PA
- Architected a full-stack agent orchestration platform (FastAPI/Next.js, WebSockets) for biomedical workflows, integrating OpenAI Agents SDK tooling and DICOM/NIfTI imaging for tumor analysis
- Built a reusable research library (smb-pipe) for survival-prediction pipelines, automating CT embedding extraction and MEDS-to-model workflows for aortic aneurysm and heart failure risk modeling
- Developed an LLM benchmarking framework for clinical trial matching, implementing vLLM evaluation runners and custom embedding classifiers (MLP / logistic regression heads) on EHRSHOT data
- Secured a strategic data-for-equity partnership with Memorial Sloan Kettering Cancer Center, facilitating access to high-fidelity multimodal datasets for foundation model development
Machine Learning Engineer / Data Analyst — MSKCC
Mar 2021 – May 2025 · New York, NY
- Engineered SQL-sourced data pipelines and statistical code for
Amplio, enabling sarcoma, melanoma, Whipple, gastrectomy, and liver surgeons to
benchmark patient outcomes against peers
- Built an AI radiology pipeline (Llama 3.1, SAM image segmentation, RShiny dashboard) to assist radiologists
- Led statistical analyses (GAM, logistic regression, Kaplan-Meier, CoxPH, Decision Curve Analysis) for a
landmark study on
post-chemotherapy RPLND policy in testicular cancer, published in Annals of Oncology; contributed statistics to additional
publications on prostate cancer and robot-assisted surgery outcomes
- Engineered a Llama 3.1:70B + RAG text-to-SQL tool (no-more-sql) with Streamlit and FAISS for natural-language querying of MSKCC's SQL databases
- Completed a large patient-comorbidity analysis using take-home survey data, with pointblank data validation, to demonstrate accurate billing-level assignment
Bioinformatics Intern — Sema4
Feb 2020 – Feb 2021 · Stamford, CT
- Engineered automated Bash/Python/WDL/AWS pipelines to detect structural variants across 100+ 100GB+ BAM files using Delly, SvABA, Manta, and Illumina DRAGEN
- Algorithmically discovered repeat variants among 100+ samples, comparing insulin- vs. non-insulin-producing pancreatic neuroendocrine tumors for diabetes therapy research
- Visualized results with Circos plots, stacked bar plots, heat maps, and scatter plots
Inorganic Manufacturing Associate — SPEX CertiPrep
May 2018 – May 2019 · Metuchen, NJ
- Performed inorganic standards analysis via wet-lab techniques (pipetting, gravimetry, titration, filtration, combustion) and ICP-MS instrumentation for reference-standard preparation
- Programmed and calibrated a Hudson automated pipettor robot (SOLOsoft) for serial dilutions and standard synthesis
Quality Control Intern — Tokyo Chemical Industry Co., Ltd
Jun 2016 – Jul 2016 · Saitama, Japan
- Trained 160 hours in instrumentation (GC, HPLC, NMR, IR) and wet-lab QC analysis
- Assisted with Japanese/English translation for the team
Python package for Decision Curve Analysis, evaluating the clinical value of prediction models and diagnostic tests; 72k+ PyPI downloads and used in peer-reviewed research.
Llama 3.1:70B + RAG pipeline (Streamlit, FAISS) for natural-language querying of SQL databases without writing SQL.
Full-stack chemical inventory management and regulatory compliance platform built for Junto Technologies.
M.S., Biomedical Data Science
Feb 2021 · New York, NY
Icahn School of Medicine at Mount Sinai
B.S., Biomedical Engineering & Chinese
May 2019 · New Brunswick, NJ
Rutgers University–New Brunswick
Huayu Enrichment Scholarship, Taiwan MOE
Certificate in Advanced Mandarin Chinese
Aug 2015 · Taipei, Taiwan
National Taiwan University
MOE Scholarship recipient