Projects

Selected projects in biology, AI, and tooling.

These are the projects that best show the mix of research, implementation, and product judgment I have been learning from.

Pathology AI

Enso Atlas

2026

A fully local pathology AI system for treatment-response prediction, evidence retrieval, and reporting on whole-slide images.

Top 10 in Google MedGemma Impact Challenge

Clinical trials

TrialScope AI

2025

An agentic workflow for extracting decision-useful insight from clinical trial protocols and trial documents.

CalHacks 12.0 Regeneron Track Winner

Personal bioinformatics

Personal Genome Analysis

2025

Processed 131GB of whole-genome sequencing data, identified 4.99 million variants, and built a full pipeline for ancestry and pharmacogenomics analysis.

Full-stack genome pipeline

Agent evaluation

AgentHLE

2026

Humanity's Last Exam for computer-use agents, spanning 63 high-GDP domains and a much tougher standard for useful agent performance.

Benchmark design at Berkeley RDI

Cancer data tooling

CNV Cancer RNA-seq Analysis

2025

A CopyKAT-driven pipeline and dashboard for inferring and visualizing copy-number variation patterns in cancer single-cell RNA-seq data.

Reproducible scRNA-seq workflow

Protein design

De Novo Protein Binder Design

2026

An RFdiffusion-based pipeline for generating and validating protein binders around active site motifs.

iGEM computational work