Enso Atlas
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
Projects
These are the projects that best show the mix of research, implementation, and product judgment I have been learning from.
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
An agentic workflow for extracting decision-useful insight from clinical trial protocols and trial documents.
CalHacks 12.0 Regeneron Track Winner
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
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
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
An RFdiffusion-based pipeline for generating and validating protein binders around active site motifs.
iGEM computational work