Projects

Selected systems and research work.

2026

SkyRL

Contributing to SkyRL, an open-source modular reinforcement learning framework for LLM post-training, with work across rollout generation, Megatron parallelism, vLLM/SGLang integration, GPU CI, and distributed RL training infrastructure.

RLLLM post-trainingMegatronvLLMdistributed systems
2025

AFib Risk Prediction

Large-scale AFib risk prediction and patient trajectory modeling using longitudinal EHR data, deep learning, and medical foundation models at BAIR and Computational Precision Health.

EHRclinical MLPySparklanguage models
2025

MicroML

Built a lightweight deep learning framework in modern C++ with automatic differentiation, SIMD-optimized tensor kernels, and end-to-end neural network training infrastructure.

C++20autogradSIMDML systems
2025

Introspect AI

Built a 3D semantic visualization system for exploring AI conversation histories using embeddings, UMAP, clustering, and interactive WebGL interfaces.

AI toolingembeddingsThree.jssemantic search
2024

Agile Agents

Built a multi-agent software engineering framework on top of SWE-Agent to study how collaborative LLM teams perform on real GitHub engineering tasks.

LLM agentsSWE-Agentsoftware engineeringorchestration
2024

UniTrial

Built a multimodal RAG system for clinical trial recruitment using EHR retrieval, medical embeddings, and live ClinicalTrials.gov data.

RAGhealthcareLlamaIndexclinical trials
2024

Neurohack C3

Built a computational genetics and drug discovery pipeline for identifying ALS-linked genetic variants, causal disease mechanisms, and druggable targets.

genomicsdrug discoveryMendelian randomizationALS
2023

Project BlueSky

Built a multimodal mental health monitoring system combining facial expression analysis, speech emotion modeling, ASR, and NLP-based conversation understanding.

multimodal MLmental healthcomputer visionNLP
2023

PYR Health

Designed a low-cost microfluidic blood monitoring device for remote CBC testing and post-chemotherapy patient care.

bioengineeringmicrofluidicscomputer visiononcology