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

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
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
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

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
2024

UniTrial

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

RAGhealthcareLlamaIndexclinical trials
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