ML researcherPhD candidate @ UC Berkeley
2026Multi-channel model-zoo embeddings for profiling LLMs with few samples.
Feb – Mar 2025One engineer + AI agents built 4 production systems in 14 days.
2025 – presentLLM pipelines and retrieval over 500K+ trials for eligibility criteria analysis and literature–trial matching, plus large-scale studies of how criteria evolve and whether trials adopt published recommendations.
2025 – presentA framework of messaging-interfaced agents with multi-model routing and subagent deployment.
2024Testing how medical AI models fail under challenging clinical scenarios.
2023GAN-based synthetic image generation for mitochondrial dynamics research.
Oct 2020 – Jul 2022Designed and built a system to scale cardiovascular drug phenotyping from 8 to 96 channels.
