High-Throughput Screening System @ Novartis
Oct 2020 – Jul 2022
Designed and built a system to scale cardiovascular drug phenotyping from 8 to 96 channels.
Posts by Collection
portfolio
MitoGAN
2023
GAN-based synthetic image generation for mitochondrial dynamics research.
Adversarial Robustness of Medical LLMs
2024
Testing how medical AI models fail under challenging clinical scenarios.
Agentic Workflow Manager
2025 – present
Multi-agent orchestration framework for industry and research.
Evidence-Guided Clinical Trial Design
2025 – present
Measuring whether clinical trials adopt published recommendations for broadening patient eligibility.
publications
ScanAlert: Electronic Medication Monitor and Reminder to Improve Medical Adherence
Published in 2019 IEEE 9th Annual Computing and Communication Workshop and Conference (CCWC), 2019
Electronic medication monitor and reminder system designed to improve medical adherence.
Adversarial Entity Sampling for Medical LLM Robustness
Published in Transactions on Machine Learning Research (TMLR), 2024
Adversarial entity sampling methods for probing medical LLM failure modes under clinical text distributional shifts.
RECITE: Revising Eligibility Criteria Incorporating Textual Evidence
Published in KDD 2026 (AI4Sciences track), 2026
A benchmark for evaluating LLMs on revising clinical trial eligibility criteria using evidence from protocol amendments.