Experience
Work and education across agentic systems, applied ML, and medical imaging.
Railtown AI Technologies
Machine Learning Engineer · Jan 2026–present
- Develop and maintain Railtracks, a Python framework for LLM-powered agents and applications.
- Build core agent and tool abstractions, guardrails, evaluation workflows, and observability features.
- Design developer-facing APIs, integrations, tests, and technical documentation.
Prenuvo
Machine Learning Intern · Sep 2024–Dec 2025
- Developed MRI models for aortic segmentation, diameter measurement, and aneurysm detection.
- Built heart segmentation and age-estimation models and diffusion models for synthetic brain-vessel MRI.
- Productionized training and validation workflows with AWS SageMaker, ZenML, MLflow, testing, and versioning.
University of British Columbia
Research Assistant / M.A.Sc. in Biomedical Engineering · Jan 2023–Aug 2025
Teaching Assistant · Sep 2023–Aug 2025
- Developed conditional diffusion models for synthetic echocardiograms and segmentation data augmentation.
- Ran large-scale multi-GPU experiments on UBC’s Sockeye cluster; published the work at MICCAI and on arXiv.
- Taught data science, statistical inference, and applied statistics in R.