I’m a Machine Learning Engineer who builds agentic AI systems and the frameworks that evaluate them at scale.
At Layer 6 AI (TD Bank), I’m on the Agentic team, where we build long-running agents that take on complex tasks within a highly regulated environment. I built the automated evaluation framework used to assess agentic conversations across the bank, cutting the time to deploy new evaluations from roughly six months to a few weeks.
Previously at JSI, I built an agentic harness that lets LLMs call internal APIs through MCP and search billions of multimodal records (audio, text, and image), deployed on-premises across customer sites with 100+ GPUs.
My Master’s research at Carleton University, published in Scientific Reports, introduced PatchECG: a self-supervised 1D transformer pre-trained on 8.2 million unlabelled ECGs that achieved state-of-the-art results in arrhythmia detection.
