About
- Schulich Leader Scholar at McMaster University, one of Canada's top 50 entrepreneurial engineers that was awarded $120,000.
- Wrote the first native Blackwell (tcgen05) training backward for the gated-linear-recurrence family (Mamba-2, GLA, KDA, Gated DeltaNet).
- Designed a novel training objective for latent world models that nearly doubles valid prediction time with one loss term and zero added parameters.
- Trained the supervised and reasoning layers of a labor-prediction model at E3A Healthcare that outperforms the clinical SOTA by 3x.
- Worked with Ford, MathWorks, and Dana at the McMaster Automotive Resource Centre on ML for battery optimization in their products, cutting battery voltage-model error by 84%.
Lethe2026
KernelBench's original correctness test passes 1,487 AI-written GPU kernels that Lethe's verifier flags as wrong. Also wrote the first native Blackwell (tcgen05) training backward for the linear-attention family.
RDR2026
One loss term nearly doubles a world model's valid prediction time, with zero added parameters.
CGM-on-Chip2026
Predicts hypoglycemia 60 minutes ahead on a $4 chip, built from scratch in C++17.
From Pixels to Precision2023
Surgical-vision AI built with Synaptive Medical that segments surgical tools at 95% accuracy.
Adversarial Robustness Research2025
A bio-inspired vision model that beats MIT's CORNet-S on adversarial robustness, with no adversarial training.
Sentinel2025
Catches Arduino and ESP32 hardware bugs as you type; 1.2K installs and Best Developer Tool at Hack Western 12.
AdaptVR2026
Muscular dystrophy rehab on Meta Quest 2, with 26-joint hand tracking inside a World Labs Marble world.
Adaptive Learning Robot2025
Robot arms that learn new skills from plain-English instructions, Top 32 of 256 at Hack the North.
Zephyr AI Assistant2024
A hotkey voice assistant on Llama 3.1 that runs Spotify, calendar, weather and news.
DermAI Medical Assistant2024
Triages skin conditions with a DenseNet121 trained on 19,000+ DermNet images.
SurgicalToolAR2024
AR that tracks a surgical probe against a brain model and warns as it nears tissue.
Gesture Controlled Robotic Arm2024
A 6-DOF robotic arm that mirrors hand gestures in real time.
May – Aug 2026Shenzhen, China
Machine Learning Engineer
E3A Healthcare
Led the supervised layer and set the architecture direction of a longitudinal model that reads at-home fetal monitoring and returns a full posterior over days until delivery. The model predicts term delivery to within 3 days against 11 days for the clinical SOTA, and halves the obstetric calendar's preterm MAE.
- Authored the first design of the cohort mixture-of-experts and its learned gate, and originated the sub-agent architecture now on the model's roadmap.
- Built the reasoning layer and the coupled-likelihood objective behind the preterm win, 2.02 days better with the same sign on all ten seeds.
- Wrote the evaluation methodology the project now runs on, and put GPU compute in every engineer's hands by automating multi-region GPU cluster provisioning on GCP.
Oct 2025 – Apr 2026Hamilton, ON
Research Engineer
McMaster Automotive Resource Centre (MARC)
Worked with Ford, MathWorks, and Dana on ML for battery optimization in their products. Cut battery voltage-model error 84% (12.82 mV to 2.03 mV RMSE) with a physics + LSTM hybrid, then carried it through ONNX to MATLAB and Simulink with machine-precision parity. Co-authoring a paper on agentic-AI-accelerated state-of-charge estimation built on a from-scratch EKF and SVSF.
Apr 2024 – Aug 2025London, ON
Machine Learning Researcher
Western University, Vision & Robotics Lab
Designed a biologically inspired recurrent vision model that reached 97.82% adversarial accuracy on MNIST without a single adversarial training example, outperforming MIT's CORNet-S by 12 points across MNIST, CIFAR-100, and ImageNet100.
Nov 2022 – May 2024London, ON
Student Researcher, Medical Imaging
Robarts Research Institute
Partnered with Synaptive Medical on surgical-vision AI: a U-Net at 95% DICE and sub-0.12 s per frame on live operating-room footage, plus a marker-based AR guidance prototype.