Work

Research projects, experiments, and creative applications.

Shadow

Shadow

Open Source, 2025

Open-source background coding agent with 1.2k stars on GitHub. Feature-filled agent that works in a MicroVM with full codebase understanding.

Building a Video Editing Agent

Building a Video Editing Agent

Internship, 2025

Multimodal agent and long-context video understanding to help hollywood editors. Worked on the the most powerful video retrieval and editing agent.

Distributed Training

Distributed Training

Research, 2024

A decentralized cross-device model training system with model and tensor parallelism to reduce compute needed to train large models.

Humanoid Behaviour

Humanoid Behaviour

Research, 2024

Leading behaviour and interaction software for a humanoid robot design team in Waterloo. Built GPU-optimized 3D voxel grids for awareness models.

AI Agents as Citizens

AI Agents as Citizens

Research, 2024

City simulation of Los Angeles with AI Agents, simulating human behaviour and optimizing transit routing with RL.

Self-Driving Delivery

Self-Driving Delivery

Project, 2023

Built an autonomous model tank that navigates campus walking paths and delivers small parcels. Implemented path planning, simulations, object detection, PID control, and CV.

Self Sustaining Startup

Self Sustaining Startup

Research, 2024

Built an entirely self-sustaining startup on AI Agents, which built the startup from scratch, made business plans, did branding, built a full-stack app and put a job posting on LinkedIn.

Multilingual Understanding

Multilingual Understanding

Research, 2024

Research at Cohere for AI to represent different languages as different modalities for training multilingual language models.

Shapeshift

Shapeshift

Project, 2023

Deep learning pipeline that analyzes seismic frequencies and local policy to design affordable earthquake-resistant buildings.

Offline Mesh Network

Offline Mesh Network

Research, 2022

An offline mesh network written in Swift to allow for cross-device transfer of files entirely offline, creating a chain of encrypted nodes.

Bracket Bots

Bracket Bots

Research, 2024

Helping with the software behind Bracket Bots, a self-balancing robot for under $200 that can roam around your house.

LLM Memory Architecture

LLM Memory Architecture

Project, 2023

Long-term memory with multimodal knowledge graphs to search 7 days of video and audio within 5 seconds. Winners @ Hack the North 2023.

Driverless Car

Driverless Car

Design Team, 2024

Self-driving car design team, WATonomous, in Waterloo. I'm working on a low-latency data-driven controls model for the car.

Recommendations System

Recommendations System

Research, 2024

Worked with Aviato to build a recommendations system for recruiting top AI talent amongst 300k+ engineers.

Generative UI

Generative UI

Research, 2024

Worked with Tempo Labs to build generative UI agents in multiple programming languages concurrently.

Language Diffusion Model

Language Diffusion Model

Research, 2024

Inpainting with diffusion language models to fill in missing text. In Progress.

VLM Jailbreak on Phone

VLM Jailbreak on Phone

Research, 2024

Jailbroke a Galaxy S24 to run Moondream 3B VLM locally, with quantization + local linux setup on phone. Built at TreeHacks 2025

Image Generation

Image Generation

Project, 2023

Trained a smaller VQGAN+CLIP to generate images from text and poetry prompts. Scaled up inference to run on MacBooks efficiently.

Audio2Vec

Audio2Vec

Research, 2024

256 Dimension audio embeddings for semantic audio analysis using waveforms and Fourier Transforms, trained with contrastive learning.

NYC Train Safety

NYC Train Safety

Internship, 2024

Worked on safety simulation software for New York trains with custom network protocols.

Crowdsourcing Policy

Crowdsourcing Policy

Project, 2024

Generating policy recommendations with AI agents from citizen complaints.