I study Software Engineering at the University of Waterloo. This fall, I will work on RL for web agents as a Research Engineer at the Amazon AGI Lab. Previously, I built multimodal video editing agents for hollywood at Kino AI and low-level train safety systems at Hitachi Rail.
I am a deeply technical person. I'm constantly building, learning and breaking things. I'm obsessed with learning how things work and designing novel solutions to problems I can't get out of my head. Right now, I'm most curious about multimodal models and coding agents.
2025
Building multimodal machine learning systems to help filmmakers streamline their creative process. Working on video understanding, generation, and editing.
Demo Video2024
A decentralized cross-device model training system with model and tensor parallelism to reduce compute needed to train large models.
Codebase2024
City simulation of Los Angeles with AI Agents, simulating human behaviour and optimizing transit routing with RL.
Project Breakdown2023
Built an autonomous model tank that navigates campus walking paths and delivers small parcels. Implemented path planning, simulations, object detection, PID control, and CV.
Project Breakdown2024
Research at Cohere for AI to represent different languages as different modalities for training multilingual language models.
Project Breakdown2024
Leading behaviour and interaction software for a humanoid robot design team in Waterloo. Built GPU-optimized 3D voxel grids for awareness models.
Website2023
Deep learning pipeline that analyzes seismic frequencies and local policy to design affordable earthquake-resistant buildings.
Website2024
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.
Project Breakdown2022
An offline mesh network written in Swift to allow for cross-device transfer of files entirely offline, creating a chain of encrypted nodes.
2024
Helping with the software behind Bracket Bots, a self-balancing robot for under $200 that can roam around your house.
Website2023
Long-term memory with multimodal knowledge graphs to search 7 days of video and audio within 5 seconds. Winners @ Hack the North 2023.
Project Breakdown2024
Self-driving car design team, WATonomous, in Waterloo. I'm working on a low-latency data-driven controls model for the car.
Project Breakdown2024
Worked with Aviato to build a recommendations system for recruiting top AI talent amongst 300k+ engineers.
Website2024
Worked with Tempo Labs to build generative UI agents in multiple programming languages concurrently.
Website2024
Inpainting with diffusion language models to fill in missing text. In Progress.
2023
Trained a smaller VQGAN+CLIP to generate images from text and poetry prompts. Scaled up inference to run on MacBooks efficiently.
Project Breakdown2024
256 Dimension audio embeddings for semantic audio analysis using waveforms and Fourier Transforms, trained with contrastive learning.
Project Breakdown2024
Worked on safety simulation software for New York trains with custom network protocols.
Company Website2024
Generating policy recommendations with AI agents from citizen complaints.
Twitter Thread2024
Experimented with graphs and embeddings to match people to events, used on 800+ person events in Waterloo and built in Stanford at TreeHacks.
GitHub Repo2022
Graphing 500K+ papers and dynamically distributing funding given to ideas based on relevance. Winners @ Hack the North 2022.
Devpost2024
Foundational models for visual reasoning in robotics to handle unseen objects and dynamic environments. Demoed at W24 Socratica Symposium.
2024
Technical Advisor for a high school team trying to win the F1Tenth Driverless Competition, using Reinforcement Learning policies and ViT models for autonomous driving.
Website2024
Built Axiom, a multiplayer IDE for formal proofs, for the SE212 Logic and Computation course at the University of Waterloo.
GitHub Repo2024
Built a compiler from scratch in C++, implementing a lexer, parser, and compiler for a simpler version of C.
2022
Full-stack engineering intern at Camp Social. Built core microservices and APIs with Ruby on Rails, Typescript and Solidity for efficient smart contract generation.
2022
Built a full-stack web app for multilingual applications to join Hack Club, resulting in 7000+ sign ups globally and featured in the Github Newsletter.