Agent tooling
Plan with web AI. Build with local agents. A desktop workspace that connects the two through MCP.
- Python
- PyWebView
- MCP
Currently building at RBC
I build software
that makes AI useful.
I'm Jerry, a software engineer and Waterloo CS student.
Agent tools, fine-tuned models, and ideas brought to life.
Toronto / Waterloo · Open to new opportunities
Selected work06
Showing 6 projects
Machine learning
Teaching a 6.7B coding model to solve LeetCode problems with QLoRA and 2,400 curated examples.
- PyTorch
- QLoRA
- Hugging Face
Developer tools
Multiple local AI agents review a pull request, then combine their findings into one report.
- Python
- MCP
- Textual
Web application
A stock portfolio tracker that brings live holdings, market data, and Gemini analysis into one view.
- Python
- Gemini AI
- Finance
Data & visualization
Live charts, market scans, and historical signal tests in a full-stack trading research app.
- Flask
- React
- WebSockets
Android application
Snap your meal, estimate its macros, and grow a virtual forest. Built with a four-person team.
- Kotlin
- Jetpack Compose
- Gemini AI
02Experience
Built with teams.
From data pipelines to services that people use every day.
Royal Bank of Canada
CurrentSoftware Engineer Intern
Sept 2026 to PresentReduced p95 latency by 70% during peak load for cloud-native wealth services on AWS and OpenShift through Horizontal Pod Autoscaling (HPA), load balancing, and Redis-backed rate limiting shared across clusters.
More about this role
- Built CRM data-access tooling serving 30,000+ requests/day that feeds enterprise AI agents client data as context via REST and Apollo GraphQL APIs (Node.js, TypeScript) with Redis-cached auth tokens.
- Leading efforts to improve platform maintainability by migrating custom Snowflake integrations to official Snowflake SDKs.
AutoTrader.ca
2 termsSoftware Engineer Intern
Jan 2025 to Apr 2025Sept 2025 to Dec 2025Cut runtime of the Python listings pipeline from 4 hours to under 15 minutes for 500K+ listings on AWS by parallelizing workers and caching third-party responses in Redis.
More about this role
- Cut failed-request investigation time by 26% by adding structured, correlated JSON logging, exponential-backoff retries, and circuit breakers to third-party API calls across production microservices.
- Replaced manual weekly reporting for 20+ product stakeholders with Python ETL pipelines that load search performance data into PostgreSQL and serve traffic and keyword metrics through Tableau.
- Built a scoring engine that prioritized opportunities across 20K+ articles using scikit-learn regression and cohort analysis, turning model output into ranked action lists for the editorial team.
HeadsUp Group & iVirtual
Software Engineer Intern
Jan 2024 to Apr 2024Saved the team 300+ engineering hours per year: consolidated 4 databases into a unified AWS data layer and automated sync pipelines across Dockerized Python and Node.js services.
More about this role
- Launched the SendGrid notification platform behind an NHL rewards pilot with the Seattle Kraken, rendering dynamic merge-field templates per user segment across an 80%+ weekly active user base.
03A little about me
Curiosity is the common thread.
Computer science at Waterloo.
Business at Laurier.
Always building something.
I like taking an idea from a rough prototype to a tool someone can use. My work spans AI agents, machine learning, data pipelines, and mobile apps.
Outside work, I solve LeetCode problems and make game mods, including a Granblue Fantasy Relink mod ↗.
The tools I reach for
- Languages
- Python
- TypeScript
- JavaScript
- SQL
- C/C++
- Java
- Kotlin
- Bash
- Frameworks & APIs
- React
- Next.js
- Node.js
- FastAPI
- Flask
- FastMCP
- Jetpack Compose
- WebSockets
- ML & Data
- PyTorch
- Hugging Face
- LoRA/QLoRA
- scikit-learn
- pandas
- NumPy
- FAISS
- Textual
- Cloud & Infra
- AWS
- Docker
- Kubernetes
- PostgreSQL
- MongoDB
- Redis
- Supabase
- Git
04School
Education
Expected December 2027
Waterloo, ON
Computer Science & Business Double Degree
Bachelor of Computer Science
University of Waterloo
Bachelor of Business Administration
Wilfrid Laurier University
Have something in mind?
Let's build
something useful.
Open to new roles, interesting projects, and a good conversation.