Software & Cloud - Toronto, Canada
Computer Science graduate working across cloud infrastructure, automation, and application development. My current focus is a private Claude connector that gives an AI assistant verified, structured knowledge of a real-estate portfolio - deployed on AWS Lambda and evaluated against 32 test cases.
Nine projects. Each one opens its own page with the full write-up.
Quantitative finance · Featured
A reproducible portfolio research system that moves ETF market data from SQL into pandas analysis, portfolio optimization, MATLAB cross-checks, and tested walk-forward reporting.
Investment analytics · Data engineering
A Python and SQL pipeline that validates 19,575 historical price records, compares four Canadian equity portfolios, and evaluates volatility forecasts using time-based validation. Includes trading costs, interactive charts, and an executed research notebook.
Real-estate portfolio risk
A property risk system that turns multifamily financials, CMHC-aware debt, valuations, and capital projects into stress tests, risk scores, concentration analysis, and budget-aware capital recommendations.
Cloud FinOps · AWS operations
An end-to-end, read-only AWS cost and resource monitoring platform that tracks spend, inventories infrastructure, detects idle and oversized resources, flags unusual cost spikes, estimates savings, and produces a prioritized action queue.
Independent research · AI economics
A 22-page scenario-based study comparing the operating cost of agentic AI with human labour across routine, tool-using, complex, and high-risk workflows. Includes break-even analysis and 11 evidence tables.
AI Connector
A private MCP connector that gives Claude verified, structured access to a property portfolio with eight read-only tools, deterministic business logic, and a full audit log. Deployed to AWS Lambda and passing all 32 evaluation checks.
Real-estate expense intelligence
A full-stack review workspace that turns property invoices into validated records, portfolio trends, explainable anomalies, and assigned follow-up actions. Live on Render with 565 demo invoices.
macOS utility
A local-first desktop assistant that stores reusable profile fields and fills repetitive forms on demand - no account, nothing leaving the machine.
Mobile app
A mobile-first Python course built around short lessons, streaks, and instant feedback - programming practice shaped like a daily habit rather than a textbook.
Technical delivery, data investigation, and customer-facing work in environments where accuracy and communication matter.
Volunteer Project Developer
Contribute to an MIT-affiliated agentic AI research project, applying analytical thinking and clear communication within a distributed technical team.
Data Analytics & Cloud Apprentice
Worked within the AbbVie client account, combining data analysis, automation, cloud training, and clear technical documentation in a security-conscious enterprise environment.
Customer Support Representative
Supported customers and high-volume store operations in a regulated environment where transaction accuracy, discretion, and calm problem resolution were essential.
Store Associate
Worked across a busy sales floor with frequently changing inventory, balancing customer support, product knowledge, and shifting operational priorities.
Cloud, AI, and technical coursework supported by viewable completion credentials.
01
AWS Training & Certification
Learning focus
Completed AWS training focused on the concepts and practical foundations behind agentic AI systems in the AWS ecosystem.
02
Amazon Web Services via Coursera
Learning focus
Built foundational understanding of AWS services, cloud architecture, security, pricing, and the shared responsibility model.
03
Microsoft via Coursera
Learning focus
Developed a foundation in Azure cloud concepts, core services, management tools, security, governance, and cloud-based solution planning.
04
Microsoft via Coursera
Learning focus
Strengthened cloud fundamentals across identity, access control, virtual networking, and secure Azure resource connectivity.
05
MathWorks Training Services
Learning focus
Completed self-paced MATLAB training covering core syntax, arrays, plotting, scripts, functions, and practical numerical workflows used in technical computing.
06
HCLTech
Learning focus
Completed an applied learning journey covering AWS delivery practices and the automation mindset used in modern DevOps teams.
The tools I use to build applications, deploy infrastructure, investigate data, and automate repeatable work.
Full-stack applications, APIs, desktop utilities, and practical automation tools.
Cloud-hosted services, repeatable infrastructure, containerized delivery, and automated releases.
Structured data, reporting, validation, visualization, and explainable business analysis.
Scripts and controlled integrations that reduce manual work and connect reliable data to useful interfaces.
Investigation, monitoring, documentation, and communication that keep technical work understandable and supportable.
I like problems where the messy part is the real part - reconciling records that disagree, naming things consistently, deciding what a system should refuse to answer. Most of my projects started as something I personally needed and got tired of doing by hand.
The connector project is the clearest example. The interesting work wasn't wiring up an API; it was making sure the system flags an unverified alias instead of quietly guessing, and returns an empty result instead of a plausible-looking number. I found and fixed that exact bug while writing the evaluation suite.
Outside of that: productivity systems, learning tools, and tinkering with interfaces until they stop feeling annoying.