At Chartered Professional Accountants of Canada, I caught critical defects and functionality gaps during Aptify CRM release testing, prompting a rollback that protected the national member database and employee workflows. I also scoped, built, and demoed a React and TypeScript platform prototype with a Claude API chatbot, which leadership adopted as the blueprint for a national platform.
At Fitch Learning, I tested three custom PHP portals and caught release defects before they reached end users. In live code reviews with the UK engineering team, I used GitHub Copilot and ChatGPT to help pinpoint root causes and reduce production defects.
On Lyfe Health, I ship and validate CI/CD builds and releases across web, mobile, and backend apps as the sole engineer. I also built a multi-agent AI pipeline that cut article production from 8–12 hours to 15 minutes.

