Dylan Perera
I’m Dylan Perera, a computer engineering graduate from the University of Toronto with a strong focus on building and evaluating AI-driven systems.
About
I’m Dylan Perera, a computer engineering graduate from the University of Toronto with a strong focus on building and evaluating AI-driven systems. I enjoy turning complex requirements into reliable software, whether that’s designing LLM evaluation frameworks, developing data governance agents, or modernizing backend services for real users.
Professionally, I’ve worked across government and research environments, combining engineering fundamentals with prompt engineering and data modeling to improve accuracy, latency, and maintainability. I also lead hands-on technical projects, like an open-source AI medical scribe, where I build full-stack solutions, integrate local models, and measure performance through structured testing and evaluation.
- 3 years' experience
- Joined September 2026
Industry experience
- Government
- Software & Internet
- Professional Services
- Computers & Electronics
- Healthcare
- Education
Work experience· 4 roles
Evaluate AI-generated responses across technical and analytical tasks for accuracy, reasoning quality, and instruction adherence. Design and refine prompts, evaluation criteria, and test cases to identify model errors and improve overall model performance.
Redesigned and scaled an internal Vue.js + TypeScript full-stack application in collaboration with UI/UX, improving usability and uptime for partner organizations. Migrated GraphQL endpoints to RESTful .NET APIs to simplify client integration and reduce backend complexity.
Develop AI-powered agents for data governance, automating data validation and supporting collective agreement analysis using .NET/Blazor. Contribute to a Master Data Management solution using an ELT Medallion Architecture within an ETL system to improve data quality and governance. Design logical and physical HR & Payroll data models and map legacy HR/pay data to Dayforce HCM to support enterprise HR modernization and migration.
Education
Certifications and awards
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