At CGI, I develop backend services and AI workflows for Scotiabank’s financial fraud detection and risk assessment platform using Java 21, Spring Boot, and microservices.
I also develop Python-based integrations that connect LLM capabilities with business services and structured data, and work with event-driven processing using Confluent Kafka and MongoDB Atlas.
At Runt, I developed AI-enabled application capabilities and automation workflows, integrating LLM APIs and external services with backend systems and business processes.
Across my software engineering roles, I’ve developed backend services and REST APIs, supported cloud-native deployments and CI/CD, and worked on production reliability through logging, monitoring, debugging, and error handling.

