Founding Engineer
Building the next generation of workflow orchestration tools that empower teams to automate complex processes with AI-powered intelligence.
Leading full-stack development, architecting scalable cloud infrastructure, and defining product vision from concept to deployment.
LLM Workflows
Context Engineering
Cloud Architecture
Experience
Principal Full-Stack Developer
Monks, Amazon, Meta |
Toronto, ON |
2018 –
Present
- Designed and implemented scalable RESTful APIs and real-time features for high-traffic B2B applications
- Championed the adoption of TypeScript and robust CI/CD pipelines to improve code maintainability and deployment velocity
- Developed and shipped production-grade agentic applications (Python) at scale, ensuring high availability and performance
- Optimized LLM performance, achieving a 20% reduction in latency and a 20% increase in accuracy through context-window optimization and prompt refinement
- Streamlined CI/CD workflows by parallelizing application deployments, significantly reducing build times and operational overhead
- Architected and developed knowledge graph retrieval systems, enhancing the accuracy and retrieval efficiency of RAG-based architectures
- Hardened agentic application stability by implementing exponential backoff and retry mechanisms to ensure system resiliency
- Strengthened LLM security posture by integrating pre-trained guardrail services to mitigate prompt injection and data leakage
- Automated infrastructure management using AWS CDK and CloudFormation, enabling consistent and reproducible cloud-native environments
- Contributed to the engineering and launch of global-scale web properties, including WhatsApp.com, about.meta.com, and projectaria.com at Meta.
Design Consultant (Contract)
Anomaly |
Toronto, ON |
Aug 2024 –
Sept 2024
- Launched a Telegram mini app
- Designed user journey to enhance user engagement
- Developed UI component library for rapid prototyping
Front-End Engineer (Contract)
MirrorMe3D |
Toronto, ON |
Feb
2019 – Oct 2023
- Developed 3D scan analysis application for remote medical monitoring and diagnostics
- Built interactive tools for analyzing pre- and post-operative facial 3D scans using WebGL, providing
advanced visualization and data-driven insights.
Assistant Instructor (Contract)
Trilogy Education |
Toronto, ON |
Feb 2019 – Oct 2023
- Tutored students in Web Development, Data Structures, and Algorithms, fostering a strong technical
foundation
Web Developer
Cotton Candy |
Toronto, ON |
May
2018 – Oct 2018
- Developed Shopify e-commerce themes and plug-ins
- Awarded a long-term RFP to manage an e-commerce platform with integrated brand experience
UI Developer & Designer
Dig Insights |
Toronto, ON |
Mar
2017 – May 2018
- Designed and developed data analysis platforms
- Shipped scalable applications for sampling and analyzing user data
Front-End Developer
AutoTrader |
Toronto, ON |
Feb
2015 – Mar 2017
- Developed e-commerce websites and CMS systems
Highlights
AWS agentic applications with real-time knowledge base
Engineered high-fidelity agentic applications on AWS using a GraphRAG architecture. By architecting a custom knowledge graph from unstructured data, I improved LLM response accuracy by 20%, providing the system with a contextually aware, real-time knowledge base that outperformed traditional vector-only retrieval.
WhatsApp.com migration at scale
Re-engineered Meta’s content management infrastructure, spearheading the migration of complex localized datasets from legacy systems. This architectural overhaul established a scalable foundation for global platform development and multi-region deployment.
AWS Conference
Spearheaded technical development for a humanoid robot featured at AWS re:Invent 2023.
Education
Computer Science
Ryerson (TMU) University, Toronto | 2018
UI Design
BrainStation, Toronto | 2017
Media Communications
Humber College, Toronto | 2014
Sound Engineering
Sound and Music Production, Toronto | 2011