Engineering resilient software, thoughtfully built and rigorously tested.

Insights, tutorials, and experience notes on engineering, research, and leadership.

• Multi-Agent Change Impact Analysis and Test Optimization for AI-Enabled Software Systems
• SENTRY: Drift-Aware Validation Placement for AI Services in the Cloud-Edge Continuum
• Secure AI Orchestration for Digital Health: Private Analytics and Adaptive Group Coaching
• PRISM-Coach: Privacy-by-Design Adaptive Group Assignment for Lifestyle Coaching at Scale

Peer-reviewed papers across software architecture, QA, and applied AI.

• Multi-Agent Change Impact Analysis and Test Optimization for AI-Enabled Software Systems (To be Appeard)
• SENTRY: Drift-Aware Validation Placement for AI Services in the Cloud-Edge Continuum (To be Appeard)
• Beyond the Prompt: An Analysis of the Current State of Automated Test Generation with LLMs (To be Appeard)

Journal & conference reviewing — rigor and feedback given to the research community.

• Engineering Applications of Artificial Intelligence (2026)
• Neurocomputing (2025-2026)
• Cluster Computing (2025, 2026)

Case studies and builds — from AI-powered apps to architecture prototypes.

• Analytic Hierarchy Process (AHP) Tool
• Kids Read Fundations
• Nutri Scan

Courses, notes, and curiosities — what I am actively studying and synthesizing.

• Advanced Level Test Automation Engineering (CTAL-TAE)
• AI Testing (CT-AI)
• Testing with Generative AI (CT-GenAI)

Professional credentials — P.Eng., CompTIA Security+, CC, and more.

• Professional Engineer (PEng) in the Provience of Ontario
• CompTIA Security+ Certification (SY01-701)
• ISC2 Certified in Cybersecurity (CC)
• ISC2 Systems Security Certified Practitioner (SSCP)