I build full-stack web applications with a focus on performance, clean architecture, and systems that scale. My work spans product engineering, API design, and complex backend infrastructure.
Currently: Leading engineering on Smooov.ca, a Canadian SaaS marketplace connecting verified local service providers (Taskers) with homeowners and seniors needing manual labor help.
Financial Reconciliation Engine, Deterministic Ledger Matching & AI Exception Engine
- Eliminating Multi-Source Discrepancies: Built an ingestion pipeline that normalizes asynchronous data streams across Stripe transactions, internal ledgers, and vendor payouts to enforce strict balance consistency.
- Bounded AI Reasoning: Restricted LLMs purely to anomaly interpretation—preventing hallucinations by ensuring the matching engine remains 100% deterministic while surfacing confidence scores and full audit logs for human review.
- High-Concurrency Performance: Optimized backend execution to handle heavy batch processing and memory management without sacrificing transaction isolation or audit completeness.
Backend Architecture & Platform Infrastructure
- Decoupled Payment Architecture: Abstracted payment providers behind an IoC interface layer to support off-session processing, dynamic vendor split payouts, and painless payment gateway migrations.
- Geospatial & Boundary Guardrails: Engineered regional boundary enforcement mechanisms to prevent unauthorized onboarding and automatically scope job requests to verified service zones.
- Distributed Real-Time Communication: Architected event-driven WebSocket pipelines with isolated service boundaries and Redis caching to handle live updates seamlessly across distributed clients.
Python / Django Architecture
- Optimized Search & Matching: Designed scalable database queries and ORM optimizations to handle complex multi-attribute candidate-to-job matching efficiently.
- Real-Time Activity Systems: Built event logs and notification triggers to ensure dynamic updates for job applications and user management workflows.
I’m always open to discussing web architecture, backend engineering, or system design.
