Backend-focused Software Engineer based in Toronto, CA. 4+ years building Python APIs, production infrastructure, and autonomous agent workflows.
where i've worked
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Aquent Canada
Aug 2021 - Present
Shipped multi-environment CI/CD pipelines using GitHub Actions and Jenkins to eliminate release bottlenecks and accelerate deployment velocity.
Designed Python/REST API microservices to synchronize automated runtime diagnostics with project management APIs, enabling real-time observability.
Optimized production backend performance, executing high-priority hotfixes to protect user retention under active production conditions.
things i've built
Two things I built from scratch - an AI skincare companion and a resume agent that actually works.
AI Skincare Companion
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Integrated OpenAI API pipelines for context-aware vector embeddings; tracked DAU/MAU retention analytics to guide backend query tuning for performance-sensitive AI flows.
Autonomous Agent & Web Interface
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PDF · DOCX · TXT↑ Drop or click to trigger the agentic self-correction pipeline
Converted a Python CLI pipeline into a decoupled FastAPI REST service with Pydantic schemas and a type-safe React frontend. Autonomous quality gates detect 3+ anti-slop failures per run, run targeted LLM refinement passes, and validate evidence density.
tools i reach for
Tools and technologies I reach for when building things that have to actually work.
Underlined skills link to where I've applied them
how it works
Resume Tailor agent loop - from raw input to quality-verified output.
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say hello
Hiring, building something, or just want to talk backend - my inbox is open.
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