Nura
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.

Backend-focused Software Engineer based in Toronto, CA. 4+ years building Python APIs, production infrastructure, and autonomous agent workflows.
Things I've Built.
Things I built from scratch — an AI skincare companion, a resume agent, and a production URL shortener running on free-tier infrastructure.
AI Skincare Companion
Select your skin type
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
Drop your resume or click to simulate
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.
Production URL Shortener
Long URL
High-performance URL shortener on Cloudflare Workers + Supabase with zero AWS costs. Features Base62 + Knuth hash ID obfuscation, SSRF protection, token-bucket rate limiting, atomic alias race-condition guards via DB-level UNIQUE constraints, and analytics written out-of-band via ctx.waitUntil for zero redirect latency impact.
KV → Supabase — Edge-cache-first redirect routing
SSRF guardrails — All RFC-1918 + metadata IPs blocked
Cron keep-alive — Worker pings DB every 4 days for free
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.
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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