I build LLM applications, retrieval systems, and cloud automation that turn everyday workflows into useful software.
🎓 Industrial Engineering at the University of Toronto, with minors in AI and Engineering Business · Expected May 2027
📍 Toronto, Canada 🇨🇦
- Career Workspace — matches a structured personal profile to job descriptions, drafts tailored resumes and cover letters, and exports PDFs. Built with Next.js, FastAPI, Claude API, Supabase, and LaTeX.
- Clinical Tutor — an AI tutor for practicing clinical reasoning with 2,000 de-identified ICU cases, combining knowledge graphs and semantic retrieval with guided questions and feedback.
- Fraud Detection MLOps — a reproducible training-to-inference workflow with real-time and batch predictions, FastAPI, MLflow, Kafka, and Docker.
As an AI Application Engineer Intern at Spark Growth, I built internal AI tools and automation for a growth agency serving DTC brands:
- AI agents & retrieval — Python agents on Cloud Run with 31 API tools, shared memory components, and permission-aware retrieval across meeting, email, and Slack sources.
- Meeting-to-Task Automation — a pipeline that extracts action items and creates tasks in Productive CRM, processing 100+ meetings weekly with 95% project classification accuracy.
- Creative Intelligence Agent — natural-language analysis of Instagram, Facebook, and LinkedIn creative performance using Claude tool use, FastAPI, and Cloud SQL.
- CRM & reporting automation — webhook integrations, data pipelines, and a full-stack report builder with web, PDF, and PowerPoint exports.
- RAG architecture, knowledge graphs, and agent memory
- Agent evaluation, observability, and reliable tool use
- Data Structures & Algorithms — interview prep continues 🫠
- French 🇫🇷 — keeping the Duolingo streak alive
Languages Python · TypeScript · SQL · JavaScript
AI / ML Claude API · Vertex AI · RAG · Embeddings · PyTorch
Backend FastAPI · Flask · REST APIs · OAuth 2.0
Frontend Next.js · React
Data Cloud SQL (MySQL) · PostgreSQL · Supabase · ChromaDB
Cloud GCP · Cloud Run · Cloud Functions · Docker
Quality pytest · Vitest · GitHub Actions · Agent evaluations
Automation Google Apps Script · Webhooks · Zapier
I'm interested in collaborating on LLM applications, AI agents, retrieval systems, and data pipelines — especially tools that automate away the boring stuff.
Open to AI / LLM Application Engineer and ML Engineer opportunities.
Outside the terminal: landscape photography, fingerstyle and classical guitar, and learning French.