01
AI / LLM Engineering
Text-to-SQL Benchmark & Retrieval Tuning
Benchmarked a text-to-SQL pilot on GPT-4o + pgvector across 150 gold-SQL pairs, then rewrote schema docs into the retrieval context to lift execution accuracy.
Data Analyst & AI Engineer · Toronto
Every project is a number that moved.
I build analytics and the AI systems behind it — SQL & BI, ETL, RAG, text-to-SQL, and LLM evaluation. Fewer claims, more receipts.
UofT — Math (Stats & English minor), Dec 2026 · open to new-grad roles
Selected Work 04 projects
02
Data Analytics & BI
Service-Delivery Performance Dashboard
Replaced a 4-hour weekly Excel report with 6 validated Power BI views over a Snowflake warehouse — one source of truth for the account team.
03
AI / LLM Engineering
Support Assistant — Retrieval Layer
Designed the retrieval layer over ~400 articles with LlamaIndex + Chroma; selected the chunking strategy that scored highest on a 120-question benchmark.
04
AI / LLM Engineering
Predictive Case-Escalation Model
Built the SQL feature pipeline and time-based train/test split behind a client’s first predictive model over a 10M-row warehouse, held on the out-of-time set.
Repositories All repos on GitHub →
Dashboards View on Tableau Public →
About
I’m a University of Toronto math student (statistics and English minors) who ended up equally at home in a SQL console and an eval harness. I like the part of the job where a fuzzy business question becomes a number, and the number becomes a decision.
Most recently at Avocette I worked across both sides of that line — owning weekly BI reporting and dashboards, and building applied-AI systems: a text-to-SQL benchmark, a RAG retrieval layer, an LLM evaluation rubric, and a client’s first predictive model. Before that I ran a profitable Shopify brand end to end, which is where I learned to respect a P&L.
Skillsused in the work above
SQL & BI
- SQL
- Power BI
- Tableau
- Power Query
- Looker
- Excel/VBA
Data & Python
- Python
- pandas
- NumPy
- PySpark
- ETL
- dbt
- R
AI / LLM
- RAG
- LlamaIndex
- Chroma
- pgvector
- text-to-SQL
- LLM eval
- Claude API
Cloud & Warehouse
- Snowflake
- Azure
- Salesforce
- Azure DevOps
- n8n