Software engineering / ML systems / AI tooling

Gavin Munro

I build software around machine learning: product surfaces, backend systems, data pipelines, evaluation tooling, and agentic workflows.

Summary

Software and ML SWE

I'm a software engineer working in developer tooling, Machine Learning, and agent infrastructure, currently completing a double degree in Mathematics and Business Administration at the University of Waterloo and Wilfrid Laurier University.

My experience spans data engineering and applied AI. I've built real-time data pipelines and cloud migrations at theScore, RAG features and LLM evaluation systems at Borealis AI, and agent tooling at Lyft — including a Python MCP server and an AI agent that autonomously authors, deploys, and debugs production workflows.

I'm drawn to problems where automation meets reliability: static analysis, evaluation frameworks, audit and observability layers, and human-in-the-loop system design. Building software that acts on its own is increasingly straightforward; building it so its actions can be verified, constrained, and trusted is the harder and more interesting problem.

Outside of work, I run, play hockey, and spend most of my free time being active.

Experience

Software, ML, and data roles

Lyft

Software Engineering Intern

agent toolingPython servicesworkflow systemsAPI integrations

2026

Borealis AI

Machine Learning Software Engineering Intern

RAG appsReactPythonMongoDBmodel evaluation

2026

theScore / Penn Entertainment

Data Engineering Intern

AirflowBigQuerydata platformsML anomaly tooling

2024 - 2025

Nuclear Promise X

Nuclear Data Operations Intern

SQL ServerREST APIsinternal toolsdata models

2024

Royal Bank of Canada

Data Engineering Intern

JavaSQLbackend APIsdata quality

2023

Tools

What I work with

Core Languages

PythonTypeScriptJavaSQLR

Software Engineering

ReactNext.jsREST APIsbackend APIsGitDocker

ML Engineering

RAGmodel evaluationsWeights & Biasesprompt systemsLLM apps

AI Tooling

LLMsagentic workflowsMCPobservabilityautomation

Data & Infrastructure

AirflowPostgresMongoDBBigQueryAWSGCPKubernetes

Contact

Find me here