Nick Gustafson

About

I'm Nick Gustafson, a software engineer and data scientist in Washington, DC. I currently work at Google, bringing Google's AI to the public sector. Before that I was a Solutions Architect at AWS and a software engineer at Microsoft on Azure Security.

I have a B.S. in Mathematics from Florida State, a Master's in Data Science from UMBC, and I'm finishing an M.S. in Computer Science at Georgia Tech. I hold 11 AWS certifications and a Google Cloud Architect certification.

This blog is where I work through the things I want to understand deeply. The main thing living here is Holding the LLM Stack in Your Head, a dependency-ordered walk through the full stack from linear algebra to agent protocols.

If you spot something wrong, or want to argue about a framing, email me. I'd rather fix it than let it sit.

Timeline

2026–
Senior Cloud Engineer
Google· Washington, DC

Bringing the magic of Google's AI to the public sector.

2023–edu
M.S. Computer Science
Georgia Institute of Technology
2024–26
Solutions Architect → Cloud Consultant
Amazon Web Services· Annapolis Junction, MD

Led multi-million-dollar cloud engagements. Architected petabyte-scale data lakes.

2023–24
Software Engineer II, Azure Security
Microsoft· Reston, VA

Led DevOps for air-gapped version of foundational identity services.

2021–23
Data Scientist
Maryland
2021–22edu
M.P.S. Data Science
University of Maryland, Baltimore County
2020–21
Data Scientist
ADT Security
2019
Data Analyst
Zimmerman Advertising
2018–19
Associate Statistician
Assurant Inc.
2015–18edu
B.S. Mathematics, Minor in Physics
Florida State University· Tallahassee, FL

Tools I use

Languages
Python, Rust, Go, C#, TypeScript, SQL
ML & Data
PyTorch, JAX, Scikit-Learn, PySpark, Pandas
Cloud
AWS (11 certs), GCP, Azure, Terraform
Web
React, Next.js, Node.js