CHAPTER 01 · ORIGINS

I came for the gaming, stayed for the compiler.

I spent my teens trying to go pro at SOCOM, Counter-Strike, and later Fortnite. I made it. Then I tried finance, and it wasn't it — I wanted work where the output scaled with the effort. At a family wedding, a cousin said, "you should learn to code."

One bootcamp, a software engineering degree, a move to Toronto, and a few jobs later, I'm focused on AI engineering and machine learning — retrieval systems, Reinforcement Learning, and the unglamorous plumbing that makes models useful in production.

Outside the screen: BJJ (blue belt, forever), snowboarding, surfing, building silly things. This site is one of them.

CHAPTER 02 · THE TIMELINE

The long way here.

~31 years · 4 cities · 1 reasonably consistent career

life 1995
Born
Santo Domingo, DO

Sports, gaming, and an early obsession with competitive anything.

education 2014 — 2019
Esports Live Streamer
Twitch · Web

Competitive gaming livestream with a community of 200+ viewers.

education 2019
B.B.A. Business Administration
Pontifical Catholic University (PUCMM) · Santo Domingo, DO

Graduated business school.

work 2019
Analyst
ScotiaBank · Santo Domingo, DO

Realized finance was not it. Started eyeing a different kind of problem-solving.

education 2020
Software Engineering Immersive
Fullstack Academy · New York, NY

Completed the bootcamp — React, Node, Express, PostgreSQL. First time code felt addictive.

work 2020 — 2022
Full-Stack Developer
305 Global Marketing · Remote

Shipped a multi-tenant e-commerce platform and an ops dashboard on Next.js + AWS + PostgreSQL + Mongo. ~250k annual revenue.

work 2022 — 2023
SDE II
Exactera · Remote

Implemented ML-powered vector search at scale.

education 2023 — 2026
Software Engineering Technology - AI (AdvDip)
Centennial College · Toronto, CA

Full-time student, two part-time jobs. GPA 4.4/4.5. Member of the Engineerging Student Association. Math tutor. Scholarship recipient.

work 2024
Lead Software Developer & Coordinator
Centennial OER Lab · Toronto, CA

Led engineering on open educational tools for 12k+ students. Type-safe, small team, high-leverage.

work 2025 — 2026
Fullstack Software Engineer
Xello · Toronto, CA

Major contributor to "The Real Game" — a career exploration tool used by millions of students.

work 2026
Machine Learning Engineer
TI Automotive · Toronto, CA

Built an Inverse model-based Reinforcement Learning model to predict polymer blends from OEM specs, now a tool used by Lab Techs.

· to be continued ·
CHAPTER 03 · THE STACK

Tools of the trade.

Languages
TypeScriptJSPythonGoRust
Frontend
ReactNextAstroTailwindAngular
Backend
NodePostgresMySQLRedisFastAPItokio
Infra
VercelAWSDockerGH Actionscircleciterraformhuggingfacen8n
ML
pytorchharness engineeringcontext engineeringLLM fine-tuningLoRA
loc.
Toronto, CA
orig.
Santo Domingo, DO
tz
EST · UTC-5
status
open to roles