About
Engineer,
operator,
builder.
I'm Carlos — a systems engineer who became obsessed with the seam between AI agents and the systems they live inside.
I started in classical full-stack work: monoliths, then microservices, then the long quiet years of learning Kubernetes properly. Around 2022 I got serious about LLMs as a system primitive, and the work since then has mostly been about making them dependable: deterministic where they need to be, expressive where it matters.
Today I build agent systems end-to-end — the orchestration layer, the data layer behind it, the frontends that expose it, and the infrastructure that keeps it healthy. I prefer small teams, ambitious scope, and clear writing.
Day-to-day stack
Selected experience
2024 —
Lead engineer · Axon
Multi-agent platform · independent
2023 — 24
Senior full-stack & MLOps
Helix Trade · contractor
2021 — 23
Staff engineer
FinTech scale-up · LATAM
2019 — 21
Senior backend engineer
Logistics platform
2017 — 19
Full-stack engineer
Agency · early career