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Theo EduardoTE
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Theo Eduardo

@theoeduardo

I build production ML platforms for training, inference, and evaluation.

Brazil
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At OpenAI, I lead architecture and technical direction for large-scale machine learning systems spanning training, evaluation, inference, and production deployment. I build distributed ML infrastructure and model-serving platforms for high-volume workloads using Python, PyTorch, Kubernetes, and cloud-native technologies.

Previously at Meta, I developed production ML systems for ranking, recommendation, personalization, and prediction, while leading cross-team infrastructure initiatives and mentoring engineers. My work covers distributed training, data processing, feature generation, experimentation, observability, and reliable deployment.

Across KMS Technology, BairesDev, Basho Technologies, Surge AI, and Labelbox, I've built data-intensive software, distributed systems, AI evaluation tasks, and algorithmic benchmarks. I bring 15+ years across backend engineering, cloud infrastructure, data platforms, and production machine learning.

Experience

Work history, roles, and key accomplishments

OpenAI logoOP
Current

Staff Machine Learning Engineer

Jan 2024 - Present (2 years 8 months)

Lead architecture and technical direction for large-scale machine learning systems spanning model training, evaluation, inference, and production deployment. Design distributed ML infrastructure and drive cross-functional initiatives to move ML systems from experimentation into production.

SA

AI Training Engineer, Machine Learning

Surge AI

Sep 2025 - Aug 2026 (11 months)

Authored and reviewed Terminal-Bench tasks in the machine learning domain, building reproducible Docker environments and deterministic pytest suites. Calibrated task difficulty and debugged nondeterminism to ensure reliable evaluation of coding agents.

KT

Lead Software Engineer, Data & ML

KMS Technology

Mar 2019 - Feb 2021 (1 year 11 months)

Owned technical design for data and ML initiatives and coordinated implementation across engineers. Led development of data-intensive applications involving ETL workflows, analytics services, data modeling, and predictive capabilities.

KT

Senior Software Engineer

KMS Technology

Sep 2017 - Feb 2019 (1 year 5 months)

Designed and implemented enterprise software platforms combining backend services, data processing, analytics, and machine learning capabilities. Built scalable data pipelines and backend services for processing operational and product data across multiple client environments.

BT

Full-Stack Engineer

Basho Technologies

Jul 2011 - Mar 2014 (2 years 8 months)

Developed full-stack web applications and backend services using JavaScript, HTML, CSS, and server-side technologies. Built RESTful APIs and web interfaces connecting application services with distributed data systems.

Education

Degrees, certifications, and relevant coursework

GO

Google

Professional Machine Learning Engineer, Machine Learning

2025 - 2025

Professional Machine Learning Engineer certification from Google Cloud.

DA

Databricks

Certified Machine Learning Professional, Machine Learning

2025 - 2025

Certified Machine Learning Professional from Databricks.

CF

Cloud Native Computing Foundation

Certified Kubernetes Administrator, Kubernetes

2024 - 2024

Certified Kubernetes Administrator from the Cloud Native Computing Foundation.

AS

Amazon Web Services

AWS Certified Machine Learning, Machine Learning

2023 - 2023

AWS Certified Machine Learning certification from Amazon Web Services.

University of California, Berkeley logoUB

University of California, Berkeley

Master's Degree, Mathematics and Computer Science

2009 - 2011

Master's Degree in Mathematics and Computer Science.

University of California, Berkeley logoUB

University of California, Berkeley

Bachelor's Degree, Mathematics and Computer Science

2005 - 2009

Grade: 4.8/5.0

Bachelor's Degree in Mathematics and Computer Science with a GPA of 4.8/5.0.

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