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Gabriel Aguilar PerezGP
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Gabriel Aguilar Perez

@gabrielaguilarperez

I build reliability modeling software that improves GPU product outcomes.

United States
Message

What I'm looking for

I'm looking to build high-impact software and modeling systems that improve product reliability, automate complex analysis, and support data-driven engineering decisions.

At AMD, I build Python-based reliability forecasting software for product lines, uncovering a systematic failure pattern across 600k+ units and driving fixes projected to save $40M+ over product lifetime.

I improved flagship GPU reliability by approximately 2.1x by working with Fellow-level architects on a scalable fix adopted by two Fortune 50 clients. I also built a C++ simulation engine and system-level reliability calculator that reduced success-estimate uncertainty from 5–10% to 1–2% for multi-GPU systems.

I automate reliability analysis with Kubernetes pipelines, cutting turnaround from about 2.5 days to four hours, and built an internal HTML/JavaScript portal to streamline team workflows. I’ve also authored executive-facing customer quality reports with quantified uncertainty and recommendations used in VP-level decision meetings.

My mathematics background includes research at the University of Chicago in differential and information geometry for neural networks, alongside experience teaching and grading advanced mathematics courses.

Experience

Work history, roles, and key accomplishments

AMD logoAM

Product Development Engineer II (Software)

Jun 2024 - May 2026 (1 year 11 months)

Designed and developed Python-based reliability forecasting software, identifying systematic failure patterns in 600k+ units and driving fixes projected to save $40M+. Improved flagship GPU reliability by ~2.1x and reduced analysis turnaround from ~2.5 days to ~4 hours via automated Kubernetes pipelines.

Education

Degrees, certifications, and relevant coursework

University of Chicago logoUC

University of Chicago

Bachelor of Arts, Mathematics

Grade: With Honors

Bachelor of Arts in Mathematics with Honors from the University of Chicago, completed in June 2024.

Tech stack

Software and tools used professionally

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