Gabriel Aguilar Perez
@gabrielaguilarperez
I build reliability modeling software that improves GPU product outcomes.
What I'm looking for
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
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
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
Availability
Location
Authorized to work in
Job categories
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