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Herbert Cantu

@herbertcantu

Senior CUDA engineer driving GPU performance for AI, vision, and cryptography.

United States
Message

What I'm looking for

I seek GPU performance roles where I can optimize CUDA kernels, mentor teams, work on AI/vision systems, and deploy production-ready, high-throughput solutions.

I am a Senior CUDA Engineer specializing in designing and optimizing GPU kernels for AI, computer vision, and cryptographic workloads, with extensive experience on NVIDIA H100 and L40S GPUs.

I have delivered double-digit and up-to-30% throughput gains by integrating custom CUDA C++ kernels into production pipelines such as PyTorch and TensorRT, and I lead profiling and tuning using Nsight Compute and Nsight Systems.

I mentor teams on GPU best practices, design clean testable APIs for CUDA libraries, and deploy containerized GPU applications with CI/CD to accelerate next-generation AI solutions.

Experience

Work history, roles, and key accomplishments

TS
Current

Senior CUDA Engineer

TechFlux AI Systems

Jan 2023 - Present (3 years 2 months)

Spearheaded GPU kernel optimization for AI inference, achieving up to 30% performance gains on NVIDIA H100 and L40S and improving image-generation speed by 30% via custom CUDA C++ kernels and TensorRT integrations.

VR

CUDA Software Engineer

Visionary Robotics

Jul 2020 - Dec 2022 (2 years 5 months)

Implemented CUDA-accelerated vision algorithms for robotic SLAM and navigation, reducing frame-to-frame latency by 40% and delivering TorchScript custom kernels for real-time tracking and depth estimation.

BC

GPU Performance Engineer

BlockEdge Computing

Feb 2018 - Jun 2020 (2 years 4 months)

Engineered CUDA hashing and cryptographic kernels for blockchain verification, improving GPU throughput for zk-SNARK validation and reducing kernel latency through shared memory and cooperative-group optimizations.

Education

Degrees, certifications, and relevant coursework

SC

San Antonio College

Bachelor, Computer Science

2016 - 2018

Completed coursework in computer science leading to a bachelor's degree with focus on programming, algorithms, and systems.

Tarleton State University logoTU

Tarleton State University

Associate, Computer Science

2012 - 2016

Completed an associate-level program in computer science covering foundational topics in programming and computing systems.

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