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Антон Агейков
Open to opportunities

Антон Агейков

@0005282

I build high-performance computer vision and LLM inference systems for resource-constrained hardware.

Russian Federation
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What I'm looking for

I'm looking for remote or relocation opportunities where I can build high-performance AI inference and computer vision systems, optimize models for constrained hardware, and keep learning deeply.

At Huawei, I develop CPU inference systems for LLMs, including SIMD-vectorized fused C++ transformer attention operators that improved end-to-end throughput by 20%. I've also ported vLLM fused operators while preserving a 5x throughput gain and built vLLM, llama.cpp, Lmcache, and Valkey server infrastructure for AI agent coding workflows.

Previously, I trained and deployed YOLO, UNet, and vision transformer models for real-time vision pipelines at Luggar Design Bureau and Neurolumber. My work spans RKNN quantization, object tracking, shared-memory multiprocessing, service-based architecture, ZeroMQ integration, and GPU/NPU optimization, with outcomes including reducing YOLO inference from 300 ms to 40 ms and achieving 95% mAP.

Experience

Work history, roles, and key accomplishments

Huawei logoHU
Current

CPU Inference Specialist

Feb 2026 - Present (6 months)

Developed fused C++ operators for transformer attention via SIMD on ARM, achieving 20% throughput improvement. Ported operators to vLLM, preserving 5x throughput gain, and set up vLLM and llama.cpp servers for AI agent coding.

Education

Degrees, certifications, and relevant coursework

NS

NSU CompTech Winter School

Winter School, Computer Science

2024 - 2024

Completed a project on Lumber Defect Detection using YOLO.

Novosibirsk State University logoNU

Novosibirsk State University

Bachelor's Degree, Physics

2019 - 2023

Pursued a Bachelor's degree in Physics with a focus on Continuum Mechanics.

NS

NSU CompTech Winter School

Winter School, Computer Science

2022 - 2022

Completed a project on COVID-19 Incidence Prediction using time series analysis.

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