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leonematt/README.md

Matthew Leone

Website LinkedIn

AWS Certified Solutions Architect Associate AWS Certified SysOps Administrator Associate

πŸ‘¨β€πŸ’» About Me

Senior AI/ML Software Engineer specializing in distributed AI infrastructure, high-performance computing, and systems optimization for machine learning workloads. I bridge the gap between low-level systems engineering and cutting-edge AI/ML platforms, building scalable infrastructure that powers next-generation AI applications.

Additionally my experience also spans cloud, security, networking, performance engineering, virtualization and hardware technologies, providing a comprehensive systems foundation for architecting robust and performance-optimized AI/ML infrastructure.

🎯 Recent Focus (2025)

  • Distributed AI Infrastructure: Building scalable inference systems with vLLM and Ray
  • CUDA Development: Linux and CUDA support integration for AI platforms
  • CI/CD for AI/ML: Automated build, testing, and packaging pipelines for ML frameworks
  • Performance Optimization: GPU acceleration and distributed computing for ML workloads

πŸš€ Core Expertise

  • AI/ML Infrastructure: Nexus, CUDA, vLLM, Ray
  • Performance Engineering: Latency optimization, kernel bypass, profiling, systems tuning
  • Cloud & Infrastructure: AWS architecture, containerization, Terraform, CI/CD automation
  • High-Performance Networking: DPDK, VPP, RDMA, network stack optimization, kernel bypass, sub-microsecond latency systems
  • Low-Level Systems: Kernel development (Linux/FreeBSD), device drivers, memory optimization, NVIDIA
  • Security Engineering: Reverse engineering, vulnerability research, exploit development, secure architecture

πŸ”§ Tech Stack

Languages        : C/C++, Python, Assembly (x86/ARM), Java, Bash
AI/GPU           : CUDA
AI/ML Platforms  : vLLM, Ray, TensorFlow, PyTorch
Systems          : Linux, FreeBSD, NVIDIA, DPDK, eBPF
Networking       : TCP/IP Stack, RDMA
Cloud & DevOps   : AWS, Docker, Kubernetes, Terraform, GitHub Actions, Jenkins
Performance      : Perf, Valgrind, NVIDIA Nsight, Flamegraph, GPU profiling
Security         : IDA Pro, Ghidra, Penetration Testing, Secure ML pipelines
Data Engineering : Apache Airflow, Spark, Pandas

πŸŽ“ Certifications

  • AWS Certified Solutions Architect Associate (2025)
  • AWS Certified SysOps Administrator Associate (2025)
  • AWS Certified Cloud Practitioner (2025)

πŸ“Š GitHub Stats

Matthew's GitHub Stats Top Languages


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  1. InfraMatrix/IGS InfraMatrix/IGS Public

    Python 1