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Hi, I'm Matheus Tomieiro 👋

Software Engineer & AI Researcher

M.Sc. researcher in Computer Science at ICMC / University of São Paulo (USP), working at the intersection of Artificial Intelligence, neural architectures, software engineering and high-performance computing.

My current research explores architectures based on Transformers and Cellular Neural Networks (CelNNs), associative memory, attention mechanisms and efficient long-range information retention.

I also have professional experience building and researching software involving LLMs, AI systems, backend development, Linux, GPU computing, Android, Security and Exploit Analysis, DevOps and software compliance.


🔬 What I'm working on

  • 🧠 Neural architectures for language modelling Exploring Cellular Neural Networks, recurrent architectures, attention, associative memory and Hebbian learning.

  • 🤖 Large Language Models Model evaluation, fine-tuning, inference, quantisation, prompt engineering and architecture experimentation.

  • High-performance & GPU computing CUDA-oriented workloads, GPU acceleration, optimisation and scientific computing.

  • 🛠️ Software Engineering Backend systems, APIs, CI/CD, Linux infrastructure, open-source development and software architecture.


🧰 Technologies

AI / Scientific Computing

PyTorch · NumPy · CuPy · CUDA · LLMs · Deep Learning · Neural Networks

Languages

C · C++ · x64 Assembly · Java · Lua · JavaScript · Python

Systems & Engineering

Linux · Docker · GitHub Actions · Jenkins · REST APIs · Distributed Systems · HPC


📚 Research interests

Language Models · Recurrent Neural Networks · Cellular Neural Networks · Attention · Associative Memory · Hebbian Learning · State-Space Models · Knowledge Distillation


📊 GitHub

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