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tomieiro/README.md

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, 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

Python · C · C++ · Java · Lua · JavaScript

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

Matheus's GitHub stats

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  1. delbem-research/celnn delbem-research/celnn Public

    Cellular Neural Networks for Python

    Python 2 1

  2. riema riema Public

    Riema is a package manager for Lua, similar to Conda (Python).

    Lua

  3. ai-context-protocol ai-context-protocol Public

    Standard that defines the protocol, ACS syntax, primitive types, directives, validation modes, CLI proposal, interoperability, and licensing guidance.

    Python 1

  4. std-moon std-moon Public

    Biblioteca para Linguagem Lua que implementa estruturas de dados mais utilizadas e algoritmos principais.

    Lua 6 10

  5. lua_notebook lua_notebook Public

    Lua notebook prototype that supports comments.

    Lua 2 1

  6. lesc-evolution lesc-evolution Public

    Labyrinth Escape Evolution - Algoritmo evolutivo escrito em C/C++ para disciplina de AlgEvol

    C++ 1