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tiagomonteiro0715/README.md

Hi ๐Ÿ‘‹, I am Tiago Monteiro

MS AI @ Northeastern (Silicon Valley) | GPU Kernel & Inference Optimization (CUDA / CuTe DSL) | Silicon Valley Fellow W25


๐Ÿ“ I write articles on FreeCodeCamp ย ยทย  ๐Ÿ“ซ Reach me at [email protected]


About Me

I make AI models run faster and cheaper by writing GPU kernels close to the metal.

Currently working on GPU kernel optimization with CuTe DSL.

What I'm building

  • โšก fast_trimul - drop-in Fused Triangle Multiplicative Update kernel for AlphaFold3-family models (OpenFold-3, Boltz, Chai, Protenix). Up to 4.5โ€“6.8x faster inference, 2.2โ€“2.4x less peak VRAM.
  • ๐Ÿง  CUDA / CuTe DSL kernels - softmax attention 62x faster (22.8ms โ†’ 0.36ms) via memory-hierarchy tuning; #2 on LeetGPU's leaderboard.
  • ๐Ÿ”ฌ Research in tabular machine learning and synthetic data generation (multiple articles under review / in final writing).
  • ๐Ÿ“š Author of The Math Behind AI (160+ โญ) and How to Build Optimal AI Agents - 250k+ readers across my writing.

Foundation: Hardware-level + deep math. In my ECE bachelor's I built a CPU from scratch (transistor up), with a strong math base in linear systems, calculus, differential equations, complex analysis, PDEs, and functional analysis.


Languages and Tools:

cuda c++ python pytorch docker linux

Pinned Loading

  1. fast_trimul fast_trimul Public

    A drop-in, hardware-agnostic library for Fused Triangle Multiplicative Updates across AlphaFold3-family models, powered by CUTLASS CuTe kernels.

    Python 5 1

  2. The-Math-Behind-Artificial-Intelligence-A-Guide-to-AI-Foundations The-Math-Behind-Artificial-Intelligence-A-Guide-to-AI-Foundations Public

    A book on the mathematical foundations of AI from an engineering perspective.

    Python 170 37

  3. amalia_core amalia_core Public

    Open source implementation of AMALIA: A Fully Open Large Language Model for European Portuguese

    Python 2

  4. AI-Powered-Energy-Algorithmic-Trading-Integrating-Hidden-Markov-Models-with-Neural-Networks AI-Powered-Energy-Algorithmic-Trading-Integrating-Hidden-Markov-Models-with-Neural-Networks Public

    Full code of the article: AI-Powered Energy Algorithmic Trading: Integrating Hidden Markov Models with Neural Networks

    Python 27 3

  5. pessoa pessoa Public

    Pessoa: Local, LLM Agnostic AI Agent Infrastructure

    Python 6 2

  6. freecodecamp-my-articles-source-code freecodecamp-my-articles-source-code Public

    This repository holds the code I use in my freecodecamo news articles.

    Jupyter Notebook 58 15