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eZWALT/README.md

Walter J. Troiani Vargas

Founding AI Infrastructure Engineer at Speridlabs

Speridlabs The Scaling Journey X LinkedIn Substack


I work on the infrastructure that trains and serves models: GPUs, clusters, storage, and the platform on top. Currently building it from day one at Speridlabs, a spatial AI lab working on foundation models for the 3D world.

🛣️ The road here

Role Where When
Founding AI Infrastructure Engineer Speridlabs 2026 – present
AI Research Assistant Telefónica Research 2026
MLOps Engineer Multiverse Computing 2026
AI Engineer Intern CERN 2025
LLVM Software Engineer Barcelona Supercomputing Center 2024 – 2025
Data Scientist Mango 2023 – 2024

B.Sc. in Computer Science at UPC. International double M.Sc. in Data Science at UPC and the Università degli Studi di Padova, with a thesis on the price of advertising inside LLM conversations.

🔭 Building now

  • AI infrastructure at Speridlabs. Train, serve, repeat, cheaper every time.
  • Troiani. A sub-billion language model, from tokenizer to eval, from scratch.
  • The Scaling Journey. Public notes on LLMs, world models, AI infrastructure, and the harness around models.

🧠 What I care about

Models. LLMs, world models, training, evaluation.

Infrastructure. Kubernetes, GPU scheduling, distributed training, inference serving, storage.

Harness. Agents, evals, and how people actually experience AI.

Python PyTorch C++ NVIDIA Kubernetes AWS Docker Linux

🌍 Outside the terminal


GitHub stats Top languages

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  1. AI-Infrastructure AI-Infrastructure Public

    My journey and learnings during my free time of random AI Infrastructure / MLOps / AI Platform / Inference Optimization.. concepts to enable SOTA AI development of LLMs, CV, World Models...

    1

  2. Troiani Troiani Public

    The Troiani Model Family (v0) cookbook, recipes, tutorials ... The openest LLM model from scratch ever!

    Python 2

  3. rubengpr/sentinel-hack-spain rubengpr/sentinel-hack-spain Public

    HackSpain 2026 Submission for Embat Track --> Building Company Monetary Health Scores

    Python

  4. ML4HD-Machine-Learning-for-Human-Data ML4HD-Machine-Learning-for-Human-Data Public

    UniPD - DS Machine Learning for Human Data Subject 2025-2026 Q1. Unsupervised techniques are used to gather insights from various sources of human data (Breathing, Heart rate, Movement...)

    Jupyter Notebook 2 1

  5. MasterThesis-The-Price-of-Attention MasterThesis-The-Price-of-Attention Public

    This repository contains all the work done in behalf of my master thesis in collaboration with Telefonica Research for a conversational recommender RAG system on e-commerce tasks to benchmark conve…

    Jupyter Notebook 1

  6. RL-Reinforcement-Learning RL-Reinforcement-Learning Public

    UniPD - DS Reinforcement Learning Subject 2025-2026 Q1. This subject explores the machine learning subset of algorithms related to reinforcement learning through a comprehensive review of Sutton & …

    Jupyter Notebook 1