Engineering Student

Hugo

Building intelligent systems at the intersection of AI, engineering, and product thinking.

About

I am an engineering student driven by the belief that the best systems are built at the intersection of deep technical knowledge and clear product vision. I focus on creating tools and models that are not just functional, but architecturally sound and ready for production.

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Artificial Intelligence

Designing and training neural networks for real-world applications — from leak detection with LSTMs to physics-informed models for thermal dynamics.

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Systems Engineering

Building robust, scalable architectures with clean separation of concerns. From microservices to digital twins, every system is designed to evolve.

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Product Thinking

Engineering is not just about code. It is about solving real problems with clarity, precision, and a relentless focus on impact.

Projects

Selected work showcasing engineering and AI.

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Personal Portfolio

Production-ready portfolio built with Next.js, TypeScript, and TailwindCSS. Modular architecture designed to scale into a full technical lab.

Next.jsTypeScriptTailwindCSSFramer MotionDocker

Leak Detection System

LSTM-based autoencoder for real-time leak detection in pipeline systems. Achieves 97% accuracy with minimal false positives.

PythonPyTorchLSTMNumPyMatplotlib

Thermal Dynamics PINN

Physics-Informed Neural Network for modeling building thermal behavior. Combines data-driven learning with thermodynamic equations.

PythonPyTorchPhysics-Informed MLNumPy

Hospital Digital Twin

Full-stack digital twin for hospital management with simulation, gamification, and real-time monitoring dashboards.

ReactTypeScriptPostgreSQLDockerPython

Blog

Thoughts on engineering and technology.

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Education

2022 — Present

Engineering Degree

University

Focus on systems engineering, optimization, and artificial intelligence.

Experience

2024 — Present

Software Engineering Projects

Independent

Full-stack development, AI model training, and system architecture for production applications.

Skills

PythonTypeScriptReactNext.jsPyTorchDockerPostgreSQLTailwindCSSGitLinuxREST APIsMachine Learning

Contact

Open to collaborations, opportunities, and interesting conversations.