Matias Nisperuza

Developer & AI Enthusiast

I build developer tools and AI systems. Currently focused on making local AI accessible through clean, reliable interfaces.

📍 Bogotá D.C., Colombia

About Me

I'm a self-taught developer from Colombia, currently in 11th grade. I believe technical depth is driven by curiosity, not age—if a system exists, I want to understand its core; if it doesn't, I'll build it.

My focus is on AI systems and developer tools. I specialize in building things that work reliably on consumer hardware, because good tools shouldn't require expensive infrastructure.

My goal is to evolve into a Fullstack Engineer and AI Developer—bridging the gap between robust, scalable architectures and the cutting-edge frontiers of artificial intelligence.

Technical Stack

Python PyTorch Transformers HuggingFace Flask Git Local LLMs Prompt Engineering

Also learning: JavaScript, HTML/CSS, and fullstack web development.

Certifications

Projects

Bert CLI Main Project

A developer-friendly CLI tool that brings local AI to your terminal. Runs entirely on your machine—no cloud, no API keys, just you and a helpful assistant.

Features 6 specialized models, thinking mode, file references, and a beautiful terminal interface with animated gradients.

Python PyTorch Transformers Local LLMs
Learn more →
❯ How do I reverse a string in Python?
Bert: You can reverse a string using slicing: ```python text = "hello" reversed_text = text[::-1] print(reversed_text) # "olleh" ``` The [::-1] slice steps backwards through the entire string.

HCGK Kernel Active

Hardware Control Gatekeeper Kernel—a hardware authorization system that validates system resources before loading AI models to prevent crashes and OOM failures.

Available on PyPI: pip install hcgk-kernel

Python PyPI AI Infrastructure
View on GitHub →
Available on PyPI ✅

TinyGPT Learning

A lightweight GPT-style model focused on understanding transformer mechanics and hyperparameter tuning. Built for learning, not production.

PyTorch Transformers ML Research
View on GitHub →
Educational Project 📚
"I don't just want to use AI; I want to engineer the environments where it lives and thrives."
— My goal

Get in Touch

Have questions, feedback, or want to collaborate?