Who am I and what do I want?
Hey, I'm Tomáš from Slovakia. Right now I'm deep into LLMs - especially mechinterp - and always down for talking about questions that have no real answer. I play guitar, I'm patient, and I get a kick out of presenting ideas in ways that make people go “Oh, that's cool.” I'm drawn to conversations that surprise me, spark curiosity, and make me rethink how I see things.
Once I've heard: "If hard work led to success, the donkey would own the farm." - and I try to live by that: work smart - be effective, but make it count.
Experience So Far
Cool Things I did
Here's a list of projects I'm proud of, each with a short Too Long; Don't Read. For the full story, check out the GitHub repos - they've got detailed writeups, and I even added demos/screens so you can see them in action. Spent quite a bit of time on these, so yeah… go check 'em out <3
Poster presenting
TL;DR:
At the KInIT Summer School this week, there was a 'Junior KInIT-ers poster session' where all of the presenters were PhD students… and then there was me, the only intern (not even a bachelor yet 😅)...
I presented a poster about my internship experience at KInIT and the project I’m working on.
click for more
Finding language-specific neurons with Entropy
TL;DR:
This project analyzes how neurons specialize in different languages within multilingual models. Built with Hugging Face Transformers and PyTorch, it captures activations with hooks, applies an entropy-based metric (LAPE), and visualizes results. It identifies language-specific neurons that can be suppressed or amplified, providing a modular toolkit for probing and controlling multilingual representations.
sorry repo is not public, click for detail
Science quiz for teenagers
TL;DR:
The idea was simple: ask questions that sound complicated at first glance, but actually have surprisingly easy solutions once you pause and think. My hope was to show that science is not only about memorizing facts, but also about curiosity and looking at problems from a fresh angle
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GPT2 from scratch
TL;DR:
Building GPT2 from scratch to understand how it works.
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Tournify: tournament management mobile app
TL;DR:
One of the most complete projects we've built - a fully functional React Native application for organizing, discovering, and managing sports tournaments. What made this project especially rewarding was how polished and production-ready it became. From offline caching to dynamic forms and role-based interactions, it felt like building a real-world product
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Chronolux: watch selling e-shop
TL;DR:
We were asked to develop fully working E-shop in PHP (Laravel). We went from wireframes and prototype, through database design, frontend and backend development to actually host the website, to make it available on this link.
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AI code completion evaluation
TL;DR:
The model was prompted to generate hidden part from my own projects based on content before and after the middle (hidden) part. To finish this task, I run some evaluations and checked, whether the code was exact match different but still working, or an garbage code unable to work properly
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Custom TCP in python
TL;DR:
This project was created as a semestral task for a networking subject at our uni. The task was to develop custom TCP-like protocol inserted into the UDP protocol. This required proper understanding of both UDP and TCP protocols
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ML-basics
TL;DR:
6 hands-on projects I took during an Introduction to Machine Learning course: An evolutionary algorithm, k-means clustering (centroids/medoids), divisive hierarchical clustering, MNIST and the XOR problem
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Presenting my faculty
TL;DR:
I've had an opportunity to present my Faculty of Informatics and Information Technologies, Slovak University of Technology at my high school to a group of future programmers
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Simple web filesystem
TL;DR:
One of my first experiences building a full-stack application, using React for the frontend and PHP for the backend. It allows users to upload and download files, rename them, and assign tags. It also includes features to filter and sort files based on those tags or other criteria
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Realtime gamepoints tracker
TL;DR:
Digitalized version of a children game. Children received points (money) for completing tasks, which they could later exchange for rewards. This web-app supported this gameplay and helped organize the event
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