Research & IT

I spent a decade in academia, working at the intersection of acoustics, mathematics, and computer science. Today I apply that analytical toolkit and data-processing experience to building commercial AI systems.

Chapter 1

Studies and academic career

2014–2024
15 Scientific publications
  • 11 as first author
  • 7 as sole author
  • 4 in JCR journals
12 Conference appearances (Oral and poster presentations)
  • 8 international
  • 4 in Poland

In 2014, I began my studies in Acoustic Engineering at the AGH University of Science and Technology in Kraków, which I continued at the master's level, earning my engineering and master's degrees in 2018 and 2019 respectively. During my studies, I conducted research on the acoustics of musical instruments, presenting results at both national and international conferences, where I was repeatedly recognised (see the list of awards and honours).

In 2019, I started a PhD, also at AGH in Kraków, focusing on spatial acoustics — in particular the multidimensional modelling of the directivity of sound sources and receivers, exploring the concept of frequency as a spatial dimension.

From 2021 to 2023, I led the project "Continuous representation of directivity patterns in acoustics using four-dimensional basis functions", funded by the Polish National Science Centre. Alongside this, in 2021, I was invited as an external expert to lead the "Sound Analysis and Processing" course for the Computer Science programme at the Cracow University of Technology.

On 25 March 2024, I defended my doctoral dissertation with distinction. Thesis title: "Modelling the directivity characteristics of sound sources and receivers in the domain of multidimensional basis functions".

Details of my academic activity can be found below:

Chapter 2

IT industry and Artificial Intelligence

since 2024

AI Data Trainer

Outlier | 2024-2025

Designing complex tasks for AI agents covering tool use and Python programming, then evaluating their performance and steering them onto the right path where needed. Quality control of examples submitted by others. Freelance (over 1000 hours of work in total).

  • LLM
  • RLHF
  • MCP
  • Python

AI Engineer

Liger Trading | Since 2025

Building systems for process automation and data analysis, combining the capabilities of large language models (LLMs) with deterministic solutions. One of my main responsibilities is the development and maintenance of an MCP server that ties together the company's internal tools, streamlining the analysts' workflow.

  • Data
  • Python
  • MCP
  • CI/CD