Building LLM-based agents for autonomous penetration testing at ELTE's AI Research Group, with a focus on Python agent infrastructure, CTF benchmarks and containerised tool execution.

• Implemented substantial parts of HackSynth in Python, connecting command planning, tool execution and observation summarisation into an autonomous penetration-testing loop.
• Developed and validated the PicoCTF and OverTheWire benchmark integrations for HackSynth's 200-challenge evaluation suite: 120 PicoCTF and 80 OverTheWire tasks.
• Designed and optimised the Docker attackbox setup, including tool installation, container lifecycle management and connectivity to challenge environments.
• Presented research at student conferences and, with my research partner, at the LLAIS workshop within ECAI 2025 in Bologna, explaining the systems and findings to an international audience.

arXiv · 2025-06-02 · Lajos Muzsai, David Imolai, András Lukács

• Worked on crypto benchmark preparation and validation, and LLM infrastructure design and implementation.

The European Conference on Artificial Intelligence (ECAI) · Bologna, Italy

Presented "Improving LLM Agents with Reinforcement Learning on Cryptographic CTF Challenges", co-authored with Lajos Muzsai and András Lukács. Accepted as a full presentation at the LLAIS workshop, held within ECAI.

Eötvös Loránd University, Faculty of Informatics · Budapest, Hungary

• Member of the John von Neumann Honors Program, a selective program for high-achieving students in computer science and mathematics.
• Member of Eötvös József College for Advanced Studies, participating in its academic community and student research conferences.
• Erasmus+ exchange at the Technical University of Munich, April–September 2026, studying in an international environment and using German in everyday university life.

Hungarian Ministry of Education

Awarded for outstanding academic and professional achievement, for the third consecutive academic year (2024/25, 2025/26 and 2026/27).

Modernising a LaTeX package for drawing UML diagrams with TikZ, because I would rather draw them inside LaTeX than in an external tool.

• Extended TikZ-UML with object diagrams, enumerations, operation modifiers and rendering fixes.
• Rebuilt the English manual and worked examples, with reproducible release builds; published version 1.0.0 on CTAN.