PEOPLE
Human systems
I studied social and work psychology with a focus on HR management, then worked in recruitment: communicating with candidates, conducting interviews and making technical role requirements easier to understand.
A career through different worlds.
A consistent interest in how things work.
01 / SELECTED WORK
Projects exploring clearer decisions and more thoughtful uses of AI.
CareerOSCLARITY IN THE JOB SEARCHA Chrome extension for reading vacancies, reviewing fit evidence and keeping your own decisions alongside AI advice.
Explore the project
PEOPLE + CONTEXT + JUDGEMENTA workspace for role calibration, sourcing and candidate evidence. It supports recruiters; hiring decisions stay with people.
Explore the project →A client project via Upwork: testing a Slovak-speaking customer-service agent for clear responses, natural speech and conversation flow.
Read the case study →02 / THE THREAD THAT CONNECTS IT
My career hasn’t followed one straight line. But the same habits keep showing up: understand the problem, notice the details, and make things clearer.

Looking for the patterns between things.
PEOPLE
I studied social and work psychology with a focus on HR management, then worked in recruitment: communicating with candidates, conducting interviews and making technical role requirements easier to understand.
PRECISION
As a laser module technician in the entertainment and art industry, I worked with fine optics, assembly, testing, calibration and troubleshooting. It taught me to be patient, methodical and careful about what “good enough” means.
PRACTICE
Now I’m exploring AI-assisted workflows, research and output evaluation. I’m interested in where technology helps—and where a person still needs to ask better questions, check the details and make the call.
03 / CONTINUE THE CONVERSATION
I’m interested in research, AI evaluation, language quality review and practical workflow projects.