Having a long day?Pink noise, even across every octave with a slow 10 Hz swell, takes the edge off the room. Attention lasts longer when less is competing for it.
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Currently Szombathely, Hungary — open to relocation

  • Product Design
  • Human-AI Interaction
  • Human Factors

I design how AI systems earn trust in safety-critical environments.

Seven+ years across design, now in safety-critical AI. Looking for product design roles in AI, robotics, healthtech and mental health.

01 / 04

Human-first NLP · People MatchingBuilding enough safety for someone to type the thing they actually want.

  • MVP
  • Product Design
  • Human-AI Interaction
Intent overlapping into a system, through to a meetup Four equally sized circles. Intent and match overlap - a dot sits at the centre of the hatched intersection, with a line rising from it to a caption above the circles reading validation gap, written out in full rather than fitted inside the small overlap itself. Below both circles, a dashed bracket spans the full width of the venn - intent's left edge to match's right edge - labelled NLP engine, showing that mechanism is what produces the whole overlap, not just the gap. From match, a line continues right, labelled progressive disclosure on two lines above it, to the anonymous reveal circle - the one node drawn filled and in ink, because it is the mechanic the study turns on - then on to meetup with no further label, matching the source's own last, unnamed connector. No circle is drawn larger than another - the overlap comes from how close intent and match sit, not from their size. Intent Match Validation gap NLP engine Progressive disclosure Anonymous Reveal Meetup
Tribe product interface

This case study documents the complete MVP architecture and human-AI interaction systems designed for handoff.

Open case study
02 / 04

Career Anxiety Research · Dashboard DesignGiving someone a clear next move when the future feels automated away.

  • Research prototype
  • Human Factors
  • Human-AI Interaction
The attention window A curve rising to a single peak then falling over a dotted axis; the peak is dropped to the axis and labelled. Time in session Peak cognitive load
Mindure dashboard

When people are worried about losing their jobs, showing them a screen packed with numbers and alerts doesn't inform them. It confirms the fear.

Open case study
03 / 04

Therapy on Artboard with Real Time GuidanceReaching someone through what they make, when words won't come.

  • Product Design
  • UX/UI
  • Branding
The intervention window An engagement curve rising and falling between two marked boundaries, with the high point marked. Defended Disengaged
Ness multi-device app

The making is the session. Words come after.

Open case study
04 / 04
In progress

Multi-modal Feedback Design · LLM UncertaintyWhen AI is most uncertain, humans are least equipped to notice

  • Human Factors
  • Human-AI Interaction
Where the guardrail fires One system node branching into two outcomes, with the branch point marked. AI system Guardrail fires No intervention

An uncertainty score arrives as text, at the moment reading is what the person has least of. The signal moves to touch and periphery instead.

Case study in progress

Also shipped

Three design variants resolving the same manufacturing constraints differently — logo clearance, hole radius, corner tolerance. Proof that design decisions have physical consequences.

Leica technical drawing, variant one Leica technical drawing, variant two Leica technical drawing, variant three

No prior users. Wireframed entry flow, dashboard architecture, and deep business analytics from first principles — cognitive load, trust, orientation under uncertainty.

Making legal frameworks and public grants approachable for the families who need them the most — but get lost before they ever reach the application.

Visit live site ↗
Grant eligibility interface

Who I am

It's Orsolya.

— means little bear.

I made graphics for live television, where a mistake goes out and stays out. Then three years in rural and tribal communities across Australia and Asia, watching people use technology on their own terms rather than the ones I'd designed around.

Visual work never used the analytical half of how I think. I kept ending up in the part of a project that was about behaviour — why someone hesitated, what they assumed, what the environment was doing to them. Product design is where that belongs.

Both jobs were about what happens when a system doesn't behave the way someone expects. That's what I work on now, in AI.

I see the structural problem before I see the screen. That's easier to hear early than late, so I try to say what's wrong and what we can ship in the same sentence.

What shapes the way I design

Human Factors & Usability Engineering Deepened my grasp of cognitive and physical limits, and how to analyse risk in a design. Arizona State University · Specialization Certificate · 2026 Systems Engineering Gave me a framework for cause and effect — how to hold a complex system in view and steer it. MathWorks · Certificate · 2026 Philosophy of Cognitive Science Sharpened why attention and timing decide what information lands and what never arrives. University of Edinburgh · Certificate · 2025 Foundations of Human-Centered AI Taught me to design trust into AI systems, rather than expect accuracy to earn it. Northeastern University · Certificate · 2025
Currently in Szombathely, Hungary

Got something exciting? Say hi!

Open to full-time and project based contract opportunities. Preferable remote, but open to relocation.