Treat interpretability as part of the interaction
People need to understand system behavior to make informed choices.
Explore patterns that make AI-supported behavior and its implications easier to interpret.
Responsible AI · Research in progress
Auro Prism · Independent research
Clarity, agency, and human judgment.
A research practice exploring how digital systems shape understanding and choice, and how design can make those systems more interpretable and supportive of human agency.
- My role
- Independent research & applied product exploration
- Scope
- Cognitive ergonomics, neuro-inclusive systems & decision environments
- Period
- Ongoing
01
The problem & constraints
AI-enabled interfaces increasingly shape the information people see and the choices they can understand. Teams need ways to reason about cognitive load, interpretability, and trust alongside conventional product measures.
Across healthcare and enterprise work, recurring questions emerged about how the structure of an experience affects human judgment.
02
My contribution
I develop Auro Prism as an independent research thread, drawing on product design, cognitive ergonomics, systems thinking, and responsible-AI practice.
03
What informed the work
The research examines recurring patterns across complex digital environments and translates them into design questions about clarity, incentives, and agency.
One concept, Prism Pulse, explores how UX, accessibility, and SEO signals could become prioritized, human-readable action while retaining human judgment.
04
Key decisions
Include cognitive load in the design question
An experience can be technically usable while demanding too much attention or interpretation.
Investigate calmer, neuro-inclusive interfaces and clearer ways to prioritize information.
Keep judgment with people
Automation changes the conditions in which decisions are made.
Use research and applied concepts to explore agency, human accountability, and responsible incentives.
05
What changed through the work
Auro Prism evolves through research and applied exploration. Its concepts provide a basis for examination and further development; their scope and evidence continue to evolve.
06
An evolving body of work
Researchresponsible & neuro-inclusive systems
Applied conceptsincluding Prism Pulse
This is ongoing independent research and concept work. It is distinct from the shipped client programs elsewhere in this portfolio.
Explore Auro Prism07
What I take forward
The question I keep returning to is how a system helps a person understand what is happening and act with confidence. That is a design question, an operational question, and an ethical one.