
We’ve fallen into conversational tunnel vision, defaulting every AI capability into a chat-based interface simply because LLMs are trained on dialogue data. But great UX is about matching modality to users’ context, intent, and cognitive load, so the interface adapts to the user, not the other way around.

Why traditional loading patterns like spinners fail in agentic AI experiences, and how interface patterns that reveal the system’s process, status, and decision-making can improve transparency and build user trust.

Designing for agentic AI requires attention to both the system’s behavior and the transparency of its actions. Between the black box and the data dump lies a more thoughtful approach. Victor Yocco explores how to map decision points and reveal the right moments to build trust through clarity, not noise.

Autonomy is an output of a technical system. Trustworthiness is an output of a design process. Here are concrete design patterns, operational frameworks, and organizational practices for building agentic systems that are not only powerful but also transparent, controllable, and trustworthy.
V
Victoryocco·February 11, 2026AI & ML 
Developing effective agentic AI requires a new research playbook. When systems plan, decide, and act on our behalf, UX moves beyond usability testing into the realm of trust, consent, and accountability. Victor Yocco outlines the research methods needed to design agentic AI systems responsibly.
V
Victoryocco·January 22, 2026AI & ML 
Explainable AI isn’t just a challenge for data scientists. It’s also a design challenge and a core pillar of trustworthy, effective AI products. Victor Yocco offers practical guidance and design patterns for building explainability into real products.
V
Victoryocco·December 5, 2025AI & ML 
With digital products moving to incorporate generative and agentic AI at an increasingly frequent rate, trust has become the invisible user interface. When it works, interactions feel seamless. When it fails, the entire experience collapses. But trust isn’t mystical. It can be understood, measured, and designed for. Here are practical methods and strategies for designing more trustworthy and ethic
V
Victoryocco·September 19, 2025AI & ML 
The Wizard of Oz method is a proven UX research tool that simulates real interactions to uncover authentic user behavior. Victor Yocco unpacks the core principles of the WOZ method, explores advanced real-world applications, and highlights its unique value, including its relevance in the emerging field of agentic AI.

This article aims to celebrate the power of introversion in UX research and design. Victor Yocco debunks common misconceptions, explores the unique strengths introverted researchers and designers bring to the table, and offers practical tips for thriving in a field that sometimes seems tailored for extroverts.

There’s more to achieving good UX than research and design. We need to effectively communicate our ideas to gain buy-in from key stakeholders. Victor covers how UX practitioners can harness the power of persuasion and other tactics from the field of communication when presenting research findings and design concepts to key stakeholders.

Victor Yocco reviews the components of the Transactional Model of communication, explaining how we might apply this framework to preparing, conducting, and analysing our UX research. You will understand how many UX research best practices align with the model and get an example of a tool for tracking alignment.

Concept testing is a blend of market and UX research, two disciplines that share many methods in common. You shouldn’t consider it anti-UX to also explore topics related to market acceptance. After all, what good is a usable product if it serves no purpose or doesn’t have any meaningful sized market willing to adopt it? Concept testing ideas before moving into a detailed design is good UX practice

UX practitioners can play an important role in growing the UX maturity of the organizations and product teams they work with. This final article in a three-part series presents two additional tactics that are critical for achieving and maintaining higher levels of UX maturity: education of UX staff and education of non-UX staff on UX principles and processes.

UX practitioners can play an important role in growing the UX maturity of the organizations and products they work with. This article, the second in a three-part series, presents two additional tactics that can be helpful for those working in organizations that have started engaging in UX, but are still at the lower to middle stages of maturity: knowledge sharing and mentorship. You can use these

We all benefit when we work to increase the overall UX maturity of our organizations. If we wish to meaningfully improve our UX practice, it is critical we look for opportunities to help grow the maturity of UX across our organization. We face a larger challenge when it comes to growing UX in a way that has impact across an organization than we do with growing our own UX skills. In this article, V

Research is an essential part of creating good UX. We are often in roles where we interact with our users in order to collect data to inform our UX. We need to ensure our UX research is compliant with ethical standards of research conducted with humans. To do this, we need to have an awareness of potential ethical issues in research, training on how to conduct ethical research, and a systematic re

We must effectively design to gain and hold users’ attention in order to have them use our digital products. In this article, Victor Yocco covers specific tactics with supporting research that are bound to help you design for attention. He also discusses the need to understand why we want to gain users’ attention as well as what our users’ needs are.