I work at the intersection of systems, user experience, and information architecture.

My background in Library and Information Science trained me to see what most teams overlook: how information is structured, how people interpret it, and where understanding quietly breaks down.

Before I ever worked on AI-supported tools, I was trained to think about systems — how knowledge is organized, retrieved, evaluated, and trusted. That lens shapes everything I do today.

Most systems don’t fail because they’re broken.
They fail because they’re unclear.

In fast-paced environments, people don’t have time to figure things out. When workflows are inconsistent, communication is unclear, or information is difficult to navigate, work slows down and small problems compound.

My approach is grounded in close observation: how real people move through processes, where they hesitate, what they misunderstand, and what they assume. I pay attention to friction that doesn’t always show up in metrics — tone shifts, cognitive overload, trust erosion.

Over the years, I’ve worked across content strategy, UX research, and service design, helping teams translate complexity into clarity. I’m particularly drawn to emerging technologies because they amplify both potential and risk—but the underlying goal is always the same: making systems easier to use in the real world.

I bring:

• Systems thinking without rigidity

• Empathy without sentimentality

• Strategic clarity without excess process

If your systems, workflows, or communication feel more complicated than they should, I help make them clearer, more consistent, and easier to work with—for both your team and the people you serve.