UX research and design, extended into the AI layer most teams treat as someone else's problem. I work across the full stack of experience — from the first research question to the guardrails that protect the person at the end of the system.
Research that starts with people and follows the problem wherever it leads. I work from interviews and usability studies through to synthesis and strategic framing — building the foundation that makes design decisions defensible.
Designing the full experience of AI-powered products — not just the interface, but the prompt architecture, context systems, and interaction patterns that shape what users actually get back. The part most designers don't touch.
Finding where AI breaks before your users do. I test AI systems against edge cases, misuse patterns, and the gap between intended and actual behaviour — so guardrails exist where they need to, not just where they're easy.
Component libraries and token architectures built to scale — documented well enough that the next person can work from them without asking questions. From audit through to implementation support.
If you're building AI products that people will actually depend on, I'm interested. Reach out and tell me what you're working on.
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