Designing for calibrated trust and verifiable Agentic AI for speculative use cases
Team
Fourward Team: 4 UX Researchers & Designers
Microsoft XSD Team: Principle & UX Researchers
Role
Lead UX Designer
UX Researcher
How might we design AI tools / experiences that help humans “trust but verify” by making uncertainty, risk, and evidence transparent?
Human oversight and verification in Agentic AI
This is an on-going project! I would love to talk more about it in a private conversation with you 🫶🏻
Sony Electronics
2025
Accessibility evaluation and enhancement recommendations for Sony LinkBuds Open
/ usability study / UX Research
Amergis — MatterWorx
2025
Reducing hiring managers' credential verification workflow disruptions and extending the MatterWorx design system
/ vms / design system




