

Senior Staff Product Designer building AI-Native experiences at Intuit.
View workDesigning the Platform for Human + AI Expert Work
AI prepares ahead of the human.
The human decides what matters.
Designing human oversight at scale
When AI handles the conversation by default, the design problem is no longer the reply.
It is oversight, intervention, and accountability.
Ambient context is the binding constraint
Ambient context is what turns a capable model into a useful one.
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