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Blog: Design notes
Notes on UX, systems, and building real things


Mentoring AI in Research - Part 1b: From Personas to Journey Maps
Once AI helps you cluster research insights, the next step is connecting the dots. In Part 1B of the Mentoring AI series, learn how to coach AI to create realistic personas, simulate user flows, and build first-pass journey maps. Discover how thoughtful prompting turns AI from an assistant into a design partner—while you remain the lead shaping empathy and meaning.
Nov 6, 20253 min read


Mentoring AI in Research - Part 1a: From Interviews to Insights
AI can’t replace real users but it can accelerate the early stages of UX research. In Part 1A of the Mentoring AI series, learn how to guide AI from raw interview transcripts to clustered insights. Discover how thoughtful prompting and design leadership turn AI into a research intern... speeding up synthesis while keeping human nuance at the center.
Oct 23, 20253 min read


Coaching AI to Critique as a Design Lead - Mentoring AI
AI won’t give you enterprise-ready critique unless you prompt it like a design lead. In this post, I show how a generic prompt led to fluffy feedback and how reframing with a task, role, context, constraints, and format transformed AI into a real critique partner. Think of it as mentoring a junior designer: guide the process, and the output levels up.
Sep 17, 20252 min read


Prompting AI Like a Design Lead - Mentoring AI
When AI is treated like a task-runner, you’ll get generic, misaligned output. But when you prompt with context, structure, constraints, and clarity... you set your AI intern up for success.
Aug 7, 20254 min read
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Disclaimer: The thoughts shared in this blog are solely my own and do not represent the perspectives of my professional relationships or clientele.
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