Working with AI

My workflow is still evolving. New tools show up constantly, and now part of my job is figuring out which ones actually make the work better :D

AI Research

When I’m diagnosing problems, I pull funnel data and session recordings into Claude through MCPs, so I can cross-reference the two, helping me quickly figure out which signal matters and what to investigate next.

ClaudeNotebook LLMAmplitude (via MCP)LogRocket (via MCP)

Pressure-Testing Logic

I start by mapping the core logic myself, then use Claude to stress-test it. I’ll ask it to challenge my assumptions or surface edge cases I haven’t considered. Once the logic feels solid, it also helps me quickly visualize the flow, so I can align with PMs and engineers early.

ClaudeFigJam (via Claude)

AI Prototype

I build key screens in Figma, then use Claude Code through Figma MCP to turn them into working prototypes. This shortens the loop between idea and validation. I can now build and feel how interactions actually behave on my phone, in a fraction of the time it used to take.

Claude CodeCursorCodexExpoSimulatorFigma (via MCP)

AI Testing

To make sure design intent makes it into production, I introduced a Design QA step into our release process. Manual comparison used to take hours, so I built a workflow where AI knows our design rules and review checklist, and can flag inconsistencies for me to review and prioritize.

Claude Code

AI Playground

Follow any thread

Select any part of an AI response and branch off into a side conversation. A side thread opens up so you can go deeper, without losing the main conversation.

During my nearly three years at a digital agency, I worked on a range of client projects, from launched products to early-stage proposals.

Led the redesign of a mutual fund investment platform.

Led the redesign of a mutual fund investment platform.

Launched2021–2022
Worked on early-stage proposals and 0→1 MVP design for a travel planning experience.

Worked on early-stage proposals and 0→1 MVP design for a travel planning experience.

Launched2022
Led UI, interaction, and motion design for an automotive voting platform.

Led UI, interaction, and motion design for an automotive voting platform.

Launched2022
Designed and shipped new features for an e-payment wallet.

Designed and shipped new features for an e-payment wallet.

Launched2020–2021
Designed a seasonal campaign experience for an e-payment wallet.

Designed a seasonal campaign experience for an e-payment wallet.

Launched2021
Designed a concept for an interactive physical-digital experience.

Designed a concept for an interactive physical-digital experience.

Proposal2021
Designed a mobile app concept for a high-end Japanese restaurant.

Designed a mobile app concept for a high-end Japanese restaurant.

Proposal2022