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Hi, I’m Crystal
I'm a systems designer. I design how AI, people, and products work together, not just how they look.
I help companies adopt AI as a system, not a tool. I design the workflows, roadmaps, and adoption structures that let teams do more without adding headcount, and build the internal muscle to run it themselves.
“You design what needs to be designed. Not just what looks good.” - Tony, my former CTO

What I'm Best At
Translating complexity into clarity
I turn fuzzy business goals into AI workflows, design systems, and roadmaps that teams can actually build from.
Building what doesn't exist yet
I think like an engineer and feel like a user. When the platform can't give me what I need, I build the layer it's missing.
Balancing intuition with evidence
I mix data, empathy, and instinct to make decisions that feel right and work in the real world.
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