Scenario-based learning where the decisions feel real.
— and I build the AI systems that make it scale.
Rachel Yumin Gwak — an instructional & learning-experience designer who builds with AI agents, not just prompts. Try the flagship below, or see how I build.
30 slides · 84 variables · 574 triggers — designed and built end to end.
First72Hours — Post-Adoption Success
A branching, AI-assisted scenario that helps new adopters read a rescue dog's first days — and changes the character of returns. Every wrong answer is a kind one.
View the project →The Agentic Design System
Most instructional designers use AI as a thought partner. I built a system of AI agents that research, draft, QA, and document learning — so the busywork compresses and the judgment stays mine. The part most IDs don't have yet.
See how I build →
I'm Rachel Yumin Gwak, an instructional & learning-experience designer. My craft is grounded in Storyline 360 and Rise 360 — but my edge is building with AI: Claude Design, agentic workflows, and AI-assisted simulation.
Trained through Peck Academy. I'm transparent about how I use AI, because that's where the ethics live. I design for behavior change, not completion — learning that's rigorous, empathetic, and honest about outcomes. Bilingual in English and Korean.
- —Evidence over vibes — I design toward what research and data support, not what feels good.
- —Human judgment leads; AI leverages.
- —Design for the decision, not the checkbox.
- —Honest about outcomes — change the character of a result, don't inflate a number.
- —Nothing ships until it clears my own bar.
Ask Remy anything about my work.
Built the same way I build learning systems — scoped, transparent, and honest about its limits. Remy answers from my published work only.
Remy is an AI answering from a document Rachel curated. It can make mistakes — confirm anything important with Rachel directly.
Let's talk
If you're hiring for instructional or learning-experience design — or want this kind of scenario work for your team — I'd like to hear from you.