Merilly Ruglas - AI Agent Designer | ContraWork by Merilly Ruglas
Merilly Ruglas

Merilly Ruglas

AI Workflow & Product Systems Designer

New to Contra

Merilly is ready for their next project!

Baton Rouge, USA

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Baton Rouge, USA

Cover image for Most AI products don’t have
Most AI products don’t have an AI problem. They have a workflow problem. A lot of AI products today are technically impressive but operationally confusing: • Unclear onboarding • Unpredictable interaction patterns • Fragmented user flows • Weak human/AI coordination • Too much cognitive overhead The challenge isn’t just adding intelligence. It’s designing systems that help people: • Understand what’s happening • Trust the workflow • Recover from ambiguity • Stay oriented while complexity increases That’s where operational UX and workflow design become critical. The next generation of successful AI products probably won’t be the ones with the most advanced models. They’ll be the ones that make complex systems feel understandable, usable, and reliable. That’s the space I’m increasingly focused on: AI-native workflows, operational UX, and product systems that reduce complexity rather than amplify it.
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Cover image for AR-Enabled Inspection Tool Design for Gillette Stadium
AR-Enabled Inspection Tool Design for Gillette Stadium
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Cover image for AI-Enhanced Animation Workflow Design
AI-Enhanced Animation Workflow Design
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Cover image for Scalable Design System Development for TOXSquare
Scalable Design System Development for TOXSquare
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