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A key challenge involved developing a deep understanding of the platform’s technical architecture through close collaboration with machine learning and AI engineers.In parallel, partnered with the sales team to gain insights into customer needs and ensure product decisions were aligned with business goals. Some product details are omitted due to NDA—happy to share more in conversation.

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Worked closely with the product manager to quickly define requirements and design the end-to-end experience for Skan's data labeling platform - covering the full workflow from image annotation to mapping sources and sinks.
Instead of relying only on static mockups, I designed and built a working prototype using Cursor and Conductor, going from concept to a functional interface fast enough to validate real interactions before engineering built it.
