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Research Notes

Essays and research notes on women’s visual identity, personal style, and human-centered AI.

How People Form Mind Perceptions of AI

Oct 29, 2026

As personalized AI learns who we are, how might it shape the way we understand ourselves—and how can we retain the freedom to change?

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Seeing Myself through the Machine

Oct 15, 2026

Reading Joanna Zylinska’s The Perception Machine led me to reconsider how AI interprets our bodies—and how we can use its insights while retaining the freedom to define who we are and who we want to become.

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Before AI Styling Becomes Mainstream

Sep 13, 2026

In 2019, I participated in an early AI project exploring the concept of how Generative Adversarial Networks (GANs) could generate clothing. At the time, most of my attention was focused on visual novelty—what the model could create, how quickly it could generate variations, and whether the results were convincing. However, my questions gradually shifted to other aspects.

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AIFFD: From a Style Tool to a Research-Driven Personal Style Intelligence System

Sep 11, 2026

This paper clarifies the relationship between AIFFD as a working product and OhSammi as the research journal documenting its development.

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Can AI Understand Personal Style—or Only Classify It?

Sep 10, 2026

Rethinking style categories, user identity, and agency in AI-mediated visual recommendation.

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From Personal Style to AI-Mediated Visual Recommendation

Sep 9, 2026

Why I started OhSammi Research Journal—and the questions guiding the development of AIFFD.

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