Research Notes

Original research notes exploring women’s visual identity, personal style, human agency, and AI-mediated recommendation.

Before AI Styling Becomes Mainstream

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.

Sep 13, 2026

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4 min read

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

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

Sep 11, 2026

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1 min read

Can AI Understand Personal Style—or Only Classify It?

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

Sep 10, 2026

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4 min read

From Personal Style to AI-Mediated Visual Recommendation

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

Sep 9, 2026

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3 min read

Research Notes

Before AI Styling Becomes Mainstream

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

Can AI Understand Personal Style—or Only Classify It?

From Personal Style to AI-Mediated Visual Recommendation

OhSammi Research Notes