Research & Insight

My research focuses on understanding how people interact with complex systems—whether through technology, identity, or environmental narratives.

I work across qualitative and technical methods to explore how information is distributed, interpreted, and experienced.

Transformers & Formal Languages

Investigating whether transformer models learn true language rules or rely on pattern approximation beyond training distributions.

Trans Identity and The Environment on TikTok

Explored how TikTok shapes interactions between transgender identity and environmental narratives through algorithmic distribution.

ML + Dozuki + Hardware Learning

Developed educational systems combining Arduino, SolidWorks, and machine learning concepts to make technical learning accessible.

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