Vision, mission, and the origin story behind my work.
Make hidden structures visible through technology, and improve collective dialogue and decision-making.
Starting from football, I want to integrate data, video, and language into tools that redesign both fan experience and team operations.
Turn abstract reflection in youth football into concrete, shared action through AI and interface design.
Not only research papers, but practical products used in real environments, with continuous feedback loops.
The starting point was frustration in junior-high football. Post-match feedback often stayed abstract and did not explain why events happened or how the team should improve.
That problem statement has continuously driven my work: from video analysis to note systems to VLM research. My consistent theme is converting tacit individual understanding into shared team knowledge.