For over two decades, the Quick Response (QR) code has served as the default bridge between the physical world and digital experiences. However, static 2D matrix codes are fundamentally limited: they require physical printing, display rigid links or fixed identifiers, and possess zero awareness of visual context or temporal dynamics. When embedded in video content, QR codes feel intrusive, static,

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