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Within this expanding ecosystem, Linear TV (24/7 Television or broadcast programming) has emerged as one of our fastest-growing segments, with viewership hours increasing significantly year over year. This growth demonstrates that even in the streaming era, customers deeply value the lean-back, curated experience that Linear TV provides. Our data shows that Linear TV viewers develop strong habitual viewing patterns, spending more time on the platform and engaging more consistently than traditional VOD-only users. While video on demand continues to grow, the predictable nature of scheduled programming creates daily viewing rituals and higher customer retention. We in Linear Personalization are building next-generation AI-powered personalization and recommendation systems to enhance this natural engagement and provide a best-in-class Linear TV experience for Prime Video customers. By understanding and adapting to these viewing habits, we can create more compelling and sticky experiences for our customers. It's Day 1 for personalizing linear TV experience on Prime Video, and you'll be at the forefront of this innovation. This is your opportunity to take an active role in shaping the future of digital video by defining the next generation of what Amazon customers will be watching. 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