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The "AI-Driven Ocean Quest: Finding Blue Depths" project is an international eTwinning initiative that teaches students the importance of oceans and the environment while exploring ocean literacy through the use of artificial intelligence applications. The project aims to foster a sense of global citizenship, emphasizing the responsibility individuals have in protecting the oceans. Students analyze ocean-related data using AI tools in collaboration with international teams, helping them understand that environmental issues must be addressed on a global scale. The project introduces students to the concept of sustainability, enabling them to develop innovative solutions to preserve marine ecosystems for future generations. In addition, the project offers various learning scenarios to enhance active citizenship skills. Students engage with topics such as climate change, ocean conservation, and resource management, exploring the global impact of their actions on the environment. Throughout the project, they develop critical thinking and problem-solving abilities. "AI-Driven Ocean Quest" encourages students to take part in creating a more sustainable future while promoting democratic participation and fostering a sense of responsible citizenship.