Generational Friction and Practical Pragmatism: How Today’s Youth View, Use, and Challenge Artificial Intelligence

Executive Overview When adults set out to study how children and teenagers interact with artificial intelligence, expectations are frequently shaped by generational biases. Older generations often anticipate binary extremes: either uncritical technological utopianism or malicious shortcuts designed to bypass learning entirely. Adults assume today’s youth are utilizing generative models to cheat on assignments with the…

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Inside the Telegram Piracy Machine: How Researchers Mapped a Billions-View Underground Economy and Deployed an AI Counter-Offensive

Executive Overview Encrypted messaging applications have long walked a fine line between championing digital privacy and inadvertently fostering illicit ecosystems. Among them, Telegram has evolved into one of the most prominent hubs for unauthorized media distribution. While the platform’s architecture—featuring massive broadcast channels, automated bots, and peer-to-peer file-sharing integrations—is designed for seamless communication, it has…

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