Bridging the Data Divide: What AI and Cognitive Science Can Learn From How Children Master Language

Executive Overview For at least 100,000 years, humanity has engaged in spoken communication, yet through the vast majority of that history, only one entity in the known universe could master a human language to absolute fluency: a human child. Today, that exclusivity has vanished. Modern Large Language Models (LLMs) such as Claude, DeepSeek, and OpenAI’s…

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Unfixable Architecture: The Fundamental Flaw Leaving Large Language Models Vulnerably Open to Attack

Executive Overview As artificial intelligence rapidly transitions from an experimental novelty into the hidden operating system of global infrastructure—embedded deeply within military command rooms, healthcare systems, online shopping engines, and financial institutions—a sobering realization has emerged from the cutting edge of machine learning research. According to a landmark paper presented at the International Conference on…

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