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Explore the potential pitfalls and dangers of AI systems in autonomous decision-making through this insightful conference talk. Delve into critical issues such as bias, fairness, confounding variables, adversarial attacks, ethics, and explainability. Gain a high-level understanding of the security and privacy concerns surrounding AI applications for individuals and society. Learn from computer scientist Joachim Ganseman as he shares his expertise on topics including natural language processing, conversational interfaces, and their applications in government and social security administration. Discover the implications of AI in various contexts, from phishing attempts and fake news to recommendation systems and conspiracy theories. Examine the importance of explainable AI, awareness, and policy-making in addressing these challenges, with a focus on European Union initiatives.