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Human Compatible: Artificial Intelligence and the Problem of Control
Stuart Russell • 2019
The book explores the trajectory of AI, from its historical roots to the potential for superintelligence. It argues that the standard AI model, which aims to achieve fixed objectives, is flawed and poses an existential risk if machines become more capable than humans. The author proposes a new approach centered on beneficial AI, where machines are designed to be uncertain about human preferences and learn them from observed behavior, thus deferring to human guidance and allowing themselves to be switched off. The book also discusses the societal challenges of AI, including surveillance, autonomous weapons, technological unemployment, and the importance of human autonomy. It emphasizes the urgent need for a foundational redesign of AI to ensure it remains aligned with human values and serves humanity.
Behave: The Biology of Humans at Our Best and Worst
Robert M. Sapolsky • 2017
This book offers a comprehensive, biologically-driven exploration of human behavior, examining the roots of violence and altruism across myriad timescales, from instantaneous neural firing to millennia of evolutionary and cultural forces. It delves into the intricate interplay of genetics, hormones, and environment, revealing how these factors contingently shape our decisions and social interactions. Challenging conventional notions of free will and pure altruism, the text dissects the neurobiology of fear, aggression, empathy, and morality. Ultimately, it argues that understanding our complex, often irrational biological predispositions is crucial for fostering peace and navigating the intricate balance between our baser instincts and our capacity for profound cooperation.
The book “Thinking, Fast and Slow” explores two systems of thought: System 1 (fast, intuitive, emotional) and System 2 (slow, deliberative, logical). It reveals how System 1 often generates automatic judgments and heuristics that lead to systematic biases and errors, while the "lazy" System 2 frequently fails to override or correct these intuitions. The text details various cognitive biases like the availability heuristic, representativeness, anchoring, loss aversion, and the endowment effect, demonstrating how they influence decision-making in personal and professional life. The author contrasts rational "Econs" with error-prone "Humans" and discusses the "two selves" – the experiencing self and the remembering self – whose perspectives on happiness and pain often diverge, highlighting the pervasive irrationality in human judgment and choice, and advocating for institutional checks and a better understanding of these cognitive mechanisms to improve decision-making.