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Music is intertwined with human emotion, memory, and identity, making it a powerful medium for affective experience and regulation.

Music is intertwined with human emotion, memory, and identity, making it a powerful medium for affective experience and regulation.
The possibility that AI will automate most cognitive labor is worth taking seriously. How should we adapt to this transformation? I start from the perspective, articulated in the essay “AI as normal technology”, that the true bottlenecks lie downstream of capabilities and that AI’s impacts will unfold gradually over decades. If this is true, there are major gaps in our current evidence infrastructure, because it over-emphasizes the capability layer.
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The possibility that AI will automate most cognitive labor is worth taking seriously. How should we adapt to this transformation? I start from the perspective, articulated in the essay “AI as normal technology”, that the true bottlenecks lie downstream of capabilities and that AI’s impacts will unfold gradually over decades. If this is true, there are major gaps in our current evidence infrastructure, because it over-emphasizes the capability layer.
The AI Index, currently in its ninth year, tracks, collates, distills, and visualizes data relating to artificial intelligence.

The AI Index, currently in its ninth year, tracks, collates, distills, and visualizes data relating to artificial intelligence.
Over the past few years, a series of crises and scandals have resulted in pushback against some of the biggest tech companies from employees within their ranks and from a broader public. This pushback has highlighted a deep concern with the ethical implications of data-driven technologies that have been implicated in anti-democratic practices, automated warfare, the spread of mis- and disinformation, and the perpetuation of racial and gender disparities. In the wake of this pushback, Silicon Valley tech companies have recently begun to invest resources in hiring personnel to design, develop, and manage a portfolio of practices that can adequately address these areas of ethical concern. In this talk we will discuss our recent research, in which we interviewed dozens of these "ethics owners" to understand how they understand their emerging job roles, the conceptual and organizational challenges that stand in their way, and the tensions that emerge from developing ethics practices inside and across their companies.

