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The product of these kind of problems are catastrophic outcomes, such as the risk of biased results on the job market or the potential for widespread misuse of data. The fact that such harms will be more difficult to detect and address as AI becomes ubiquitous raises the stakes for business.
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Relatedly, as the AI field matures, it will likely generate more opportunities for work on AI fairness and bias. As such, operators of AI systems need to be prepared to confront such work, building additional resiliency into their algorithms to address the issues. There will be a role for both standards organizations and the business community to advocate for and work to build more safety in AI as they are productized, tested, and adopted. Businesses will need to ensure their systems are built with bias and fairness from the ground up, rather than after the fact. In order to avoid repeated failures, it will be necessary to build the legal and policy environment to support the responsible use of AI technology. As for regulation, given the novel nature of the new infrastructure and the lack of precedents, regulators may struggle to productize the necessary standards. Fortunately, the field itself can play a role in working to define and build safe AI. We will need such well-defined and well-tested toolsets to make sure that we do not repeat the AI mistake of trusting too much, too soon.
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