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The fourth dimension of the Human–AI task tensor: the need to audit either the process or the output
Sometimes called validation or verification, audit is required to ensure appropriate, correct, or useful outputs but in which cases and what is required…
 • Anil Doshi
The third dimension of the Human–AI task tensor: interaction modality takes AI from the screen to the street
The medium of interaction shapes how humans and AI work together and how much autonomy AI might be able to make.
 • Anil Doshi
The second dimension of the Human–AI task tensor: AI integration
Whether AI is asked to act as a substitute for or complement to human work
 • Anil Doshi
The first dimension of the Human-AI task tensor: task definition
Considering how the clarity and structure of a task shapes effective human-AI collaboration
 • Anil Doshi
Managers need vision of how generative AI might be integrated into their organizations
Project Vend demonstrates prospective value generative AI integration for organizations
 • Anil Doshi
Mapping the Future of Work: An Introduction to the Human–AI Task Tensor
Book chapter to be published in the Handbook of AI and Strategy edited by Felipe Csaszar and Nan Jia
 • Anil Doshi
New working paper on how experience plays a big role in how researchers take on research ideas from generative AI
The years of experience that researchers have is a major factor in how they take on board new research ideas from generative AI
 • Anil Doshi
AI@Work
AI@Work
Unpacking the opportunities and implications of generative AI for individuals and organizations
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