From machines that only react to data to machines that can create, conjecture, and originate, the rise of generative systems represents a significant change in the development of artificial intelligence (AI) (Batty 2025). This change is not a coincidence. It signifies a fundamental shift in our perception of how robots contribute to information generation, artistic expression, and problem-solving. Fundamentally, generative artificial intelligence is a class of computational models that are intended to produce new content, such as text, images, spatial forms, or simulations. This content is not just a retrieval or interpolation of preexisting data, but rather a synthesis of patterns, structures, and relationships that can mimic, extend, or even outperform human output.

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Generative AI: Principles, Potentials, and Ethical Dimensions

  • Ali Cheshmehzangi

摘要

From machines that only react to data to machines that can create, conjecture, and originate, the rise of generative systems represents a significant change in the development of artificial intelligence (AI) (Batty 2025). This change is not a coincidence. It signifies a fundamental shift in our perception of how robots contribute to information generation, artistic expression, and problem-solving. Fundamentally, generative artificial intelligence is a class of computational models that are intended to produce new content, such as text, images, spatial forms, or simulations. This content is not just a retrieval or interpolation of preexisting data, but rather a synthesis of patterns, structures, and relationships that can mimic, extend, or even outperform human output.