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Generative Hate : Toxic Cultures and Harmful AI Images - Luke Munn

Generative Hate

Toxic Cultures and Harmful AI Images

By: Luke Munn, Meg Thomas, Kunal Chand

eBook | 16 July 2026

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Venturing under the hood and across platform ecosystems, this book demonstrates how text-to-image models offer a new playground for racism, misogyny, and xenophobia. From photorealistic bigotry to algorithmic caricatures, cutting-edge AI tools are not just reproducing hate but remaking it in novel ways. Drawing together a technical understanding of AI systems and a deep familiarity with both hate and meme cultures, this book offers specific examples, lays out the key characteristics of generative hate, and suggests how content moderation might become more AI-attuned. Generative Hate is a call to action for scholars, technologists, and citizens to understand and confront this emerging phenomenon.

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