High CFG (Classifier-Free Guidance) scale in AI image generation models like Stable Diffusion can lead to distorted results because it overly emphasizes the prompt guidance, potentially overriding the model's learned balance between creativity and adherence to the prompt. This can cause the generated image to become less coherent or introduce artifacts as the model tries too hard to match the prompt exactly.

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