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Building an agentic image generator that improves itself


Simulate population opinions with AI-powered personas

Text Blurriness Detection LLM-as-a-JudgeLLM-as-a-Judge is an evaluation approach where a large language model is prompted to assess the quality of generated content. Orange can: supposed flavor name ('PEACH') is rendered in a thin, scratchy style that blends with the background; most letters are incomplete or missing, so the text is not legible. Our belief was that the model struggled because it was being asked to perform two fundamentally different tasks at the same time: one creative—improving image composition and alignment with target personas—and one technical—enhancing the pixel-level clarity of text elements.

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