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Vision-capable LLMs misclassify rendered subjects when picking a style — observed: model called juggernaut for an edit on a furry-il generation because the rendered character looked 'photoreal-ish' to its vision encoder. Each visual judgment is independent so styles flip mid-chat. Flipped resolution order in edit_image so inheritance from the prior generate_image / edit_image call DOMINATES the LLM's explicit style arg. The LLM's choice only wins when there's nothing to inherit (first edit in a chat, fresh user upload). Workaround for legitimate style changes is starting a new chat. System prompt updated to match: tells the LLM that style inheritance is enforced, that passing style on follow-up calls is ignored, and that user requests for style change require a new chat. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>