Design a dark mode implementation for [APP/WEBSITE]. Provide: color palette transformation (how each light color maps to dark), semantic color tokens (surface, on-surface, primary, secondary), elevation system (shadows in dark mode), image and illustration adaptation, text readability (contrast ratios), component-by-component transformation guide, CSS implementation (custom properties + media query), toggle UI design, transition animation, and testing checklist for common dark mode issues.
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