We found that all frontier vision-language models including GPT-5, Gemini 3 Pro, and Claude Opus 4.5 generate detailed image descriptions, elaborate reasoning traces, and even clinical diagnoses for images that were never provided. We call this phenomenon "mirage reasoning."