A Stanford study exposes a "mirage effect" where medical AI generates detailed X-ray diagnoses without ever "seeing" an image. By mimicking expert reasoning through learned text patterns, models maintained 80% accuracy even with images removed. This "epistemic mimicry" warns of a dangerous illusion of understanding, demanding stricter validation in high-stakes healthcare.