In another example, the user supplies a low-quality reference photo of a gym with fitness equipment.
Instead of using the reference image as is, Ling-3.2-flash opts for a higher quality replacement image for the hero and uses the reference image in a smaller section below, keeping the integrity of the prompt and essence of the photo intact.
Grok 4.6 instead uses the same reference photo three times, once in the hero, again right below it, and finally in the photo gallery near the bottom of the page.