Flux 3 Image includes a prompt upsampler that expands short instructions, but stable box IDs and coordinate arrays bypass this rewrite step to reach the model unchanged

From the articleBlack Forest Labs Launches Flux 3 Image: JSON Bounding Boxes Lock Unchanged Pixels Numerically