Predicted gamma-ray flux representing the post-burn-in posterior parameter space for a hypothetical SBO-like LL GRB. The solid purple curve highlights the maximum predicted flux compared against the observed 95% confidence level upper limits from Fermi-LAT. The colored curves represent the parameter points along the allowed parameter space boundary, with colors and markers matching those in Figure 4.