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This paper diagnoses the loss landscape of gradient-based inversion for the Gray-Scott reaction-diffusion system, showing that direct backpropagation fails due to flat plateaus and sharp cliffs, while PINN components like residual loss smooth the landscape. The findings provide design implications for PINN-type methods.