After getting Cid's permission to use his airship, go west and into the desert. You'll find the airship ready to go, and then find the blacksmith's foster daughter, Refia. She wasn't affected by the Djinn's curse on Kazus because she ran away from her intense blacksmithing training. Looks like we have another ally!
Let's fly! Go west and into Castle Sasune after landing near it.