We study transparent public generation of hard supersingular curves: a public, seeded, rerunnable algorithm outputs a supersingular curve while exposing the seed, verification transcript, and all algebraic information reconstructible from the implementation. This setting is distinct from trusted or distributed ceremonies, where a witness may be hidden, erased, or zero-knowledge protected. We define a transcript-security model for this setting and develop barriers for several modeled algebraic