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Rapid improvements in design can address some contingent failures quickly, but the fundamental challenges suggest that increasing agent capability with engineering without addressing these fundamental limitations may widen rather than close the safety gap; more broadly, the autonomy-competence gap described in Section [ref]—agents operating at L2 while attempting actions appropriate to L4—may not be resolvable through scaffolding alone.