Legacy cybersecurity frameworks fail to address the expanded attack surface created by LLMs. A recent EmTech AI conference session argues that security must be integrated into the core architecture rather than layered on afterward. This shift requires practitioners to abandon reactive patching in favor of native AI defenses to mitigate complex, automated threats.