Legacy security frameworks fail to address the expanded attack surface created by AI integration. Experts at the EmTech AI conference argue that security must be core to architecture rather than an afterthought. This shift requires a fundamental rethink of defense strategies. Practitioners must prioritize native AI security to prevent systemic vulnerabilities in complex stacks.