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 a late addition. This shift moves defense from reactive patching to proactive design. Practitioners must now prioritize systemic resilience over traditional perimeter security.