From AI-assisted to AI-native: Rethinking the software delivery model

This passage outlines pragmatic guidance for building AI features through small, production-safe iterations: measure acceptance, intervention frequency, and delivery time; expect multiple engagements and workflow adjustments; and manage role changes and reskilling as the system’s context and reliability improve. It focuses on team dynamics and iterative improvement rather than any cybersecurity incident.