AI Engineering Impact: Velocity Gains And Quality Risk
The latest AI Impact Report shows software engineering has moved from adoption to maturity. AI usage is near universal, half of merged code is AI authored, and PR throughput is rising. At the same time, PR size, cost, and quality risk are increasing. Leaders need to connect AI velocity to customer value, developer experience, and financial outcomes.