AI Engineering Leadership: Agency, Verification, and Just-In-Time Planning
AI has eliminated traditional coding bottlenecks, forcing engineering leaders to pivot from output metrics to outcome validation. This analysis explores strategic shifts in team management, quality verification, and agile planning for AI-native organizations. Leaders must balance high agency with strict accountability while adopting just-in-time operational frameworks.