AI decoupled doing from learning. Every knowledge worker now faces a constant trade-off between the two. The ones who choose learning look slower today and become irreplaceable tomorrow.

AI accelerates the Peter’s Principle by letting people produce senior-level output without building senior-level understanding — creating a new class of ‘Senior Operators’ who have mastered the interface, not the craft.

Your p50 time-to-production is the single most predictive metric of developer happiness, value delivery, and organizational health.

Why using authority to decide can hurt your team’s growth. Learn the power of influence over formal authority in product management and leadership.