AI did not kill the engineer — it forced every engineer to become a product engineer. Why the biggest career shift in a generation is already underway.
Product Engineers Are Eating the World


AI did not kill the engineer — it forced every engineer to become a product engineer. Why the biggest career shift in a generation is already underway.

If your team spends most of its time managing a ticketing system — filing requests, triaging queues, waiting for answers — you have already made your collaboration legible to a machine.
That is not a metaphor. Ticketing systems only work for the kind of work AI handles well: routine, well-defined, known destination, repeatable process. If your collaboration looks like a queue, it can be automated. And it will be.

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.