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.