AI coding tools are changing the rhythm of development. They help teams explore implementations, write tests, inspect logs and turn rough ideas into working prototypes faster.
The bottleneck moves from typing code to making good decisions. Teams still need architecture, security, product taste, testing discipline and clear ownership.
The winners will be teams that use AI to increase iteration quality, not just output volume. Faster shipping only helps when the product gets clearer with every release.