TL;DR

If you frame yourself as the manager with final accountability, it becomes clearer where human review is necessary in an AI-driven workflow.

You do not need to read every line at the same depth; focus human review on ownership boundaries, architecture, verification strategy, and high-risk areas like licensing and security.

In the AI era, developer value shifts from "writing everything personally" to "owning quality and designing the development system."

Introduction