I put together a framework called Active Engineering that proposes a few tactical ways to keep humans in the driver's seat:
The Hard Logic Firewall: Defining which parts of the stack must be manual to preserve system ownership.
Specs/Tests First: Using AI as a 'compiler' for human-defined logic rather than a source of truth.
The Director Problem: Why implementation 'flight hours' are still the only way to build credible authority.
I’d love to get your perspective on whether this aligns with how you're thinking about the future of your team.
Link -> https://fragrant-rugby-7eb.notion.site/Active-Engineering-A-Framework-for-Sustainable-Development-in-the-AI-Era-3271cc5def6880cd804deda803a2bbf3