Engineering-Leadership

Make Accountability a System Property

Accountability for AI-generated code has to be built into the development process, not bolted on after an incident. Three operational shifts, a tooling reality check, and a governance control plane concept.

Accountability and AI-generated code

AI Didn't Break Accountability. It Exposed the Gap.

AI coding tools broke the accountability chain engineering organizations relied on for decades. 42% of commits are now AI-generated, but most organizations haven’t decided who owns the outcome when that code fails in production.