Everything on Governance

The concept of "ownership without authorship" emphasizes that developers remain responsible for code quality, guardrails, and review processes despite AI generation.

Impact: Leadership must maintain rigorous testing and review pipelines to ensure accountability and reliability in AI-assisted engineering.

— from Secure AI Development Environments and Engineering Trends · HMZE· Apr 02, 2026