Governance · Attributing AI ships machine-scale change with no accountable owner.

Governance · Gating Manual policy gates can't keep pace with AI-scale change.

Efficiency · Iterating Agent loops outpace the pipeline and multiply its cost.

Efficiency · Diagnosing AI multiplies build failures and inefficiencies.