Your issue tracker and version control platform hold most of the requirements traceability matrix an auditor wants, in a form nobody in your org can query.
Human approval is an important control for coding agents, but it cannot carry the full weight of governance. Effective governance also limits agent access, enforces rules during execution, manages exceptions and preserves a record of what happened.
Keep AI-generated code consistent across tools with repository instructions, continuous integration checks and pull-request evidence before every merge.