AI Governance Is Becoming an Evidence Problem.

The strongest signals today are about proof. Markets are funding AI-security controls, policymakers are testing how human contribution can be evidenced, and runtime-attestation work is trying to make system behaviour portable and verifiable. The question is moving beyond whether governance exists on paper: can an organisation show what ran, which rules applied and where a responsible human remains in charge?