Artificial intelligence systems require externally enforced limits.

Not assumed ones.

The Problem With AI Governance

The problem with AI governance is not a lack of intention.


It is a lack of
structure.

Voluntary commitments collapse under commercial pressure. Assumed safeguards fail at scale.

GAIN exists to provide what the market cannot produce on its own: published standards, verifiable adherence, and revocable licenses backed by nothing except rigor.