Brian Morgan41% of code is now AI-generated. Technical debt rises 30-41% after adoption. Data from arXiv, LinearB, and Gartner on why structured methodology beats more scanners.
Brian Morgan45% of AI-generated code fails security tests. Data from Veracode, Georgia Tech, and GitGuardian shows why review processes need structural governance, not just more scanners.
Brian MorganMost organizations build separate governance for AI agents and humans. Actor-agnostic governance applies the same enforcement primitives to every actor in the workspace. One layer. No exceptions.
Brian MorganFederal AI frameworks define policy. None enforce it at runtime. The gap between governance documentation and production behavior is architectural — and it's where compliance actually breaks down.