By Ken Johnston | AiGovOps Foundation | February 2026 Why This Matters Now Every AI system deployed without automated governance creates technical debt that compounds. Every compliance framework that exists only as a PDF is a liability waiting to surface. Most organizations today have responsible AI frameworks. Many have ethics boards. Some have published commitments to fairness, transparency, and accountability. The intentions are real. But look at how AI systems actua