05/25/2026
An AI system is only as trustworthy as the context it reflects. And context does not manage itself.
Before a model informs a business decision, three questions deserve real answers:
• What does the model actually know, and how does it know it?
• Who is accountable when the context is wrong?
• What happens the moment the truth changes?
Most AI failures are not model failures. They are context failures. The model may perform correctly on what it receives. But if the upstream context is flawed, the output will be too.
Improving the model does not fix that. Governing the context does.
Read the blog.
https://thoughtfocus.com/ai-is-the-tip-of-the-iceberg-context-and-governance-are-everything-below-it/