# Why Your AI Guardrails Are Only As Real As Your Runtime Visibility

> Source: <https://www.machinebrief.com/news/why-your-ai-guardrails-are-only-as-real-as-your-runtime-visi-me4e>
> Published: 2026-09-09 13:30:00+00:00

# Why Your AI Guardrails Are Only As Real As Your Runtime Visibility

By Aviv Mussinger, Forbes Councils MemberSource: 

[Forbes Innovation](https://www.forbes.com/innovation/)
Security spent the last decade learning that documentation and execution reality diverge, and that the gap is where incidents live. AI systems widen it.

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