AI System Lifecycle with ISO42001 Controls - Governed Development Pipeline with retraining and incident…

NAWANEET G. — Application Security and GRC Program Consultant (Part-time)

AI System Lifecycle with ISO42001 Controls - Governed Development Pipeline with retraining and incident feedback loops

1. Most AI governance frameworks are drawn as a straight line. Reality is a loop, and the loop is where the risk lives.

2. The lifecycle doesn't end at deployment. That's usually where the real governance work begins.

3. A model that never gets retrained isn't stable — it's just undetected drift waiting to happen.

I shared this on LinkedIn and wanted to share it with the Cyber community as well.

AI System Lifecycle with ISO42001 Controls - Governed Development Pipeline with retraining and incident…

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