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AI Assurance Blog by Synoptix
Scroll through our latest articles and thought leadership pieces around AI assurance.
Dan Allen
AI Assurance
July 8, 2026
When AI becomes cultural habit rather than a tool
The operational adaptations described in the previous post rarely remain temporary. Over time, they harden into culture. Culture itself does not...
Author:
Dan Allen
AI Assurance
June 29, 2026
When AI fails in practice: The operational reality leaders need to address
In the previous article, we introduce how AI-enabled systems go through a use misuse, disuse and abuse cycle. This post examines how AI-enabled...
Author:
Dan Allen
AI Assurance
June 24, 2026
Use, misuse, abuse and disuse: Why human intent breaks AI assurance models
This article is part of a series exploring why AI assurance fails in practice; not because models break, but because human intent, culture and...
Author:
Dan Allen
AI Assurance
June 17, 2026
Why management systems fall short for high-stakes AI governance
AI Assurance needs more than a management system.
Author:
Dan Allen
AI Assurance
June 1, 2026
Assurance: Why defence risks turning it into governance theatre
Why AI impact assessments validate delivery instead of shaping design AI impact assessments are intended to influence decisions. In practice, they...
Author:
Dan Allen
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When AI becomes cultural habit rather than a tool
When AI fails in practice: The operational reality leaders...
Use, misuse, abuse and disuse: Why human intent breaks AI...
Why management systems fall short for high-stakes AI...
When human oversight isn’t enough: Governing AI in the real...
Accuracy is not assurance: Why AI test and evaluation is...
Assurance: Why defence risks turning it into governance...
AI assurance is looking in the wrong place
When human oversight isn’t enough: Governing AI in the real...
Use, misuse, abuse and disuse: Why human intent breaks AI...
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