The Reliability Problem: Identifying and Mitigating Bias in AI

Blue dots creating a profile of a face
Author: Arjun Chakraborty
Date Published: 1 September 2026
Read Time: 10 minutes

Organizations are deploying artificial intelligence (AI) faster than they can evaluate it. One of the most frequently overlooked threats is systemic bias. This refers to models that perform unevenly across demographics, geographies, or threat contexts, creating blind spots that adversaries can exploit and regulators are prepared to penalize. However, the public conversation...

 

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