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Basil C. Puglisi

Digital Strategy, Content, and AI Since 2009

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ai bias

The Evocative Audit: What Metrics Cannot Carry in AI Bias

March 25, 2026 by Basil Puglisi Leave a Comment

Split composition showing structured performance data dissolving into human elements of photographs and handwritten text, representing the gap between algorithmic metrics and human-cost evidence in AI auditing.

How Dr. Joy Buolamwini’s PhD Thesis Redefines What It Means to Audit an Algorithm, and What Dr. Timnit Gebru’s Three Sentences Changed A LinkedIn comment from Dr. Timnit Gebru, three sentences long, did something that a structured multi-AI review across months of production could not do: it pointed to a gap. The comment appeared on […]

Filed Under: AI Artificial Intelligence, AI Governance, AI Thought Leadership, Code & Technical Builds, Data & CRM, Policy & Research, Thought Leadership Tagged With: AI accountability, ai bias, AI Governance, Algorithmic Audit, Black Feminist Epistemology, Checkpoint-Based Governance, Counter-Demo, Evocative Audit, Gender Shades, Joy Buolamwini, Timnit Gebru, Unmasking AI

AI as a Mirror to Humanity

December 21, 2025 by Basil Puglisi 1 Comment

AI Bias

Do What We Say, Not What We Do (PDF) Preamble: AI Bias and the WEIRD Inheritance AI systems are biased. This is not speculation. This is measured, published, and peer-reviewed. In 2010, researchers at Harvard documented that 96% of subjects in top psychology journals came from Western industrialized nations, which house just 12% of the […]

Filed Under: AI Artificial Intelligence, AI Thought Leadership, Thought Leadership, White Papers Tagged With: ai bias, AI ethics, AI Governance, bias, Responsible AI

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Legacy Blogs

GOPEL v1.5: The Non-Cognitive Governance Layer That Automates Without Thinking

Cross AI Platform Review beyond the RECCLIN Dispatch

Why GOPEL Now Has Post-Quantum Cryptography and Confidential Processing

What 34 Reports Actually Told Us About AI: The Truth Behind the Hype, the Proof, and the Path Forward

The Loop That Ate the Governor

The U.S. Government Will Need to Seize AI Platforms and Data Centers if We Do Not Act

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