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Counter-Demo

The Evocative Audit: What Metrics Cannot Carry in AI Bais

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

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