Research
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Latest Research
Thursday, December 4, 2025
Human oversight has long been positioned as the critical safeguard against AI discrimination in hiring. New research from the University of Washington reveals a troubling reality: when humans collaborate with biased AI systems, they overwhelmingly adopt—rather than counteract—the machine's prejudices. We examine the implications for AI-assisted recruitment and what organizations must do differently.

Alcuin
AI EthicsFairness in AI

Thursday, November 13, 2025
Large Language Models can replicate and amplify societal biases, particularly in high-stakes domains like hiring. We detail our comprehensive approach to detecting, preventing, and monitoring bias in recruitment AI—from pre-training data curation to continuous evaluation metrics—and introduce our specialized bias benchmark for hiring systems.

Alcuin
AI EthicsFairness in AI