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 […]
AI ethics
Checkpoint-Based Governance: An Implementation Framework for Accountable Human-AI Collaboration (v2 drafting)
Executive Summary Organizations deploying AI systems face a persistent implementation gap: regulatory frameworks and ethical guidelines mandate human oversight, but provide limited operational guidance on how to structure that oversight in practice. This paper introduces Checkpoint-Based Governance (CBG), a protocol-driven framework for human-AI collaboration that operationalizes oversight requirements through systematic decision points, documented arbitration, and […]