The article discusses the risks associated with using AI in Health, Safety, and Environmental (HSE) management, emphasizing that overlapping AI reliance can lead to common-mode failures, undermining independent checks. It highlights the importance of maintaining genuine independence in reviews while encouraging design strategies for effective oversight, ultimately advocating for professional judgement in AI-enhanced processes.
Tag Archives: AI governance
The Fluency Trap
AI can enhance HSE documentation’s appearance but may reduce the skills necessary for meaningful analysis. Professionals must remain engaged in reasoning to prevent deskilling, as reliance on polished outputs can diminish important observational and interpretive abilities. AI’s effectiveness necessitates that human competence in reviewing and executing tasks is upheld.
The Competent HSE Professional, Amplified
AI can make HSE professionals markedly better or quietly worse, depending on how it is used. In the first part of a new series, Randall Shaw makes the positive case: used as a sparring partner rather than a substitute, AI can sharpen professional judgement, not replace it.


