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An invitation from the professional supervision field to those developing high‑stakes AI systems Artificial intelligence is increasingly embedded in systems that shape people’s lives: justice decisions, welfare access, health triage, employment screening, risk prediction, and public safety. Considerable effort is rightly being invested in technical robustness, bias mitigation, governance frameworks, and regulatory compliance. What is discussed far less often is a simpler, hum

In my journey working alongside professionals in health, social, justice, and legal sectors, I've come to appreciate the power of reflection. It’s not just about looking back but about learning and growing in a way that truly supports our work and wellbeing. One approach that has stood out to me is reflective supervision . This method offers a gentle yet effective way to deepen understanding, improve skills, and prevent burnout. Let me share what I’ve learned about reflective

When we think about supervision in health, social, justice, or legal fields, it’s easy to focus on skills, compliance, and outcomes. But...

When we talk about maintaining high standards in health, social, justice, and legal sectors, one key element often comes up: legal...

When we think about supervision in workplaces, especially in sectors like health, social services, justice, and legal fields, it’s easy...