Tag Archives: accountability

When Everyone’s an Expert: What AI Can Learn from the Personal Trainer Industry

As AI adoption accelerates, expertise is increasingly “performed” rather than earned. By comparing AI’s current hype cycle with the long-standing lack of regulation in the personal trainer industry, this piece examines how unregulated expertise markets reward confidence over competence, normalise harm, and erode trust. The issue isn’t regulation for its own sake; it’s accountability before failure becomes infrastructure.

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From Build to Run Without Losing Temporal Truth: Operating Model Realities for Regulated Financial Services Data Platforms

This article explores why most regulated data platforms fail operationally rather than technically. It argues that the operating model is the mechanism by which architectural intent survives change, pressure, and organisational churn. Focusing on invariants, authority, correction workflows, and accountability, it shows how platforms must be designed to operate safely under stress, not just in steady state. The piece bridges architecture and real-world execution, ensuring temporal truth and regulatory trust persist long after delivery.

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