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Artwork for Ethics, life and AI

A field manual for high‑impact AI: governance checklists, stop‑rules, and procurement-ready controls

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Artwork for Ethics, life and AI

Latest Issues

When AI Governance Detects Failure but Does Nothing

Made with Nano Banana

The Alert that Changes Nothing

At first, the system looked healthy.

The dashboard showed a small decline in performance. A few complaints has accumulated. The population using the service has changed but not dra...

45 hours ago
6
1

How Often Should You Re-Audit the Metric? A Feedback-Loop Checklist for Public and Private AI

Made with Nano Banana

Every quarter, a number decided which customers saw which product recommendations. It worked well -until it didn’t. An e-commerce recommendation engine, trained on pre-2020 shopping behavior, had been driving roughly...

9 days ago
6
1

Who Owns the Metric? The Real Accountability Gap in AI Governance

Made with Nano Banana

The last article in this series “From Principles to Protocol: How to Build an AI Stop Rule in 90 Days” sparked a debate that I did not expect, but that I found revealing. Some readers pushed back arguing that organiza...

16 days ago
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11

From Principles to Protocol: How to Build an AI Stop Rule in 90 Days

Made with Nano Banana

Key Takeaways

  • The Three Lines of Defense model, borrowed from decades of banking risk management, gives algorithmic governance actual organizational teeth: product teams own the risk, compliance challenges it,...
23 days ago
12
2

Algorithmic Governance That Doesn’t Govern: Why the Frameworks Fail Where It Matters Most

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Key Takeaways

  • Every major AI governance framework (OECD, G7, UK Playbook) is strong on principles but has no quantitative stop rule.

  • Three independent sources converge on the same three failure points: en...

a month ago
10
4

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Authors

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  • Marcela Distefano

    Accountant, data scientist and book freak. I like talking about ethics in tech and in life.

  • AI Governance Lead ⚡

    Stanford certified engineering leader and MBA turned AI Governance Leader. Coffee lover, plant parent and AI enthusiast.

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