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Automation bias

3 articles tagged Automation bias. Browse all insights.

Jun 18, 202614 min read

How to Audit Collaboration Quality in AI-Augmented Work

You cannot audit "AI-human collaboration" — collaboration is a human social process, and an AI system is not a social partner. A real audit splits the question in two: Layer 1, human collaboration quality; Layer 2, human–AI coordination quality. This guide gives you the protocol.

AI audit

Human-AI coordination

EU AI Act

Collaboration quality

Jun 12, 202611 min read

Human-in-the-Loop AI Implementation: How Do You Design Oversight That Actually Works?

Human-in-the-loop AI implementation comes down to five steps: map decisions, match oversight to risk and reversibility, design a control point with real authority, measure intervention quality, and assign ownership. Without metrics, the human in the loop becomes a rubber stamp.

Jun 9, 202610 min read

Human-in-the-Loop AI: What "A Human in the Loop" Actually Means — and Why It Isn't Enough on Its Own

"Don't worry, we keep a human in the loop" reassures the board — but the data says it guarantees nothing. Here's what HITL really is, why it's coordination (not collaboration), and how to design oversight that actually lowers risk.