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AI in the Coordination Layer

2 articles tagged AI in the Coordination Layer. Browse all insights.

Oct 7, 20268 min read

What Is Workslop? Why AI Output Is Breaking Collaboration Between Colleagues

Workslop is AI-generated work that looks finished but does not move the task forward, so the colleague who receives it has to interpret, fix, or redo it. Four in ten US full-time employees received workslop in the past month (Niederhoffer et al., HBR, 2025). It is not a technology failure. It is a failure of collaboration between people.

AI Adoption

Collaboration (H2H)

AI in the Coordination Layer

Measurement

RECODE Method

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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

AI in the Coordination Layer

EU AI Act

Collaboration quality