AI is transforming knowledge work. Let's decode what that means.

A newsletter about the transformation of knowledge work through AI. For people who make decisions. Not just use tools.

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Executive Briefing: Your Three Jobs in Management

Many reorganisations treat management as one single block. In reality, it contains at least three jobs: coordination, sensemaking, and accountability. AI mostly makes the first one cheaper.

Loop Instead of Pipeline

AI is not just speeding up work. It challenges the operating model that knowledge work has been built around.

Co-Determination as Architecture

The German path is slower. That may help, because it forces companies to spell out what is actually changing about the work.

Margin Notes

When SaaS Products Onboard Agents

SaaS vendors are starting to ship their products as agent-readable operating packages. The real competition is moving toward the defaults agents carry into the workflow.

AI Engineering Is Now in the Fine Print

The German labor market is not suddenly looking only for AI Engineers. It is adding AI responsibility to existing IT roles, often without time, mandate, or evaluation standards.

AI Is the Second Social Question

Leo XIV treats artificial intelligence as a new social question about power, work, and responsibility. The interesting point is the line back to Rerum Novarum and the upheavals of industrialization.

The Jobpocalypse Is Not Yet a Finding

Andrew Ng pushes back against the AI jobpocalypse. The better question is not whether the story is true, but where forecast, sales frame, and quiet erosion of learning ramps overlap.

All margin notes