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: The Missing Audit

Many companies measure AI usage, saved hours, and adoption. What is often missing is the layer that checks whether those numbers represent value at all.

Who Owns Your Company Memory?

AI agents can learn how a company works: which sources matter, which exceptions count, which relationships exist, and which feedback signals quality. If that memory sits with the vendor, a future switch is no longer just migration. It becomes reconstruction work.

Executive Briefing: More Output Is Not Productivity

AI can create in minutes what used to take teams hours. But someone still has to review it, make the call, and maintain the whole thing later. That is where apparent productivity turns into new work.

Evaluation Is the New Leadership Work

Many companies are building AI control. What is often missing is the layer above it, the one that checks whether this steering logic is actually describing reality.

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