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Research

8 publications

An unbroken circuit of rounded work squares, joining five value colours into a continuous learning loop.

Featured essay

The Self-Improving Company

Deep understanding of how humans and AI work, connected to a shorter cycle of change and learning.

Essay6 min read
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A circuit of work squares stops short of closing: change without a return path for learning.

Transformation Still Has an Open-Loop Problem

Why the learning cycle has to become part of the way a company operates.

Essay16 Sept 20267 min read
Scattered work signals resolve into a clear, ordered field of activities.

What Is Actually Happening to the Work?

The difference between seeing activity and understanding the business.

Essay16 Sept 20267 min read
Distinct groups of work squares connect across a shared system, with no single central agent.

A Company Is Not One Agent

Understanding the system formed by people, AI, software and the work between them.

Essay16 Sept 20267 min read
One highlighted intervention changes a small part of an otherwise stable work pattern.

Every Intervention Is Also an Experiment

Choose changes that improve the work and help you understand what to do next.

Essay16 Sept 20267 min read
Three related work patterns become progressively more coherent, carrying learning forward.

Getting Better at Change

How one improvement should make the next decision better informed.

Essay16 Sept 20266 min read
A fixed square outline opens into several possible arrangements of work.

Beyond the Fixed Target Operating Model

How to keep a clear direction while the business learns its way forward.

Essay16 Sept 20267 min read
A clear point of intent connects through a work system to a verified outcome.

From Strategic Intent to Verified Operating Change

A working design theory for the self-improving company

Essay16 Sept 202643 min read
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