From Agents to Viable Collectives: The VSM as a Diagnostic Framework
Krishan Mathis, Margeret Heath, and Panos Panagiotakopoulos. 2026. Preprint, CC-BY-4.0. doi: 10.5281/zenodo.22079120
Agency, AI, Complexity, Viability
AI
Adaptivity, Agency, AI
Working with Intelligent Machines
When machine intelligence is abundant, what stays scarce? Judgment, taste, framing, responsibility. Fluency and correctness have been decoupled — your judgment re-couples them.
Agency, AI, Democratic Tech
Education is Broken: Human Work in Times of AI
An overview of Education is Broken: Human Work in Times of AI by Krishan Mathis. Why I wrote this book This book
Agency, AI, Democratic Tech
Freedom Is Designed, Not Given: Stafford Beer’s Warning, and What It Means for AI
A continuation of “The Five Dimensions of Human Agency: An Introduction for the Rest of Us.” The previous piece ended
Agency, AI, Democratic Tech
The Five Dimensions of Human Agency: An Introduction for the Rest of Us
Artificial intelligence is usually discussed in terms of what machines can do. Can they write, reason, diagnose, design, or make
AI, Democratic Tech
Democratic initiatives: AI in the Web: a small ad-hoc research project
This project began, as many good things do, with a conversation. At one of our Tautai Salon evenings in Munich
AI
When Everything Is Cheap, Judgment Is Priceless
AI doesn’t replace the work. It moves the bottleneck.