The idea of the autonomous enterprise is everywhere, but most discussions stop at theory. They describe the vision without explaining how to begin. My work on the Framework for Autonomous Organizations fills that gap as a practical system that defines how businesses evolve toward self-management. Through Kaamfu, I’ve turned that framework into working software that […]
Author: Marc Ragsdale
I don’t want more software
I saw a new product declaring that software should be free, simple, and unintrusive. I agree in spirit, but the last thing I think people want is more of it. After a lifetime of building it, I believe in its power, but not its excess. Like plastic, it has piled up everywhere, cluttering the very […]
The story coverage map
In a fully evolved organization, every action, meeting, and project contributes to a shared record of what truly happened. Story Coverage measures how completely that living story is captured across every event, worker, and project. It transforms scattered activity into a connected narrative of work and meaning. The Story Coverage Map visualizes this record, revealing […]
The evolution of the file folder: why work belongs in one place
All businesses still rely on the old file folder structure, even though modern work has moved far beyond it. Files live in one place, while the conversations, tasks, and approvals that shape them are scattered across different apps. This fragmentation hides the true story of work. Kaamfu solves this by uniting everything all artifacts in […]
Kaamfu is the training model
Artificial intelligence is driving one of the greatest shifts in modern history, giving rise to autonomous organizations that learn, adapt, and self-manage through intelligent systems. But autonomy will not emerge overnight. Companies must train both their people and their AI systems to work together through millions of iterations. Kaamfu is one of those companies, serving […]
The shape of autonomy: from interruptions to intelligent orchestration
Autonomy is not only about machines doing the work; it is about organizations learning to think for themselves. I realized this as I watched how my ideas move through the team. Much of my day is spent ideating, giving direction, and connecting dots, which often interrupts my downline. A trained AI agent could absorb that […]
The case for a human department: why Kaamfu will need a Chief Human Officer
As Kaamfu evolves into a digital organism, we are realizing that the next frontier of management is not technical but human. As our artificial assistants begin learning, interacting, and influencing real workplaces, they raise ethical and philosophical questions that code alone cannot answer. To address this, we are planning a Human Department led by a […]
Who gets the surplus value from AI?
Most companies experimenting with AI have yet to see real financial returns. In a recent Reddit discussion, I noted that while AI tools make individuals more capable, they have not made organizations more profitable. Clients and customers expect faster results for the same price, leaving margins unchanged. The real issue is structural: productivity gains are […]
The changing landscape of building and selling in the age of vibe coding
As Kaamfu prepares for its first U.S. soft launch, we are shifting into a market transformed by “vibe coding” tools that make it easy to create startups without depth or purpose. This surge of shallow innovation has flooded the space with noise, making true attention harder to earn. For those of us who built carefully […]
I ignored every piece of startup advice
I ignored every piece of startup advice. Instead of shipping fast, validating early, and raising capital, I spent years building a complete system from scratch, every feature, every connection, every line of code. I funded it myself through my own agency, refused to compromise, and built it the only way I knew how: carefully and […]