Category: Market Trends

The dynamo and the empire: why I traded the American dream for the autonomous organization

For thirty years, I’ve obsessively architected the autonomous organization. Drawing on the history of electrification, I realized long-term value doesn’t lie in the “dynamo” of raw AI, but in the Interface Layer. My research formalized this into a four-layer framework. Today, with Kaamfu, I’ve launched the first Autonomous Operating Environment (AOE) to turn intelligence into […]

Why “most, if not all, white collar tasks” won’t disappear in 18 months

Mustafa Suleyman, Chief Executive Officer of Microsoft AI, predicts that “most, if not all” white collar tasks will be automated within 18 months. While AI capability is advancing rapidly, this forecast overlooks a structural constraint: accountability. Businesses do not optimize for speed alone, they optimize for outcomes someone can stand behind. AI can accelerate drafting, […]

Preparing the ground before the conversation starts and the market arrives

I am building Kaamfu ahead of the mainstream conversation, which means I must prepare the market before it fully understands the need. Instead of creating another vertical tool, I built Kaamfu to solve the structural fragmentation of modern work through a massively horizontal architecture that unifies tasks, communication, time, goals, and AI within one coherent […]

I hate checking other people’s output

Checking work drains more energy than doing the work itself. Producing output is straightforward, but verifying it forces a slow, vigilant mindset that breaks momentum and makes even small errors costly to uncover. My father’s advice, if you want something done right, do it yourself, makes more sense with experience. Oversight often takes more mental […]

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 […]

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 […]