AI-assisted “vibe coding” has sparked fears that anyone can now replace SaaS by building custom apps on demand. This view misunderstands what SaaS actually provides. While vibe coding excels at rapid, local problem solving, SaaS exists to absorb risk, preserve structure, and sustain systems over time. The real value of SaaS lies in operational guarantees, […]
Category: Predictions
The three phases of the AI evolution, and where I stand with Kaamfu
AI is often discussed as a productivity layer, but its real impact is evolutionary. We are moving through distinct phases, beginning with the scaffolding phase where work is made legible, measurable, and autonomizable. A difficult transition follows as society lags behind autonomous enterprises. The final phase makes work structurally optional, shifting human focus toward meaning […]
The AI era Is still searching for its killer app
The AI era lacks its defining “killer app” equivalent to email or the endless scroll. While ChatGPT offers a brilliant conversational interface, it’s not integrated into actual work processes. New systems like Google Workspace Studio, which require users to build custom agents, repeat the flaw of no-code automation: most workers do not want to design […]
The real value of AI will not come from the models
AI is rapidly becoming a commodity, similar to electricity, with models converging in performance and racing toward lower prices. Infrastructure will remain essential but low margin, like the power grid. The real value will shift upward to the platforms that turn raw intelligence into usable productivity. The winners will be the horizontal work environments where […]
Verticalization is dying, horizontalization owns the future
The future of software is shifting from vertical specialization to horizontal environments. Vertical SaaS once offered defensibility through niche depth, but it cannot survive in a world dominated by Autonomous Operating Environments. AOEs unify communication, tasks, data, and AI into a single surface that absorbs tools instead of integrating with them. By 2026, generalist AOEs […]
The future is the disappearing machine
The future of technology will not be defined by more screens or immersive interfaces, but by their disappearance. People are growing tired of devices that demand attention and drain energy. As society awakens to the cost of digital dependence, the next generation of innovation will prize simplicity, calm, and invisibility. The most advanced technologies will […]
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 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 […]
Completing the circuit: from entitlement to alignment
Our age justifies wealth through risk and reward, yet the circuit of human potential remains broken. Energy flows outward through pain, competition, and fear, ending in possessions that never return to their source. True progress will come not from tearing down the system but from redesigning it from one of risk and reward to flow […]