I listened to The Artificial Intelligence Show, where the host proposed monetizing AI by selling single purpose agents at the cost of a full time employee, positioned as doing the work of ten. It is commercially elegant but philosophically familiar, narrowing broad, low cost intelligence into boxed roles because that is easier to price. We […]
Category: Autonomous Enterprise
Thank you Authority Magazine: a conversation on building the autonomous work machine
My recent interview with Authority Magazine explores AI, autonomy, and the structural future of work. I discuss three phases of AI evolution, scaffolding, transition, and a future where work becomes optional. We also examine why integrated work environments matter more than smarter models alone, and why accountability will slow full automation. I am grateful to […]
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, […]
The 10 year shift from human effort to machine effort
In this blog I explain that the real impact of AI over the next decade will not be incremental productivity gains, but a structural redistribution of effort inside organizations toward full autonomy. Today, nearly all operational energy is carried by humans, but over a 10-year horizon, machine systems will progressively absorb repetition, supervision, coordination, and […]
Load, capacity, and the Work CPU
This piece introduces my theory of Load and its connection to my Work CPU model. I argue that workers operate like processors with finite capacity, constrained not by time alone but by context switching, fragmentation, and coordination overhead. Kai, built into Kaamfu, measures this load in real time using live behavioral data. By defining Load […]
The digital mouth and the long game of an agentic workforce
This article argues that the future of an agentic workforce is constrained less by AI capability than by what we choose to capture today. Modern work is fragmented across interfaces, leaving intent and action largely unrecorded. By treating the interface layer as the critical locus of value and introducing the digital mouth to preserve contextual […]
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 […]
Moving toward cognitive capacity, the next evolution of Kai Monitor
Over recent weeks, we have been refining the next iteration of Kai Monitor, with a major focus on strengthening Load as a foundational gauge inside Kaamfu. Load is intentionally descriptive, giving teams a shared language to observe real-time demand without premature judgment. This work sets the stage for the next phase, Cognitive Capacity, which will […]
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 […]
Building Kai: the five-level intelligence roadmap for the autonomous enterprise
Organizations are moving from AI as novelty to AI as infrastructure, but intelligent behavior cannot exist without an environment built for it. Kai, the intelligence layer inside Kaamfu, evolves in stages prescribed by the Ragsdale Framework for Autonomous Organizations (aka, the “5A Framework”), which moves companies from Aspiration to full Autonomization. Kai Monitor establishes awareness […]