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, […]
Category: Human-in-the-Loop
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 […]
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 […]
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 […]