From a vantage point outside the technology bubble, I argue that the future of work will not be defined by hype cycles or rapid model releases, but by structural adaptation. Organizations will move toward autonomization in stages, accelerating decisions, embedding monitoring, consolidating platforms, and demanding true data ownership. Intelligence and compute will commoditize, shifting differentiation […]
Category: Future of Work
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 […]