Research Note 02: When AI removes the path to becoming an expert
Automation may change more than the work we do. It may change how expertise is built. An emerging question from the first Mentheris Research Dialogue.
Technological change does not happen in isolation. It reshapes how people think and work, how capabilities develop, how organisations operate, and how institutions and societies respond.
Mentheris investigates these relationships: the patterns, tensions, dependencies and possibilities that emerge as technology becomes embedded in human systems.
The technology is only one part of the system.
Our research territory
Our work explores how emerging technologies interact with human capability, organisational structures and wider social systems. We are particularly interested in what becomes visible when these elements evolve at different speeds, under different pressures and with different capacities to respond.
How skills, expertise, cognition and agency evolve in technology-rich environments.
How technological capability interacts with structures, processes, decision-making and organisational resilience.
How AI, automation and digital infrastructures reshape relationships between people and systems.
How technological transformation interacts with institutions, participation, inequality and collective adaptation.
An emerging research framework
Technology–Human Disequilibrium examines the imbalance that can emerge when the speed, complexity and integration of technological systems exceed the capacity of people, organisations or institutions to adapt effectively.
The research investigates how this imbalance forms, how it manifests and what it means for human capability, technology adoption, decision-making, organisational resilience and the value created through technological transformation.
Explore the researchHow research takes form
Automation may change more than the work we do. It may change how expertise is built. An emerging question from the first Mentheris Research Dialogue.
First in a monthly series of short research notes. This note frames the core observation behind the Technology–Human Disequilibrium thesis.