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Experienced professional mentors a young colleague as they examine a textile prototype beside a laptop.

Training for a world that no longer exists

Training for a world that no longer exists: the disconnect between screens and judgement

Institutional curricular obsolescence is the mismatch that occurs when training, certification and recruitment continue to privilege standardised execution skills that automation can make cheaper, while neglecting the transmission of judgement,

Two architects examine a building model beside a window and study daylight and its shadows.

Productivity up, capability down

Productivity up, capability down: the blindness of management dashboards

Functional performance divergence is an organisational phenomenon in which aggregate production indicators show sustained growth driven by automated tools, while professionals’ internal technical competence in diagnosing problems, correcting deviations and

A technician inspects server connections while an executive studies a migration diagram.

Supplier dependence is not a technical decision

The external infrastructure trap: why technological dependence is a surrender of governance

Infrastructure dependence is an organisational vulnerability arising when an institution couples critical processes to an external supplier’s technology or platforms so tightly that the technical, time and financial costs of

Two pilots practise manual control in a simulator cockpit using a paper checklist.

Knowing how to do it without the tool

The disarmed cockpit: the danger of forgetting how to do it manually

Operational judgement atrophy is the progressive deterioration of an organisation’s analytical, intuitive and manual competence through sustained delegation to automated interfaces, depriving human decision-makers of the practical ability to check

Two professionals review a procedures binder and printed forms in a warehouse beside several switched-off monitors.

The day the system goes down

The illusion of continuity: why technical hyperintegration makes companies fragile

Hyperfragility through optimisation is an institutional design pathology in which an organisation systematically removes analogue redundancy, safety margins and manual capabilities in the name of immediate digital efficiency, potentially turning

An analyst compares a printed report with a notebook and source documents on a work table.

Who audits judgement

The cost of verification: why the gap in auditing judgement threatens organisational soundness

Auditing judgement is an organisational governance practice that certifies the provenance, factual traceability and methodological assumptions underlying technical and documentary inputs before managerial approval, preventing the plausibility of software-generated reports

Three engineers wearing headsets work in front of telemetry screens; one watches a racing car on the track.

The human in the loop who does not decide

The human in the loop who does not decide: from oversight to mechanical ratification

System-induced ratification is the degradation of supervisory control whereby a human operator, formally empowered to approve or veto an automated model’s output, lacks the response time, technical visibility or institutional

A robot raises a voting card at a board meeting while the human members remain seated without voting.

Delegation by accumulation

The silent surrender: why the delegation of judgement never appears in the minutes

Cognitive surrender through accumulation gradually erodes independent judgement as automated tools take over decisions without formal debate among the organisation’s leaders.

Trabajador mirando por la ventana pensativo

Knowing how to do it without the tool

The skill paradox: what aviation and medicine teach us about analytical automation

In 1983, the cognitive psychologist Lisanne Bainbridge published a foundational paper titled Ironies of Automation. Its main conclusion captured a contradiction inherent in the design of technical systems: by automating

Trabajador en oficina

Delegation by accumulation

The policy nobody wrote: how default settings replace organizational judgment

The traditional analysis of corporate governance assumes that major decisions follow a prior deliberation documented in a committee, a set of minutes or a strategic plan. However, observing the operational