Trap one
The Efficiency Trap
Faster is the wrong prize.
Definition
The Efficiency Trap is the mistake of using AI only to perform today’s work faster, without redesigning the work itself.

The argument
A puddle in sunshine
Automating a weak process can make it disappear faster without creating new value. Speed magnifies the system it enters.
From steam to electricity
Early electric factories gained little when they replaced the steam engine but preserved the old layout. Advantage came when the factory was redesigned around the new force.
Replacing the engine is not redesign.
The model
Move from task acceleration to work redesign: question the outcome, sequence, roles, decisions and feedback loops.
Metaphor / example
Ask: if intelligence were abundant, would this work exist in its current form?
Leadership implication
Reward teams for discovering a better model, not only for taking minutes out of an inherited process.
Common misunderstanding
Efficiency still matters. The trap is allowing it to define the whole ambition.
Questions people ask
What is The Efficiency Trap?+
The Efficiency Trap is the mistake of using AI only to perform today’s work faster, without redesigning the work itself.
What does The Efficiency Trap change for leaders?+
It turns The Efficiency Trap from an abstract idea into a practical question about decisions, behaviour and the learning conditions around the work.
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