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OSAMAH ALMOKDAD's avatar

An excellent and unusually coherent framework. The central issue is not merely redesigning jobs, but restoring the correct causal order: work, capability, authority, roles, development, and education.

When that sequence is reversed, organisations do not transform; they automate inherited dysfunction and reproduce it at machine speed. AI may accelerate execution, but it also exposes whether the underlying operating architecture was coherent in the first place.

The point about entry-level work is especially important. When routine tasks disappear, the judgment once formed through repetition, correction, and exposure to consequences may disappear with them. That creates an invisible capability deficit unless professional formation is deliberately redesigned.

Transformation is therefore not primarily a technology programme. It is an exercise in institutional architecture.

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