Soon, everyone will have access to the same tools.
The same models.
The same automation.
The difference won’t be skill with tools —
it’ll be decisions under uncertainty.
Future engineers will be valued for:
asking the right questions
knowing when to trust automation
knowing when to override it
Execution will be cheap.
Judgment will be rare.
The future belongs to those who can choose well.
– Serguey Asael Shinder
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