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In a 6,000-word essay, Bill Gates has called for jobs explicitly reserved for human workers, warning that artificial intelligence will usher in one of the most turbulent times in human history.
The piece mounts a sustained argument for active workforce protection, framing the choice as a policy decision that must be made ahead of the displacement it is designed to prevent.
The constraint Gates is naming The mechanism behind his concern is AI's ability to substitute for cognitive labor at a speed that prior automation waves never achieved in their own categories.
Earlier displacement moved through physical tasks over years and decades, visible in capital expenditure cycles and factory reconfigurations that gave workers and policymakers time to respond.
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