Claim.no.1NMTUY

Machine intelligence is now a competent and rapidly improving substitute for human intelligence across a growing range of tasks, and we are experiencing the unwind of the premium that human intelligence derived from its scarcity.

Pessimistic
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Original Quote

We are now experiencing the unwind of that premium. Machine intelligence is now a competent and rapidly improving substitute for human intelligence across a growing range of tasks. The financial system, optimized over decades for a world of scarce human minds, is repricing.

Outlook

Pessimistic

The unwinding of the human intelligence premium means declining wages and employment prospects for knowledge workers, harming economic welfare for a large share of the workforce.

Timeframe
2026-2028Implied

The scenario is set in June 2028 and describes ongoing conditions at that time, implying the timeframe is 2026-2028.

Confidence
certain

The authors use the word 'certain' explicitly for this claim, distinguishing it from the broader speculative scenario.

Potential Data Sources for Validation

Wage premium data for college-educated workers vs. less-educated workers over time; BLS occupational wage trends; labor market data on white-collar employment levels.

About the Author

James van Geelen

Citrini is the pseudonymous founder of Citrinitas Capital Management Inc. and the author of Citrini Research, a top finance Substack specializing in thematic equity investing and global macro trading, known for early calls on AI and GLP-1 investments.

Author Perspective

Across 17 tracked claims, James van Geelen skews pessimistic.

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published Mar 6, 2026Pessimistic