4frameworks
Quality
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The Last Invention ArgumentIn-depth
AI invents — making it the last invention and all retraining logic obsolete
The Job Displacement Gradient
AI replaces augmented workers before it replaces humans — the transition is the danger zone
The Pre-AGI Disruption ThesisIn-depth
AI disruption arrives sector-by-sector before general intelligence exists
The Career Ladder Destruction PatternIn-depth
AI eliminates the rungs, not the top — entry-level roles vanish while expertise stays