Begin with how AI enters real systems today to examine how civilizational logic is amplified, windows for correction shrink and what humanity can still change.
Begin with AI changes already occurring: how work is being repriced, how agents enter chains of action, and how control, militarization and bloc competition compress humanity’s window for correction.
Trace a single real causal chain through the white-collar employment crisis, agents, algorithmic control, military AI and bloc formation: AI is amplifying civilization’s current logic. What might more powerful future intelligence learn from it, and how much time does humanity still have to correct course?
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