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How to ThinkIn the Age of AI
Definitionv1DF-447

Virtuous cycle

a positive feedback loop whose outputs are genuinely beneficial and contribute to making the system healthier, stronger, or more capable over time, representing valuable personal infrastructure that compounds through repeated, self-reinforcing iterations.

Why This Is a Definition

This definition precisely establishes the semantic boundary of 'virtuous cycle' by distinguishing it from general positive feedback loops through its emphasis on genuine benefit and system improvement. It uses the curriculum's specific framing of 'genuinely beneficial' outputs and 'personal infrastructure' to distinguish it from harmful reinforcing cycles, making it a precise definition of this key concept.