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degraded service”. Pascal outlined several strategies to minimize risks, limit the blast radius, and mitigate the impacts of failures: Apply random jitter to distribute load (e.g., in cache TTLs, scheduled jobs, and token validity). Automatically deactivating costly functionalities during system