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Five layers, three attempts each. One failure becomes 243 calls, every one aimed at the service that is already down. The arithmetic comes from the Amazon Builders' Library; the agent stack is what is new. A retry budget belongs to the logical operation, with one deadline, never to each layer that can see an error.