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A small bottom banner and a one-time purchase to remove ads, with the advertising boundary enforced structurally rather than remembered.
Landed when: the ads module declares no dependency on core/database or domain/*, that guard has been proved to fail, no health-derived value appears in any ad request or callback, the purchase removes ads immediately and restores on reinstall, and prediction quality is identical for paying and free users.