Fraud intelligence becomes more useful when patterns can be compared across nodes, but disclosure needs to remain bounded.

The design problem is to expose enough signal for coordination while keeping raw sensitive evidence protected.

A useful system should help reviewers understand what pattern was found, what supports it, and what should stay local.

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