Clean intake rules gradually decayed as edge cases accumulated without updating the original rules. Support and ops handled exceptions while sales made increasingly creative promises. The solution required forcing every exception to update intake rules, making them evolve or die, which stabilized revenue by aligning promises with operational reality.

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