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MLOPS-BASICS5 MIN READ

Sort Deployment Gates by Risk Level

Choose proportional release gates for low, medium, and high-risk ML deployments.

Sort each deployment control by the risk level where it is most essential. Low Risk Medium Risk High Risk Fast rollback and basic uptime or batch-completion monitoring A/B guardrail metric for engagement or workload impact Shadow deployment before user-visible decisions change Segment performance review for strategically important groups Human override path for uncertain predictions Formal approval, audit log, and documented intended-use boundary Fairness assessment with minimum floors for affected groups Regulatory or legal review before automated decision exposure Incident rollback drill and named accountable owner

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