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On a fraud-scoring team (~450 RPS peak, ml.g5.2xlarge), inference components plus April 2026 capacity-aware instance pools cut endpoint provisioning failures from 6 retries to 0 — p99 held at 68 ms through a g5→g6 fallback event.
Studio Classic isn't going away today, but the new feature work isn't going there. A migration playbook for enterprise ML teams moving to SageMaker Unified Studio — what breaks, what gets easier, and the IAM permissions that catch every team off-guard on day one.
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