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On June 30, 2026 AWS announced maintenance mode for Bedrock Agents Classic, Q Business, Kendra, and 20+ other services — plus sunsets for WorkSpaces PCoIP and end-of-support for Chime SDK Carrier Voice Focus. Migration matrix and decision guide for enterprise teams.
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.
EU AI Act compliance on AWS — risk classification, prohibited practices, GPAI obligations, the high-risk Annex III framework (enforceable 2 August 2026), and the AWS-native control mapping using Bedrock Guardrails, SageMaker Model Cards, and Audit Manager governance.
The 20 AWS services reshaping enterprise architecture in 2024–2026: AI agents, vector storage, generative BI, distributed SQL, and security automation explained.
Amazon SageMaker automates ML training, but instance costs add up fast. This guide covers spot instances, instance selection, distributed training, and production patterns to reduce SageMaker costs by 50-70%.
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.