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Monitor and debug generative AI inference with SageMaker detailed metrics and In

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1 SIGNALFIRST DETECTED 19 June 2026
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22 Apr
Amazon SageMaker AI now supports optimized generative AI inference recommendations

Today, Amazon SageMaker AI  supports optimized generative AI inference recommendations. By delivering validated, optimal deployment configurations with performance metrics,

REPORT · WHEN · AWS Machine Learning BlogOPEN STORY
4 May
Capacity-aware inference: Automatic instance fallback for SageMaker AI endpoints

Today, Amazon SageMaker AI introduces capacity aware instance pool for new and existing inference endpoints. You define a prioritized list of instance types, and SageMaker AI

REPORT · WHEN · AWS Machine Learning BlogOPEN STORY
13 Jul
Launching UI for generative AI inference recommendations in Amazon SageMaker AI

In this post, we introduce the UI for optimized generative AI inference recommendations in Amazon SageMaker AI Studio, a low-code no-code (LCNC) experience. The API already gives

REPORT · HOW · AWS Machine Learning BlogOPEN STORY
30 Jul
Inference meta-monitoring for Amazon SageMaker AI endpoints with Amazon Quick

Learn how to build an inference meta-monitoring system for Amazon SageMaker AI endpoints using Amazon Quick. This governance layer sits above production ML inference pipelines to

REPORT · HOW · AWS Machine Learning BlogOPEN STORY
18 Sept
Amazon SageMaker Inference: 2026 year-to-date launches in review

Amazon SageMaker AI shipped 13 inference launches in year-to-date across two deployment paths: fully managed endpoints and Amazon SageMaker HyperPod Inference. This post reviews

REPORT · WHAT · AWS Machine Learning BlogOPEN STORY
20 May
Announcing OpenAI-compatible API support for Amazon SageMaker AI endpoints

Today, Amazon SageMaker AI introduces OpenAI-compatible API support for real-time inference endpoints. If you use the OpenAI SDK, LangChain, or Strands Agents, you can now invoke

REPORT · WHEN · AWS Machine Learning BlogOPEN STORY
14 Apr
Best practices to run inference on Amazon SageMaker HyperPod

This post explores how Amazon SageMaker HyperPod provides a comprehensive solution for inference workloads. We walk you through the platform’s key capabilities for dynamic

REPORT · HOW · AWS Machine Learning BlogOPEN STORY
29 May
Comprehensive observability for Amazon SageMaker AI LLM inference: From GPU utilization to LLM quality

This post demonstrates a comprehensive observability solution using Amazon Managed Grafana dashboards that provides a holistic view of both quality and quantity for LLMs served on

REPORT · HOW · AWS Machine Learning BlogOPEN STORY
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AWS Machine Learning Blog

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