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162 summarised stories about AWS, each linking back to the original source. Browse all topics →

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Thursday, 24 September 2026

Speaker-labeled transcription with WhisperX on SageMaker AI

Amazon Web Services 2 weeks ago 22 ● 2 sources

AWS published a guide for deploying the WhisperX speech-to-text deep learning container on Amazon SageMaker AI to produce transcripts with word-level timestamps and speaker labels. The real-time endpoint must return within a 60-second response cap, while long audio should use the asynchronous endpoint. This changes transcription outputs and deployment workflow by adding per-word alignment and diarization labels and by routing requests through either synchronous or S3-backed async inference on SageMaker.

Build a multi-account AI agent with AgentCore Gateway and MCP

Amazon Web Services 2 weeks ago 21

A platform team built a multi-account AI agent setup where Amazon Bedrock AgentCore Gateway exposes a single endpoint for tool discovery across multiple AWS accounts running MCP servers, while keeping each line-of-business account’s data in place. The architecture uses OAuth 2.0 machine-to-machine credentials via AgentCore Identity and enforces cross-account tool permissions with Cedar Policy in AgentCore at the Gateway. As a result, the agent can query distributed tools without copying datasets and governance can be centralized for authentication, authorization, and observability across accounts.

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