Deepgram Boosts Amazon SageMaker AI Support with AWS IAM Temporary Delegation

Deepgram integrated a new AWS feature — IAM Temporary Delegation — to accelerate support for customers using Deepgram speech AI models on Amazon SageMaker AI. Instead of taking days to coordinate, Deepgram engineers now gain access to problematic resources in minutes, and customers approve requests in their IAM console without creating long-lived keys or cross-account roles. Access is strictly time-limited (up to 12 hours), read-only, and logged in AWS CloudTrail.

Amazon/AWS

TAKC: Task-Oriented Knowledge Compression for Enterprise AI on AWS Instead of RAG

AWS introduced a technique called "Task-Oriented Knowledge Compression" (TAKC) that addresses the limitations of Retrieval-Augmented Generation (RAG) in complex analytical tasks involving hundreds of documents. TAKC pre-compresses the entire knowledge base into concise, task-focused representations, enabling cross-document insights and reducing input token costs by 8–64 times.

Amazon Web Services Anthropic