Amazon Web Services

Latest AI news, models and releases from Amazon Web Services. ['AgentCore', 'Amazon API Gateway', 'Amazon Bedrock', 'Amazon Bedrock AgentCore', 'Amazon Bedrock Guardrails', 'Amazon Bedrock Knowledge Bases', 'Amazon Bedrock Managed Knowledge Base', 'Amazon DynamoDB', 'Amazon Elastic Kubernetes Service', 'Amazon GuardDuty', 'Amazon Nova 2', 'Amazon Nova 2 Lite', 'Amazon Nova Act', 'Amazon Nova Pro', 'Amazon Quick', 'Amazon Quick Flows', 'Amazon Quick Research', 'Amazon Quick Sight', 'Amazon SageMaker AI', 'Amazon Simple Storage Service', 'Amazon Textract', 'Amazon Titan', 'Amazon Titan Embeddings', 'Amazon Titan Text', 'Amazon Titan Text Embeddings V2', 'AWS AI Security Framework', 'AWS Lambda', 'AWS Step Functions', 'Bedrock', 'Bedrock Managed Knowledge Base', 'Claude 3.7 Sonnet', 'Claude 4.5 Sonnet', 'Claude 4 Sonnet', 'NEXUS', 'Nova Act', 'Strands Agents']

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TAKC: Task-Aware Knowledge Compression for Enterprise AI on AWS, a Beyond-RAG Approach

AWS introduces task-aware knowledge compression (TAKC), a technique that pre-compresses entire knowledge bases into task-specific representations for enterprise AI. TAKC overcomes RAG limitations in cross-document reasoning, reducing token count by 8x to 64x while preserving task-relevant information. The solution includes multi-rate compression tiers and a serverless architecture on AWS.

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AWS ML blog27.07 · 20:02
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