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Structured memory filtering with metadata in AgentCore Memory

Favorite Let’s say your customer support agent asks for “billing issues”, and gets back technical support tickets, sales conversations with receipt issues, and billing disputes all mixed. This is the retrieval precision wall that teams hit once their agents accumulate weeks of interaction history: similarity search finds everything that’s semantically

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Shared by AWS Machine Learning July 1, 2026

Building a serverless A2A gateway for agent discovery, routing, and access control

Favorite As enterprises deploy AI agents across teams, vendors, and infrastructure, managing agent-to-agent communication becomes a growing operational burden. Without a centralized layer, each new agent integration adds point-to-point connections, separate credentials, and custom routing logic. Teams spend engineering cycles wiring up connectivity instead of building agent capabilities. Access control

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Shared by AWS Machine Learning July 1, 2026

Building bilingual NER for cargo logistics with Amazon Bedrock

Favorite IBS Software’s Cargo system processes thousands of bilingual cargo logistics email messages daily. The system extracts critical information such as air waybill (AWB) numbers, flight details, weights, and delivery instructions in both English and Japanese. This added to the complexity of building a robust Named Entity Recognition (NER) solution.

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Shared by AWS Machine Learning June 30, 2026

Implementing resilience patterns with Amazon Bedrock and LLM gateway

Favorite Implementing resilience patterns for large language model (LLM) inference is critical as generative AI workloads move from experimentation to production at scale. With LLM powered apps now in production, organizations need ways to keep LLM inference highly available, responsive, and cost-effective at scale. Existing resilience best practices like static

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Shared by AWS Machine Learning June 30, 2026