All news with #retrieval-augmented generation tag

Amazon Bedrock Data Automation Adds Five Document Languages

📄 Amazon Web Services' Bedrock Data Automation now supports five additional document languages — Portuguese, French, Italian, Spanish, and German — expanding multilingual document processing beyond English. Customers can build blueprints, prompts, and instructions in these languages using BDA Custom Output, while BDA Standard Output will produce summaries and figure captions in the detected document language. This update is generally available across multiple AWS commercial and GovCloud regions and aims to accelerate multilingual document workflows for intelligent document processing and multimodal automation.

AWS releases MCP server for Billing and Cost Management

🧾 AWS has published an open-source Model Context Protocol (MCP) server for Billing and Cost Management, available in the AWS Labs GitHub repository. The server exposes AWS service APIs and a dedicated SQL-based calculation engine to produce reliable, reproducible cost calculations across large volumes of usage data. It integrates with any MCP-compatible AI assistant or agent — including Q Developer CLI, the Kiro IDE, Visual Studio Code, and Claude Desktop — enabling customers to analyze historical spend, find optimization opportunities, and estimate costs for new workloads with minimal configuration.

Amazon Neptune integrates with Cognee for GenAI memory

🧠 Amazon Neptune now integrates with Cognee to provide graph-native memory for agentic generative AI applications. The integration enables developers to use Amazon Neptune Analytics as the persistent graph and vector store behind Cognee’s memory layer, supporting large-scale memory graphs, long-term memory, and multi-hop reasoning. Hybrid retrieval across graph, vector, and keyword modalities helps agents deliver more personalized, cost-efficient, and context-aware experiences; documentation and a sample notebook are available to accelerate adoption.

Agent Factory: Enterprise Design Patterns for Agentic AI

🤖 Microsoft introduces the Agent Factory series to share best practices and design patterns for enterprise agentic AI that reasons, acts, and collaborates across workflows. The post outlines five core patterns—tool use, reflection, planning, multi-agent, and ReAct—and links them to real-world outcomes such as reduced proposal time and automated incident delivery. It stresses the need for a unified platform to manage security, identity, observability, and connectors. Azure AI Foundry is presented as a scalable end-to-end solution with flexible model choice, 1,400+ connectors, open protocols, and managed Entra Agent ID and RBAC.

Google July AI updates: tools, creativity, and security

🔍 In July, Google announced a broad set of AI updates designed to expand access and practical value across Search, creativity, shopping and infrastructure. AI Mode in Search received Canvas planning, Search Live video, PDF uploads and better visual follow-ups via Circle to Search and Lens. NotebookLM added Mind Maps, Study Guides and Video Overviews, while Google Photos gained animation and remixing tools. Research advances include DeepMind’s Aeneas for reconstructing fragmentary texts and AlphaEarth Foundations for satellite embeddings, and Google said it used an AI agent to detect and stop a cybersecurity vulnerability.