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Evaluate RAG responses with Amazon Bedrock, LlamaIndex and RAGAS

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In the rapidly evolving landscape of artificial intelligence, Retrieval Augmented Generation (RAG) has emerged as a game-changer, revolutionizing how Foundation Models (FMs) interact with...

Build a Multi-Agent System with LangGraph and Mistral on AWS

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Agents are revolutionizing the landscape of generative AI, serving as the bridge between large language models (LLMs) and real-world applications. These intelligent, autonomous systems...

Innovating at speed: BMW’s generative AI solution for cloud incident analysis

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This post was co-authored with Johann Wildgruber, Dr. Jens Kohl, Thilo Bindel, and Luisa-Sophie Gloger from BMW Group. The BMW Group—headquartered in Munich, Germany—is a vehicle...

Ground truth generation and review best practices for evaluating generative AI...

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Generative AI question-answering applications are pushing the boundaries of enterprise productivity. These assistants can be powered by various backend architectures including Retrieval Augmented Generation...

Time series forecasting with LLM-based foundation models and scalable AIOps on...

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Time series forecasting is critical for decision-making across industries. From predicting traffic flow to sales forecasting, accurate predictions enable organizations to make informed decisions,...

Dynamic metadata filtering for Amazon Bedrock Knowledge Bases with LangChain

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Amazon Bedrock Knowledge Bases offers a fully managed Retrieval Augmented Generation (RAG) feature that connects large language models (LLMs) to internal data sources. It’s...

Accelerate AWS Well-Architected reviews with Generative AI

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Building cloud infrastructure based on proven best practices promotes security, reliability and cost efficiency. To achieve these goals, the AWS Well-Architected Framework provides comprehensive...

Customize DeepSeek-R1 distilled models using Amazon SageMaker HyperPod recipes – Part...

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Increasingly, organizations across industries are turning to generative AI foundation models (FMs) to enhance their applications. To achieve optimal performance for specific use cases,...

Pixtral-12B-2409 is now available on Amazon Bedrock Marketplace

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Today, we are excited to announce that Pixtral 12B (pixtral-12b-2409), a state-of-the-art 12 billion parameter vision language model (VLM) from Mistral AI that excels...

Reduce conversational AI response time through inference at the edge with...

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Recent advances in generative AI have led to the proliferation of new generation of conversational AI assistants powered by foundation models (FMs). These latency-sensitive...