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articles/ai/advanced-retrieval-augmented-generation.md

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title: Build Advanced Retrieval-Augmented Generation Systems
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description: As a developer, learn about real-world considerations and patterns for retrieval-augmented generation (RAG)-based chat systems.
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ms.topic: conceptual
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articles/ai/augment-llm-rag-fine-tuning.md

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title: Augment LLMs with RAGs or Fine-Tuning
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description: Get a conceptual introduction to creating retrieval-augmented generation (RAG)-based chat systems, with an emphasis on integration, optimization, and ethical considerations for delivering contextually relevant responses.
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articles/ai/gen-ai-concepts-considerations-developers.md

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title: Key Concepts and Considerations in Generative AI
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description: As a developer, learn about the limitations of large language models (LLMs) and how to get the best results by modifying prompts, implementing an inference pipeline, and modifying optional API call parameters.
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articles/ai/introduction-build-generative-ai-solutions.md

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title: Generative AI Applications for Developers
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description: Get a conceptual overview about integrating generative AI into applications, exploring its business benefits, operational fundamentals, and the potential of large language models (LLMs).
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articles/azure-developer-cli/azd-commands.md

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title: Azure Developer CLI commands overview
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description: This article provides a conceptual overview of key concepts for Azure Developer CLI commands
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articles/azure-developer-cli/azd-template-galleries.md

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articles/azure-developer-cli/azd-templates.md

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articles/azure-developer-cli/azd-up-workflow.md

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articles/azure-developer-cli/azure-deployment-stacks-integration.md

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articles/azure-developer-cli/azure-developer-cli-vs-azure-cli.md

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