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Why Did We Need RAG Despite the Power of LLMs?

9/21/2024

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Large Language Models (LLMs) have demonstrated remarkable capabilities in generating human-like text, answering questions, and assisting in various domains. However, despite their power, they have notable limitations that led to the development of Retrieval-Augmented Generation (RAG). This hybrid approach enhances LLMs by integrating retrieval mechanisms, making them more accurate, relevant, and domain-specific.

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Using Azure Firewall to Route a Multi Hub-and-Spoke Topology

9/12/2024

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In cloud networking, the hub-and-spoke topology is a prevalent architecture where a central hub virtual network (VNet) connects to multiple spoke VNets. This design facilitates efficient management, centralized security, and streamlined connectivity.
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Azure Pipelines to Build and Deploy a Python Web App to Azure App Service

7/30/2024

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In modern DevOps practices, continuous integration and continuous deployment (CI/CD) play a crucial role in delivering high-quality applications efficiently. Azure Pipelines, a part of Azure DevOps, enables developers to automate the building, testing, and deployment of applications to Azure services, including Azure App Service.

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Mastering Cloud Financial Management with Microsoft's FinOps Toolkit

7/9/2024

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As organizations increasingly adopt cloud services, effective financial management becomes crucial to optimize costs and maximize value. Microsoft's FinOps Toolkit offers a comprehensive, open-source collection of resources and tools designed to enhance financial operations (FinOps) within the Microsoft Cloud ecosystem.
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Streamlining Azure Deployments with Azure Verified Modules

6/23/2024

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In the evolving landscape of cloud infrastructure, maintaining consistency, reliability, and adherence to best practices is paramount. Microsoft's Azure Verified Modules (AVM) initiative addresses these needs by providing standardized, supported Infrastructure as Code (IaC) modules for deploying Azure resources.
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Navigating Azure Infrastructure with Terraform: AzureRM and AzAPI Providers

6/8/2024

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Terraform, developed by HashiCorp, is a leading Infrastructure as Code (IaC) tool that enables developers to define and provision infrastructure using declarative configuration files. When working with Microsoft Azure, Terraform utilizes providers to interact with Azure's resources. Two primary providers facilitate this interaction: AzureRM and AzAPI. Understanding their differences and appropriate use cases is crucial for effective Azure infrastructure management.
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    Author

    Mohammad Al Rousan is a Microsoft MVP (Azure), Microsoft Certified Solution Expert (MCSE) in Cloud Platform & Azure DevOps & Infrastructure, An active community blogger and speaker. Al Rousan has over 11 years of professional experience in IT Infrastructure and very passionate about Microsoft technologies and products.

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