Developer Support
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AI: The New Frontier for Developers
AJ Enns reflects on his journey as a new developer and the impact of AI as an integrated, coding assistant for improving developer velocity. The year is 2024, and AI has been around for a while. ChatGPT broke onto the scene and changed the world forever. As soon as I heard about it, the first thing I did was try to learn Blazor with the help of AI. Within 3 weeks, I had a working example in a language I did not know before, as a result I was hooked. How do I share my recent learnings and amazement? Working as a Developer Advocate, I quickly learned that both the Developer and the Business were not early ad...
Debugging a managed identity connection to Azure SQL in Azure App Service using containers
Dominique St-Amand explores how to debug a managed identity connection from a container-based App Service to Azure SQL. So you’ve been eager to deploy your containerized web application that you’ve been working on for a while, to Azure App Service. You follow the best security practices which means you’ve setup your connection to your Azure SQL database using a managed identity. Upon loading your application, you get a dreadful exception that you can’t connect to the database. You then wonder, is this a database permission problem or some another problem, such as the application cannot connect to the datab...
Autogen RAG
Linkai Yu explores the retrieval-augemented generation pattern with Azure OpenAI Assistants API. The Retrieval-Augmented Generation (RAG) pattern is the standard for integrating ground AI with local data. One powerful way to implement RAG is through the function call or tool call feature in the Function Call API. When examining the samples provided by the Azure OpenAI Assistant API Function Call, Completion API Function Call, or Autogen Function Call, they all require the function metadata to be specified in the code. Imagine you have hundreds of data I/O functions, ranging from SQL queries to microservice...
Boosting Azure DevOps Security with GHAS Code Scanning
Debjyoti Ganguly shares insights on the security benefits and configuration of GHAS Code Scanning with Azure DevOps. Boosting Azure DevOps Security with GHAS Code Scanning Code scanning, a pipeline-based tool available in GitHub Advanced Security, is designed to detect code vulnerabilities and bugs within the source code of ADO (Azure DevOps) repositories. Utilizing CodeQL as a static analysis tool, it performs query analysis and variant analysis. When vulnerabilities are found, it generates security alerts. CodeQL CodeQL is a powerful static analysis tool used for showing vulnerabilities and bugs in so...
Running Open AI Whisper on Azure
Monu Bambroo explores Whisper, a speech to text model from OpenAI that you can use to transcribe audio files. The model is trained on a large dataset of English audio and text. The model is optimized for transcribing audio files that contain speech in English. The model can also be used to transcribe audio files that contain speech in other languages. Whisper is an advanced automatic speech recognition (ASR) system, developed using 680,000 hours of supervised multilingual and multitask data from the web. This extensive and diverse data set enhances its ability to handle various accents, background noise, a...
Copilot Studio – Prompt Response Times
Tahir Naveed walks through how to measure prompt response times with Microsoft Copilot Studio and explores considerations that factor into the overall performance of these requests. Building custom copilots (GenAI chatbots) in Microsoft Copilot Studio is amazing. Especially with the new functionalities which were released in Microsoft Build 2024. What’s more amazing is when we can point the custom copilots to different kinds of external and internal data sources like public websites (external), Dataverse tables (internal), SharePoint etc. Today we will be looking at how to check the response time of a p...
VBScript deprecation: Timelines and next steps
Scripting options for web development and task automation are modernizing. To provide you with the most modern and efficient options, we are replacing VBScript with more advanced alternatives such as JavaScript and PowerShell. Find out what VBScript deprecation means for you and how you can get ready. What is VBScript? Visual Basic Scripting Edition, commonly referred to as VBScript, is a lightweight scripting language first introduced by Microsoft in 1996. The language has been available as a system component in Windows OS and has been widely used for automating tasks and controlling applications on Windows-ba...
Azure CI/CD: Govern seamlessly from start to finish
Debjyoti Ganguly shares insights on a resilient end-to-end cloud governance framework for Azure CI/CD pipelines. Hey there, tech enthusiasts! This article serves as a technical guide to implementing a resilient end-to-end cloud governance framework for Azure CI/CD pipelines. It is designed to be vendor-agnostic and aligns seamlessly with enterprise security objectives, considerations, and compliance requirements. Throughout this discourse, we will employ the Azure Role-Based Access Control (RBAC) model, a familiar concept utilized within the Azure Resource Manager framework. Decisive Process Deconstructi...
Azure Machine Learning Service for Kubernetes Architects: Deploy Your First Model on AKS with AZ CLI v2
Joseph Masengesho provides a step-by-step tutorial on how to deploy your first ML model on AKS. In a previous post, I provided a lengthy write-up about my understanding of using Kubernetes as a compute target in Azure ML from a Kubernetes architect’s perspective. In this post, I will offer a step-by-step tutorial that teaches you how to deploy your first ML model on AKS. As a disclaimer, I am not a data scientist; however, I work with customers who deploy ML workloads on Kubernetes. In this tutorial, we will deploy a trained regression model based on the MNIST Dataset, which consists of 60K handwritten digi...