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your tasks with the Automate tab—now in Excel for Windows and Mac","conversation":{"__ref":"Conversation:conversation:3705856"},"id":"message:3705856","revisionNum":9,"uid":3705856,"depth":0,"board":{"__ref":"Blog:board:ExcelBlog"},"author":{"__ref":"User:user:918701"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":" \n \n The Automate tab is growing beyond your web browser and onto your desktop! Starting today, the Automate tab is now available for all eligible users in Excel for Windows and Mac. Previously, this tab was only available in Excel on the web. ","introduction":"","metrics":{"__typename":"MessageMetrics","views":278600},"postTime":"2023-01-03T09:29:07.340-08:00","lastPublishTime":"2023-11-09T11:10:17.519-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" The Automate tab is growing beyond your web browser and onto your desktop! Starting today, the Automate tab is now available for all eligible enterprise users in Excel for Windows and Mac. Previously, this tab was only available in Excel on the web. \n \n With this new tab, create and modify scripts that automate your repetitive tasks using Office Scripts. Enhance your workbook by connecting popular applications like Microsoft Teams or SharePoint to build workflows with Power Automate. Combine these productivity technologies to have Power Automate schedule your Office Script. This tab represents the first stage of uniting automation solutions across platforms. We’re eager to hear your feedback! \n \n \n \n How it works \n Here‘s how to view and run scripts. \n \n Open any workbook in Excel for Windows or for Mac and select the Automate tab. \n Select a script from the gallery or from the All Scripts task pane. \n Click the Run button on the script’s detail page to run the script. \n \n \n \n Here’s how to make a new script. \n \n Open any workbook in Excel for Windows or for Mac and navigate to the Automate tab. All the scripts in your workbook are available, as well as our samples. \n Make your own script by selecting the New Script button. \n \n \n To modify an existing script, select Edit on the script’s details page, or select the pencil icon by hovering over any script in the All Scripts task pane. \n \n Follow these steps to connect your automations to other applications. \n \n In Excel on the web, for Windows, or for Mac, open an Excel workbook. \n Select Automate > Automate a Task. \n \n \n Select the template you want to use. \n \n \n Sign in, provide the required information, and then select the Create button. \n \n \n Learn more \n Want to get started with streamlining repetitive tasks? Check out our documentation below: \n \n Take a tutorial on reading workbook data with Office Scripts in Excel \n Learn how to call scripts from a manual Power Automate flow \n \n \n Explore how to get started with Power Automate \n \n \n Share your feedback \n We'd love to hear your feedback as you try out our feature! Give us feedback through the Feedback button located in the Help tab. Include the phrase \"Office Scripts\" or “Power Automate” to ensure the feedback gets properly routed to our team! 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Developer Blog","shortTitle":"Educator Developer Blog","parent":{"__ref":"Category:category:EducationSector"}},"User:user:102838":{"__typename":"User","uid":102838,"login":"AnthonyBartolo","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0xMDI4MzgtVDFTYjdv?image-coordinates=0%2C0%2C400%2C400"},"id":"user:102838"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzU0MTAwLTQ0NjI2MWlERkQ1OTNCMTk5MTM1Q0E3?revision=15\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzU0MTAwLTQ0NjI2MWlERkQ1OTNCMTk5MTM1Q0E3?revision=15","title":"Enabling_HyperV_on_Windows11_via_PowerShell.png","associationType":"TEASER","width":800,"height":480,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzU0MTAwLTQ0MzA5M2lGRjg5NTA1MkMxMzNCOTBC?revision=15\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzU0MTAwLTQ0MzA5M2lGRjg5NTA1MkMxMzNCOTBC?revision=15","title":"Windows11_enable_hyperV_001.png","associationType":"BODY","width":1346,"height":852,"altText":null},"BlogTopicMessage:message:3754100":{"__typename":"BlogTopicMessage","subject":"Step-By-Step: How to Create a Windows 11 VM on Hyper-V via PowerShell","conversation":{"__ref":"Conversation:conversation:3754100"},"id":"message:3754100","revisionNum":15,"uid":3754100,"depth":0,"board":{"__ref":"Blog:board:EducatorDeveloperBlog"},"author":{"__ref":"User:user:102838"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":" This step-by-step guide outlines how to create a Windows 11 virtual machine (VM) on Hyper-V using PowerShell commands. By following these instructions, IT professionals can save time and effort by automating the process and ensuring that each VM is configured correctly. This method is particularly useful for organizations that need to deploy multiple VMs quickly and efficiently. ","introduction":"","metrics":{"__typename":"MessageMetrics","views":231700},"postTime":"2023-03-02T00:04:00.036-08:00","lastPublishTime":"2023-10-13T11:49:39.505-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" As mentioned previously, Hyper-V is a virtualization technology that is not only useful for developers and IT administrators, but also for students. Using Hyper-V, students can install multiple operating systems and applications on a single physical machine. In a previous blog post, we covered steps to enable Hyper-V in Windows 11 via the Graphic User Interface (GUI). However, as many pointed out, there is a quicker way to accomplish this. \n \n PowerShell is a more efficient and effective method for creating a virtual machine (VM) on Hyper-V, but what exactly is it? PowerShell combines a command-line shell, a scripting language, and a configuration management framework into a single, cross-platform tool for automating routine tasks. PowerShell is a scripting language that allows advanced computer users and IT professionals to quickly automate routine tasks related to the administration of computer systems (including Linux, macOS, and Windows) and their associated processes. \n \n In this blog post, we'll show you how to use PowerShell to create a Windows 11 VM on Hyper-V. We'll walk you through the steps of installing Hyper-V, downloading the Windows 11 image, configuring the VM settings, and deploying the VM. \n \n Lets get started. \n \n Step 1: Check if your system is compatible \n Before you can enable Hyper-V on your Windows 11 machine, you need to make sure that your system is compatible. Here are the system requirements for Hyper-V on Windows 11: \n \n Windows 11 Pro or Enterprise 64-bit Operating System \n A 64-bit processor with Second Level Address Translation (SLAT) \n A minimum of 4 GB of RAM \n BIOS-level hardware virtualization support \n \n To check if your system is compatible, follow these steps: \n \n \n Press the Windows key + R to open the Run dialog box. \n \n \n Type msinfo32 and press Enter. \n \n \n In the System Information window, scroll down to the \"System Summary\" section and look for the Hyper-V Requirements line. If it says \"Yes\", then your system is compatible. \n \n \n \n Step 2: Enable Hyper-V on Windows 11 \n Once you have confirmed that your system is compatible, you can proceed to enable Hyper-V on your Windows 11 machine. Here's how: \n \n \n Press the Windows key + R to open the Run dialog box. \n \n \n Type optionalfeatures and press Enter. \n \n \n In the Programs and Features window, select Turn Windows features on or off in the left-hand pane. \n \n \n In the Windows Features window, scroll down to Hyper-V and check the box next to it. \n \n \n Click on OK and wait for the installation process to complete. \n \n \n Once the installation is complete, click on Restart Now to restart your computer. \n \n \n Step 3: Download the Windows 11 image \n After enabling Hyper-V, you'll need to download the Windows 11 image via follow these steps: \n \n Download the Windows 11 ISO file. \n Once downloaded, mount the Windows 11 ISO file by right-clicking the downloaded file and selecting Mount. \n Wait for the ISO file to mount, and then take note of the drive letter assigned to the mounted ISO file. \n \n \n Step 4: Configure the VM settings \n Once Hyper-V has been enabled and the Windows 11 image has been downloaded, the next step is to set up the VM. This can be done in PowerShell via the following steps: \n \n Find PowerShell in the Windows 11 search box and select Run as an administrator. \n Type the following command to create a new VM: New-VM -Name \"Windows 11 VM\" -MemoryStartupBytes 4GB -Generation 2 -NewVHDPath \"C:\\Windows11VM\\Windows11VM.vhdx\" -NewVHDSizeBytes 60GB \n Note: This command creates a new virtual machine with the name \"Windows 11 VM\" 4GB of RAM, and a virtual hard disk of 60GB. Feel free to modify as needed. \n \n \n Type the following command to assign a processor count to the VM: \n Set-VM -Name \"Windows 11 VM\" -ProcessorCount 4 \n Note: Modify processor count required. \n \n Enter the following command to setup the Windows 11 ISO file: Add-VMDvdDrive -VMName \"Windows 11 VM\" -Path \"D:\\Downloads\\Win11_22H2_English_x64v2.iso\" \n Note: Replace D with the drive letter assigned to download folder of the Window 11 ISO file. \n \n \n Enter the following command to attach the Windows 11 ISO file to the VM: \n Get-VMDvdDrive -VMName \"Windows 11 VM\" \n \n \n \n Enter the following command to setup the boot order: \n Set-VMFirmware -BootOrder \"Windows 11 VM\" -VMName \"Windows 11 VM\" \n \n \n \n Enter the following command to specify the VM Key Protector configuration: \n Set-VMKeyProtector -VMName \"Windows 11 VM\" -NewLocalKeyProtector \n \n \n \n Enter the following command to enable the virtual TPM: \n Enable-VMTPM -VMName \"Windows 11 VM\" \n \n \n \n Further resources surrounding the enablement of these resources can be found here: Hyper-V Resource Settings \n \n With your Windows 11 VM now configured, load Hyper-V Manager and start your VM. \n \n Harnessing PowerShell to create a Windows 11 VM on Hyper-V is a straightforward process that can save students time and effort to setup the solution. Following the steps outlined can enable you to create a fully functional Windows 11 VM on Hyper-V quicker than using the GUI and is particularly useful for those that need to deploy multiple VMs quickly and efficiently. PowerShell is an awesome tool you can harness to automate the entire process and ensure that each VM is configured correctly. 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Customer feedback has been loud and clear—Security Teams need more efficient and effective ways to communicate directly with Development Teams about discovered security findings. This blog walks through creating a Logic App that Security Teams can use to automate communication of discovered security issues to Development Teams. The Logic App creates a Work Item in Azure DevOps (ADO) containing repository location, description, and remediation information from DevOps security in Defender for Cloud Recommendations that Developers can use to remediate the discovered security issue. \n \n Security Operators will find this Logic App particularly useful because they do not need to be familiar with Azure DevOps or even to login to Azure DevOps to create a Work Item for their Developers. Instead, SecOps can trigger a Logic App on an affected repository and create a Work Item for a Development Team to triage and remediate. \n \n Objectives: \n \n Create a Logic App to create an Azure DevOps work item from an MDC Recommendation \n Test the Logic App \n \n Prerequisite: \n \n Connector provisioned in MDC to your Source Code Management System (such as Azure DevOps or GitHub) \n \n \n Create a Logic App to Create an ADO Work Item \n \n Login to Azure and search for or click Logic Apps \n Click + Add \n Choose a Subscription and Resource group \n Enter a name for your Logic App \n Under Plan, choose Consumption \n \n \n \n \n Click Review + create \n Click Create \n Go to the Logic App you created and click Logic app designer in the left menu \n Click Blank Logic App \n \n \n \n In the search box, type Recommendation \n \n Choose When a Microsoft Defender for Cloud Recommendation is created or triggered \n \n Click + New step \n \n Type variable in the search box \n Choose Initialize variable \n For Name, type org_name \n For Type, choose String \n \n Click + New step \n \n Type variable in the search box \n Choose Initialize variable \n For Name, type project_name \n For Type, choose String \n \n Click + New step \n \n Type variable in the search box \n Choose Initialize variable \n For Name, type repo_name \n For Type, choose String \n \n Click + New step \n \n Type variable in the search box \n Choose Set variable \n For Name, choose org_name from the dropdown menu \n For Value, click in the empty box \n In the Add dynamic content flyout, click Expression and type the following: first(skip(split(triggerBody()?['properties']?['resourceDetails']?['id'],'/'),10)) and click OK \n \n Click + New step \n \n Type variable in the search box \n Choose Set variable \n For Name, choose project_name from the dropdown menu \n For Value, click in the empty box \n In the Add dynamic content flyout, click Expression and type the following: first(skip(split(triggerBody()?['properties']?['resourceDetails']?['id'],'/'),12)) and click OK \n \n Click + New step \n \n Type variable in the search box \n Choose Set variable \n For Name, choose repo_name from the dropdown menu \n For Value, click in the empty box \n In the Add dynamic content flyout, click Expression and type the following: first(skip(split(triggerBody()?['properties']?['resourceDetails']?['id'],'/'),14)) and click OK \n \n Click + New step \n \n Type azure devops in the search box \n Click Create a work item \n Click Sign in \n Click Accept to allow the App request for the Logic App to write to Azure DevOps \n For Organization Name, click in the box, click Enter custom value \n In the Add dynamic content flyout, click org_name \n For Project name, click Enter custom value \n In the Add dynamic content flyout, click project_name \n For Work Item Type, type task \n For Title, click in the box, type the title of the work item you want to create for your Developers, such as: A security issue needs to be remediated from the following repo: \n In the Add dynamic content flyout, click repo_name \n For Description, type Description: \n In the Add dynamic content flyout, click Properties Metadata Description, then hit enter twice \n Type Remediation steps: then hit enter \n In the Add dynamic content flyout, click Properties Metadata Remediation Description \n \n Your Logic App should now look like the following: \n \n \n Your no code Logic App is now complete and needs to be tested. \n \n Test the Logic App \n \n Navigate to Microsoft Defender for Cloud \n Click Recommendations \n \n Expand Remediate vulnerabilities, click Code repositories should have secret scanning findings resolved \n Expand Affected resources, tick an Azure DevOps repository \n Click Trigger logic app \n \n In the Selected subscription dropdown, choose the Subscription that contains the Logic App \n \n Tick the box next to the Logic app \n Click Trigger \n \n Now let’s verify that your work item has been created \n \n \n Login to Azure DevOps and navigate to the Project with the repository you tested \n \n Click Boards, then click Work items to see the work item that you created \n Your work item should look similar to the following work item: \n \n \n Conclusion \n To review, we’ve walked through creating a Logic App that creates a Work Item in Azure DevOps to communicate with Developers so they can remediate security findings discovered by Microsoft Defender for Cloud. This Logic App can be executed on any Azure DevOps repository. It injects the location, description, and remediation steps in the Work Item description body so that Developers can quickly find and fix the security issue. This helps Security Operators automate communication with Developers by creating a Work Item that the Development Team can then prioritize in their Sprint Planning sessions. \n \n Additional Resources \n \n To learn more about DevOps security in Defender for Cloud, read this documentation \n Download (free) a special Appendix about DevOps security in Defender for Cloud from the latest Microsoft Defender for Cloud book published by Microsoft Press \n To learn how to onboard your Azure DevOps Source Code Management System to Defender for Cloud, read this documentation for Azure DevOps \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"7094","kudosSumWeight":2,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDE","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNjM3NjY5LTQwODM3NmlCNDZGNkM2OEI0N0M5QjI2?revision=6\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDI","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNjM3NjY5LTQwODM3N2k2MTI1ODAyRTI5MTZGMzI5?revision=6\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDM","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNjM3NjY5LTQwODM3OGk5RjlDMTNFNzdCMjA3MDRG?revision=6\"}"}}],"totalCount":3,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"coverImage":null,"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""}},"Conversation:conversation:3767727":{"__typename":"Conversation","id":"conversation:3767727","topic":{"__typename":"ForumTopicMessage","uid":3767727},"lastPostingActivityTime":"2023-04-17T00:40:10.796-07:00","solved":false},"Category:category:microsoft-defender-xdr":{"__typename":"Category","id":"category:microsoft-defender-xdr","displayId":"microsoft-defender-xdr"},"Forum:board:MicrosoftThreatProtection":{"__typename":"Forum","id":"board:MicrosoftThreatProtection","displayId":"MicrosoftThreatProtection","nodeType":"board","conversationStyle":"FORUM","title":"Microsoft Defender XDR","shortTitle":"Microsoft Defender XDR","parent":{"__ref":"Category:category:microsoft-defender-xdr"}},"User:user:63582":{"__typename":"User","uid":63582,"login":"HeikeRitter","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS02MzU4Mi0xNjE5MGkyMjgyRjAyNEFCRERGRUU3"},"id":"user:63582"},"ForumTopicMessage:message:3767727":{"__typename":"ForumTopicMessage","subject":"Ninja Cat Giveaway: Episode 3 | Sentinel integration","conversation":{"__ref":"Conversation:conversation:3767727"},"id":"message:3767727","revisionNum":2,"uid":3767727,"depth":0,"board":{"__ref":"Forum:board:MicrosoftThreatProtection"},"author":{"__ref":"User:user:63582"},"metrics":{"__typename":"MessageMetrics","views":53600},"postTime":"2023-03-14T09:06:40.966-07:00","lastPublishTime":"2023-03-14T11:50:24.460-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" For this episode, your opportunity to win a plush ninja cat is the following - \n Reply to this thread with: what was your favorite feature Javier presented? Oh and what does UEBA stand for? \n \n This offer is non-transferable and cannot be combined with any other offer. This offer ends on April 14 th , 2023, or until supplies are exhausted and is not redeemable for cash. Taxes, if there are any, are the sole responsibility of the recipient. Any gift returned as non-deliverable will not be re-sent. Please allow 6-8 weeks for shipment of your gift. Microsoft reserves the right to cancel, change, or suspend this offer at any time without notice. Offer void in Cuba, Iran, North Korea, Sudan, Syria, Region of Crimea, Russia, and where prohibited. 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Security Center at scale using ARM templates and Azure Policy","conversation":{"__ref":"Conversation:conversation:327761"},"id":"message:327761","revisionNum":8,"uid":327761,"depth":0,"board":{"__ref":"Blog:board:MicrosoftDefenderCloudBlog"},"author":{"__ref":"User:user:214230"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":52801},"postTime":"2019-01-29T22:23:45.463-08:00","lastPublishTime":"2021-11-29T12:05:20.649-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" *** Update: This blogpost has been updated with a new ARM template and new Azure Policy definitions which covers the new Security Center bundle pricings. The new ARM template can be found here, the new Azure Policy definitions can be found here *** \n \n Recently we have been receiving several customer questions on how to manage Security Center at scale in a continuous integration (CI) and continuous delivery (CD) scenario, better known as CI/CD. How do you make sure that when a new subscription is instantiated, Security Center is configured correctly and is enabled to monitor new and existing resources? How do you manage hundreds of subscriptions within your organizattion? How do you enforce your security policies? \n \n This blogpost covers two scenarios: \n \n Configure Security Center using an ARM template to support a CI/CD scenario and management at scale \n Enforce a Security Center configuration within your organization, using Azure Policy \n \n Since both ARM templates and Azure Policy talk to the Resource Manager API in Azure, by making a JSON formatted request, you can re-use the deployment section of an ARM template to author an Azure Policy definition. \n If you are new to ARM templates and are looking for guidance on authoring, go here. \n In case you want to leverage PowerShell for configuring ASC, go here. \n \n The Security Center ARM Template \n Every ARM template consists of these 7 elements (not all of them have to be used): \n \n \n It’s the “resources” element that we are interested in since the ARM template reference for Security Center hasn’t been documented yet. We are in the process of publishing which makes it easier to find which types and values are allowed and will also provide IntelliSense. I will update this post when that becomes available. \n \n In this blogpost I will cover the two most asked questions: \n \n How can I make sure that Security Center is configured for the Standard pricing tier, which unlocks all the Security Center features \n How can I enable auto provisioning, which enables automatic installation of the Microsoft Management Agent (MMA) VM extension for new resources. Please refer to the pricing tier documentation for the difference between the Free and Standard tier. \n \n Set the ASC pricing tier in an ARM template \n The new pricing tier API is fast and efficient to use. We are using the Microsoft.Security/pricings type to set our pricing tier. \n How does that look in a template? \n \n The ARM template can be found here. \n \n If you want to deploy this template, please make sure you target the subscription instead of a resource group. This is a common made mistake, since ASC lives at the subscription level, not at the resource group level. A deployment would look like this (using PowerShell): \n New-AzDeployment -Name myAscDeploy -Location <yourLocation> -TemplateFile ‘<yourTemplateFileAndPathHere>' -Verbose \n \n Since you have probably noticed the usage of a parameter, so you can flip it from “Free” to “Standard” or the other way around, you will be prompted for this value. Please note that we are only allowing the two values specified and it is case sensitive. \n \n \n You can verify the deployment in the activity log: \n \n \n Leveraging the ARM template to create an Azure Policy \n Now that you have a working ARM template, you can use it to create a deployIfNotExists type of Azure policy which allows you to remediate if the policy definition is non-compliant. \n If you are just starting with Azure Policy, I would recommend to explore our documentation for guidance on different policy definitions. \n \n Leveraging the ARM template we just created, you can construct a deployIfNotExists Azure Policy. \n You first need to create the section that allows you to find the pricingTier field and value (Standard). For this to work, you need to target your Policy at the right scope (subscriptions or higher), then you define the “effect” (deployIfNotExists) and you set the type to Microsoft.Security/pricings, where the field and value lives which we are looking for. \n \n \n If the existenceCondition returns false and you want to remediate it, you need to define a deployment section under the resources section, where you define your target type and properties. \n \n You can find the Azure Policy shown above here. \n \n Having your ARM Policy defined, you can now create and assign your new Azure Policy. \n Please note that you need the appropriate permissions to create a managed identity. This ensures that the policy has the appropriate permissions to change the Security Center configuration at the subscription level. \n \n \n It takes around 30 minutes for the policy to take effect as mentioned in the confirmation. \n \n \n Your policy will remain in this state for a while: \n \n \n Then after around 30 minutes, you will notice a non-compliant assignment, as shown below. \n \n \n If you click on the assignment, you can explore which resource is non-compliant. You can click on Create Remediation Task to remediate it. \n \n \n Automatically create a remediation task \n In case you want to use automation, you can leverage the Policy Insights API to create a remediation task. One of the options you have is to invoke the API using PowerShell. The script below shows an example how to accomplish that. Please note that besides the subscriptionId, you need to pass a remediationName and policyID: \n \n You can find the script to create a remediation task here. \n \n If you have succesfully executed the script, you should see something similar in your activity log: \n \n \n Your ASC pricing tier should be changed to Standard and after a policy refresh cycle, your compliance state should be updated to compliant. \n \n \n Configure Security Center auto provisioning using a custom workspace \n The following ARM template enables auto provisioning so that the Microsoft Management Agent VM extension will be deployed automatically to new created virtual machines. You will also configure a custom Log Analytics workspace instead of the default Security Center one. \n \n The ARM template for enabling auto provisioning can be found here. \n \n Please note that you need to pass specific parameters values for configuring the Log Analytics workspace like workspace name, the resource group of the workspace and the Azure subscriptionID of where the workspace is created. \n \n Deployment of the ARM template is straightforward as you have seen before while deploying the pricing tier template and should look like this: \n 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for Automatic attack disruption","conversation":{"__ref":"Conversation:conversation:3787079"},"id":"message:3787079","revisionNum":2,"uid":3787079,"depth":0,"board":{"__ref":"Forum:board:MicrosoftThreatProtection"},"author":{"__ref":"User:user:63582"},"metrics":{"__typename":"MessageMetrics","views":50999},"postTime":"2023-04-04T05:44:17.305-07:00","lastPublishTime":"2023-04-04T06:02:25.567-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Hi all, \n \n because this topic is really HOT, I thought I am sharing a collection of resources with you. \n \n Recordings: \n \n Microsoft Secure (free registration required): - How XDR defends against ransomware across the entire kill chain with Corina Feuerstein - Ask the Experts: How XDR defends against ransomware across the entire kill chain \n Ninja Show episode Attack disruption, with Hadar Feldman \n Ignite announcement: What’s new in SIEM and XDR: Attack disruption and SOC empowerment - Events | Microsoft Learn \n \n Blogs: \n \n Automatic disruption of Ransomware and BEC attacks with Microsoft 365 Defender \n XDR attack disruption in action – Defending against a recent BEC attack \n \n Documentation: \n \n Configure automatic attack disruption capabilities in Microsoft 365 Defender | Microsoft Learn \n \n What do you think about this new and exciting capability? Do you have any questions on how it works that we didn't refer to? If so feel free to start a conversation here! 🙂 Oh and if I missed another resource, let me know too! \n Heike ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"1116","kudosSumWeight":0,"repliesCount":1,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"Conversation:conversation:3869145":{"__typename":"Conversation","id":"conversation:3869145","topic":{"__typename":"BlogTopicMessage","uid":3869145},"lastPostingActivityTime":"2024-12-12T09:04:26.568-08:00","solved":false},"Category:category:microsoft-sentinel":{"__typename":"Category","id":"category:microsoft-sentinel","displayId":"microsoft-sentinel"},"Blog:board:MicrosoftSentinelBlog":{"__typename":"Blog","id":"board:MicrosoftSentinelBlog","displayId":"MicrosoftSentinelBlog","nodeType":"board","conversationStyle":"BLOG","title":"Microsoft Sentinel Blog","shortTitle":"Microsoft Sentinel Blog","parent":{"__ref":"Category:category:microsoft-sentinel"}},"User:user:1368872":{"__typename":"User","uid":1368872,"login":"chaitra_satish","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0xMzY4ODcyLTQ4NzIxMmk1QTY2OTRCMTgzNDM0M0NC"},"id":"user:1368872"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2NWlFNjUyOUYzN0Q3OEYzQzU0?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2NWlFNjUyOUYzN0Q3OEYzQzU0?revision=5","title":"chaitra_satish_0-1688863381046.png","associationType":"BODY","width":764,"height":518,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2Nmk2OTVGNjQ1NUU4MTBERjZG?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2Nmk2OTVGNjQ1NUU4MTBERjZG?revision=5","title":"chaitra_satish_1-1688863466499.png","associationType":"BODY","width":823,"height":641,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2N2k0NURENzZDMzNBQjI2QUY4?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2N2k0NURENzZDMzNBQjI2QUY4?revision=5","title":"chaitra_satish_2-1688863466505.png","associationType":"BODY","width":1217,"height":1158,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2OGkyMTk5RDAwOEVCQUE1RTBE?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2OGkyMTk5RDAwOEVCQUE1RTBE?revision=5","title":"chaitra_satish_3-1688863466524.png","associationType":"BODY","width":3138,"height":1844,"altText":null},"BlogTopicMessage:message:3869145":{"__typename":"BlogTopicMessage","subject":"Introducing the new Microsoft Sentinel simplified pricing.","conversation":{"__ref":"Conversation:conversation:3869145"},"id":"message:3869145","revisionNum":5,"uid":3869145,"depth":0,"board":{"__ref":"Blog:board:MicrosoftSentinelBlog"},"author":{"__ref":"User:user:1368872"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":" Learn about the new Microsoft Sentinel simplified price that combines the Azure Monitor Log Analytics and Microsoft Sentinel pricing tiers to a single combined tier - simplifying budgeting, billing, and cost management. ","introduction":"","metrics":{"__typename":"MessageMetrics","views":50599},"postTime":"2023-07-10T08:30:19.791-07:00","lastPublishTime":"2023-07-10T08:30:19.791-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" We are excited to announce the new simplified pricing tiers for Microsoft Sentinel. Previously, there were separate prices for Log Analytics and Microsoft Sentinel. Now there is a single combined price for both components which simplifies budgeting, billing, and cost management. \n \n \n \n Simplified pricing is rolling out for all regions throughout July. All new Microsoft Sentinel workspaces will automatically be on simplified pricing. All your existing Microsoft Sentinel workspaces will remain unchanged until you decide to move to the simplified price within the portal. You can see the current pricing tier for Log Analytics and Microsoft Sentinel in the portal with the option to switch to the new simplified price. \n \n \n \n \n Based on your specific needs and budget, you have the flexibility to choose the most optimal simplified pricing tier that is best for your workspace. While the pricing will be consistent across models for most customers, a small subset of larger customers may see a difference without a discussion directly with Microsoft. In these cases, Microsoft account teams will be reaching out proactively in July. If you would like to learn more, please reach out to your account teams before switching to simplified price. \n \n \n Benefits \n We are extending the Microsoft Defender for Server P2 (DfS P2) benefit to the new combined pricing which previously applied to the Log Analytics price, effectively increasing the benefit. Today, DfS P2 customers receive 500MB per VM per day free data benefit for specific security data tables in Log Analytics. With the new simplified pricing the benefit applies to the entire Microsoft Sentinel bill. \n \n Additionally, we will continue to offer the Microsoft Sentinel benefit for Microsoft 365 E5, A5, F5, and G5 customers when they switch to simplified pricing. \n \n Free Trials \n We are also moving to a single free trial offer starting July 5 th , 2023, for new and existing workspaces that enable Microsoft Sentinel. With this 31-day trial, customers can freely ingest up to 10 GB per day of Microsoft Sentinel and Log Analytics. The other trial with uncapped Microsoft Sentinel ingest will be discontinued. To learn more, see here. \n \n Microsoft Sentinel Pricing Page and Azure Calculator \n The pricing page, and the Azure calculator will now only have the simplified pricing to reduce complexity in estimating costs and simplify the overall pricing experience. \n \n \n \n Billing \n For existing customers, we will prefix classic to the separate pricing tiers (e.g., Classic 100GB/Day Commitment Tier) to help differentiate the prior pricing tiers from the new one. For more information, see Understand your Microsoft Sentinel bill. \n \n FAQ \n Will the total effective cost of Microsoft Sentinel change with the simplified pricing tiers? \n No. The cost of each simplified tier is simply the sum of the Azure Monitor Log Analytics and classic Microsoft Sentinel tiers in that region. \n \n How does the simplified pricing tiers impact Microsoft Sentinel pricing for additional capabilities? \n All additional capabilities such as Retention, Archive, Search, Microsoft Sentinel solution for SAP applications, Logic Apps, etc. will have no impact and continue as-is. \n \n Can I roll back to the classic Microsoft Sentinel pricing tiers after switching to the new simplified pricing tiers through the portal? \n No. This option may be available through ARM calls or with customer support’s assistance. \n \n When moving to simplified pricing, what would happen in the scenario where I currently have mismatched Log Analytics and Microsoft Sentinel tiers (e.g. 500GB commitment tier in Log Analytics and 400GB commitment tier in Microsoft Sentinel)? \n If you choose to switch the workspace to simplified pricing, you will need to choose between the 400GB and 500GB simplified tiers depending on your workspace's usage and estimated costs. \n \n Learn More \n We at Microsoft are committed to delivering innovation that helps you secure your organization while achieving business goals with the best-in-class technology and advanced threat protection. To learn more about Microsoft Sentinel see: \n \n Microsoft Sentinel - Cloud SIEM Solution | Microsoft Security \n Microsoft Sentinel Pricing | Microsoft Azure \n Try Microsoft Sentinel today | Microsoft Azure \n Pricing Calculator | Microsoft Azure \n Defender for Server P2 \n Microsoft 365 E5 benefit offer with Microsoft Sentinel | Microsoft Azure \n Simplified pricing tiers \n Understand your Microsoft Sentinel bill \n \n We would love to hear from you! Share your thoughts using the comments section below. ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"4763","kudosSumWeight":6,"repliesCount":11,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDE","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2NWlFNjUyOUYzN0Q3OEYzQzU0?revision=5\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDI","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2Nmk2OTVGNjQ1NUU4MTBERjZG?revision=5\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDM","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2N2k0NURENzZDMzNBQjI2QUY4?revision=5\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDQ","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zODY5MTQ1LTQ4NzM2OGkyMTk5RDAwOEVCQUE1RTBE?revision=5\"}"}}],"totalCount":4,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"coverImage":null,"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""}},"Conversation:conversation:379342":{"__typename":"Conversation","id":"conversation:379342","topic":{"__typename":"BlogTopicMessage","uid":379342},"lastPostingActivityTime":"2019-03-21T06:51:21.594-07:00","solved":false},"User:user:210546":{"__typename":"User","uid":210546,"login":"Lee_Stott","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0yMTA1NDYtODM5MjVpMDI2ODNGQTMwMzAwNDFGQQ"},"id":"user:210546"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzkzNDItOTQ5NzlpN0Q2NjEwRUZDQzkwMDNFRA?revision=2\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzkzNDItOTQ5NzlpN0Q2NjEwRUZDQzkwMDNFRA?revision=2","title":"","associationType":"BODY","width":240,"height":205,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzkzNDItOTQ5ODBpMjYzMEFFMDE3Qjg2RTZCRA?revision=2\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzkzNDItOTQ5ODBpMjYzMEFFMDE3Qjg2RTZCRA?revision=2","title":"","associationType":"BODY","width":851,"height":751,"altText":null},"BlogTopicMessage:message:379342":{"__typename":"BlogTopicMessage","subject":"Azure Virtual Machine auto-shutdown","conversation":{"__ref":"Conversation:conversation:379342"},"id":"message:379342","revisionNum":2,"uid":379342,"depth":0,"board":{"__ref":"Blog:board:EducatorDeveloperBlog"},"author":{"__ref":"User:user:210546"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"First published on MSDN on Sep 12, 2017 A few months ago I wrote this post https://blogs.","introduction":"","metrics":{"__typename":"MessageMetrics","views":50099},"postTime":"2019-03-21T06:51:19.686-07:00","lastPublishTime":"2019-03-21T06:51:21.594-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" \n \n \n First published on MSDN on Sep 12, 2017\n \n \n \n \n \n \n A few months ago I wrote this post\n \n https://blogs.msdn.microsoft.com/uk_faculty_connection/2017/03/31/if-your-not-using-your-infrastructure-turn-if-off-saving-costs-on-azure-2/\n \n and this post where I share the top 8 tips for saving your Azure Account $/£ see\n \n https://blogs.msdn.microsoft.com/uk_faculty_connection/2017/07/07/tips-and-tricks-to-save-money-when-using-azure/\n \n \n \n In this post I just want to focus on the methods available to auto-shutdown VMs within Azure.\n \n \n Using Auto-Shutdown within Portal.Azure.com\n \n \n This is available to all the ARM-based Azure VMs.\n \n \n \n With this feature, setting auto-shutdown can’t be easier simply select the auto-shutdown time and Time Zone in\n \n http://portal.azure.com\n \n \n \n \n \n \n \n Go to your VM blade in Azure portal.\n \n \n \n Click Auto-shutdown in the resource menu on the left-side.\n \n \n \n You will see an auto-shutdown settings page expanded, where you can specify the auto-shutdown time and time zone. You can also configure to send notification to your webhook URL 15 minutes before auto-shutdown. This post illustrates how you can\n \n set up an Azure logic app to send auto-shutdown notification\n \n .\n \n \n \n Azure Automation with Power Shell\n \n \n \n Azure automation\n \n by creating a PowerShell script which reads from the Azure metrics API. For more details see\n \n https://docs.microsoft.com/en-us/azure/automation/automation-scenario-start-stop-vm-wjson-tags\n \n At some point you would call the Virtual Machines API at the right time (and optionally send a notification)\n \n https://codehollow.com/2016/07/automatically-shutdown-virtual-machines-azure/\n \n \n \n VMPower\n \n Using 3rd party software such as\n \n VMPower\n \n . It allows you to set Azure VMs to shutdown based on CPU, Disk, and Network utilization average or maximum values. It also handles sending your team notifications via email and\n \n Slack\n \n see\n \n https://blogs.msdn.microsoft.com/stevenedouard/2017/01/25/how-to-schedule-azure-vm-shutdown-based-on-cpu-disk-network-usage/\n \n \n Stop Azure Virtual Machine using Azure Automation Runbook\n \n \n Demonstrates stopping all Microsoft Azure Virtual Machine in a specific Azure subscription. The script could be associated with the new Azure Automation Scheduler to stop Virtual Machines at specific time. Great for developers for saving on Azure Compute, if they forget to shut.\n \n \n Please refer to the following articles for using JSON based templates for managing machines.\n \n \n \n Azure Automation – Using JSON formatted tags to create a week schedule for virtual machine start-up and shutdown with Azure Automation Runbooks\n \n \n \n \n Azure Automation scenario: Using JSON-formatted tags to create a schedule for Azure VM start-up and shutdown\n \n \n \n Example from TechNet script gallery\n \n https://gallery.technet.microsoft.com/scriptcenter/Stop-Azure-Virtual-Machine-0b1fea97/view/Discussions\n \n \n \n Azure Automation for Scheduled Start-up and Shutdown of ARM Virtual Machines template on GitHub\n \n \n \n https://github.com/ratchetnclank/Invoke-Autoshutdown\n \n \n \n If your interested in contributing to Open Source Projects the following may be of interest\n \n \n \n https://github.com/blndev/azure-vm-costsaver\n \n \n \n Resources\n \n \n \n https://blogs.msdn.microsoft.com/uk_faculty_connection/2016/11/23/saving-your-azure-by-auto-shutting-down-your-services/\n \n \n \n \n https://blogs.msdn.microsoft.com/uk_faculty_connection/2016/09/09/utilising-microsoft-data-science-virtual-machine-dsvm-for-your-labs/\n \n \n \n \n https://blogs.msdn.microsoft.com/uk_faculty_connection/2017/03/31/if-your-not-using-your-infrastructure-turn-if-off-saving-costs-on-azure-2/\n \n \n \n \n https://blogs.msdn.microsoft.com/uk_faculty_connection/2017/07/07/tips-and-tricks-to-save-money-when-using-azure/\n \n \n \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"4153","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDE","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzkzNDItOTQ5NzlpN0Q2NjEwRUZDQzkwMDNFRA?revision=2\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDI","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzkzNDItOTQ5ODBpMjYzMEFFMDE3Qjg2RTZCRA?revision=2\"}"}}],"totalCount":2,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"coverImage":null,"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""}},"Conversation:conversation:3782386":{"__typename":"Conversation","id":"conversation:3782386","topic":{"__typename":"ForumTopicMessage","uid":3782386},"lastPostingActivityTime":"2023-04-17T04:45:51.618-07:00","solved":false},"ForumTopicMessage:message:3782386":{"__typename":"ForumTopicMessage","subject":"Ninja Cat Giveaway: Episode 9 | Attack disruption","conversation":{"__ref":"Conversation:conversation:3782386"},"id":"message:3782386","revisionNum":2,"uid":3782386,"depth":0,"board":{"__ref":"Forum:board:MicrosoftThreatProtection"},"author":{"__ref":"User:user:63582"},"metrics":{"__typename":"MessageMetrics","views":48899},"postTime":"2023-03-29T09:02:01.324-07:00","lastPublishTime":"2023-03-30T11:00:10.535-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" For this episode, your opportunity to win a plush ninja cat is the following – \n Explain what attack disruption means and one reason why it is critical to any organization. \n \n This offer is non-transferable and cannot be combined with any other offer. This offer ends on April 14 th , 2023, or until supplies are exhausted and is not redeemable for cash. Taxes, if there are any, are the sole responsibility of the recipient. Any gift returned as non-deliverable will not be re-sent. Please allow 6-8 weeks for shipment of your gift. Microsoft reserves the right to cancel, change, or suspend this offer at any time without notice. Offer void in Cuba, Iran, North Korea, Sudan, Syria, Region of Crimea, Russia, and where prohibited. 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tomorrow: Developing and deploying generative AI apps responsibly with Azure AI Studio","conversation":{"__ref":"Conversation:conversation:4143017"},"id":"message:4143017","revisionNum":18,"uid":4143017,"depth":0,"board":{"__ref":"Blog:board:AIPlatformBlog"},"author":{"__ref":"User:user:1852202"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":" \n \n Announcing the general availability of Azure AI Studio, a comprehensive pro-code platform to safely and responsibly develop and deploy production-ready copilots at scale ","introduction":"","metrics":{"__typename":"MessageMetrics","views":37601},"postTime":"2024-05-21T08:30:00.141-07:00","lastPublishTime":"2024-05-29T16:04:10.648-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" In the last twelve months, from casual conversations at home to in-depth debates on tech forums, the buzz around generative AI has been pervasive. It is changing how companies think about their products, how they develop software, and how they leverage technology themselves for improved productivity. \n \n In 2023, companies across the globe took time to understand the technology’s capabilities and applicability. However, a parallel realization surfaced: unconstrained, generative AI makes errors. It might generate non-existent URLs, fabricate data, issue unwarranted apologies, or even revise the Seahawks' Super Bowl 49 outcome (we are good with the last one!). These quirks are inherent to the 'generative' aspect of GenAI. \n \n With this, companies embarked on a second journey to drive quality. They tackled the challenge of mitigating unsuitable AI responses and embraced new paradigms in continuous integration/continuous delivery (CI/CD) and regression testing. They also intensified the monitoring of their AI solutions in production environments. It's a journey akin to navigating the complexities of traditional software development but compounded by the unpredictable nature of generative AI. \n \n In 2024, bugs now include inconsistencies in groundedness, fluency, output length, and unpredictable latencies - all of which require their own suites of regression testing prior to merging into the main branch. Moreover, ensuring that the generated text and media adheres to responsibility requirements is critical, with rigorous testing needed to prevent hate speech, self-harm, inappropriate sexual content, and factual inaccuracies. Additional measures are also required to repel attempts to manipulate or \"jailbreak\" the system. Once these solutions are deployed, continuous monitoring is essential, both for individual requests and overall system performance, to guard against any drift over time. \n \n To create responsible and truly transformative, customized, production-ready copilots that support advanced use cases, multiple interoperating APIs need to be combined with models, prompts, and grounding data, finetuned, tested, and deployed at scale. To accomplish this, developers need the right tools. \n \n \n \n \n Announcing Azure AI Studio \n At Microsoft, we're thrilled to announce Azure AI Studio, now generally available, as your go-to platform for developing and deploying generative AI applications securely and safely. No matter your generative AI use case, Azure AI Studio accelerates the entire generative AI development lifecycle, empowering developers to build and shape the future with AI. \n \n \n \n Azure AI Studio is a key component of Microsoft's copilot platform. It is a pro-code platform offering capabilities to fully customize and configure generative AI applications with Azure-grade security, privacy, and compliance. Flexible and integrated visual and code-first tooling and pre-built quick-start templates streamline and accelerate copilot creation using Azure AI services and tools, with full control over infrastructure. \n \n \n \n It simplifies the transition from concept to production with easy setup, management, and API support, while also helping developers address safety and quality issues. The platform includes Azure AI services like Azure OpenAI Service and Azure AI Search and familiar tooling from Azure Machine Learning, like prompt flow for guided experiences for quick prototyping. It supports code-first SDKs and CLIs, integrated with the Azure Developer (AZD) CLI and AI Toolkit for Visual Studio Code to provide the needed scalability as demand grows. \n \n \n \n API and Model Choice \n Discover the best AI services and models for your use case \n Whatever the use case, developers can build intelligent multimodal, multi-lingual copilots with out-of-the-box and customizable models and APIs, like language, speech, content safety, and more. \n \n With the model catalog, you will find over 1600 models from providers like Meta, Mistral, Microsoft, and OpenAI, including GPT 4 Turbo with Vision and Microsoft’s small language model (SLM) Phi3- and new models from Core42 and Nixtla. Models from Bria AI, Gretel, NTT DATA, Stability AI, AI21, and Cohere Rerank are coming soon. Models curated by Azure AI are the most widely deployed models, packaged and optimized to work on the Azure AI platform. At the same time, the Hugging Face collection provides the breadth of many hundreds of models which allow users to consume the exact model best for them. And there are so many more to choose from! \n \n \n Azure AI Studio's model benchmark dashboard allows developers to compare the performance of models across various industry-standard datasets to understand where specific models perform best. Benchmarks provide model evaluations using metrics such as accuracy, coherence, fluency, and GPT similarity. Users can view benchmark results in dashboard graph and list formats, enabling side-by-side model comparisons. \n \n \n \n The model catalog offers two ways to deploy models: Models as a Service (MaaS) and Models as a Platform (MaaP). MaaS provides pay-as-you-go per-token pricing, while MaaP offers models deployed on dedicated virtual machines (VMs), billed as VMs per-hour. \n \n Azure AI Studio also scans open models for security threats and vulnerabilities before onboarding them to the Azure AI collection, providing validations within model cards so developers can deploy models with confidence. \n \n \n \n Complete AI Toolchain \n Azure AI Studio offers collaborative and comprehensive tooling to support the development lifecycle and differentiate your apps. \n \n Getting setup with your hub and project \n Azure AI Studio accelerates team-based AI development with a central hub for sharing resources across projects, helping remove IT bottlenecks. Developers can also kick-off their projects through starter scripts or by using the studio UI. Once executed, the scripts will generate an .env file that includes references to the connected resources, as well as the needed access keys. \n \n \n \n Each hub can be connected to any number of projects, which inherit the hub's security configurations. Hubs and projects are security-aware entities. Administrators can be assigned within the hub to manage AI resources and control access for project members. Azure AI Studio's connection framework is designed to authenticate and integrate a diverse range of resources from Microsoft's ecosystem and external providers. \n \n \n \n Experiment with prompts in the playground \n Developers are equipped with a suite of dev-light playgrounds within AI Studio, encompassing areas like chatbots, assistants, image generation, and text completion. This flexible sandbox allows developers to experiment with various models, refine system prompts through iterative testing, and customize models – securely using their own datasets for tailored results. Developers can also experiment with safety system messages. \n \n \n \n Data retrieval with Azure AI Search \n Azure AI Search is natively supported in Azure AI Studio for retrieval augmented generation (RAG) scenarios, enabling developers to utilize data retrieval methods to ground responses based on secure, customer-specific data. The platform allows for easy integration with numerous data sources, including OneLake in Microsoft Fabric, Azure Blob Storage, and Azure Files. This integration of connections allows users to develop more intelligent and context-aware copilots because data assets can be integrated within the model workflow. \n \n \n \n Fine-tuning \n When developing generative AI applications, RAG should be used for tasks that require external knowledge while fine-tuning is appropriate for adapting pre-trained models to tasks with specific labeled data. Supervised fine-tuning is crucial for customizing models, as specialized tasks often need the reasoning of a broad model but with a relatively narrow scope of the specific task. Within Azure AI Studio, users can fine-tune models such as Babbage, Davinci, GPT-35-Turbo, and GPT-4 along with the family of Llama 3, and Phi-3. \n \n \n \n Agent-based orchestration \n Developers are increasingly driving sophisticated real-world application development as they recognize the potential of LLMs and SLMs. They're leveraging agent systems such as the Azure OpenAI Service Assistants API, function-based applications, and the AutoGen framework to solve more complex, open-ended problem statements. As one might expect, this shift brings new challenges, particularly due to the open-ended nature of the orchestration applied. \n \n \n \n Tracing and debugging \n Tracing is essential for understanding how your copilot works, especially in complex workflows where traditional IDE (Integrated Development Environment) breakpoints might not be effective. Many operations happen asynchronously or involve streaming data, causing the same line of code to execute multiple times for a single user query. Azure AI Studio’s tracing feature helps developers debug these scenarios through the prompt flow SDK with simple source code instrumentation. Tracing helps track latency issues, LLM errors, token usage, function calls, and dependency misalignments. \n \n For a code-focused experience, users can initiate a local playground using the prompt flow SDK. This allows for comprehensive unit testing while logging traces seamlessly to Azure AI Studio in the cloud or to a local repository. The service can be started from the command line or will automatically start when a trace begins. \n \n \n \n Tracing can then be done with a simple decorator. Model calls are captured automatically. \n \n \n \n Users can initiate a local testing environment through their IDE by executing the command 'pf flow test --flow'. This command leverages the prompt flow SDK to create an interactive playground with tracing enabled for each interaction, facilitating interactive testing of their application. \n \n \n \n Tracing captures and details each step of a copilot's request journey, thereby enhancing system health visibility and simplifying the debugging of complex or non-deterministic issues. Leveraging OpenTelemetry, prompt flow tracing integrates with Azure Monitor, allowing streamlined monitoring setup using connection strings for seamless configuration. \n \n \n \n \n Evaluation \n Along with tools for observability while in development and production, Azure AI Studio provides tools to systematically assess the accuracy, quality, and safety of generated outputs. Manual evaluation, that is, manually reviewing and grading an application’s generated outputs, is especially useful for tracking progress on a targeted set of priorities. For example, developers or domain experts might look at how grounded responses are for different app variants and compare the results to inform the next iteration. \n \n Automated evaluation is useful for measuring an app’s quality and safety at scale, to provide more comprehensive evaluation results. Developers can run automated evaluations using pre-built metrics or customize and build their own metrics for their unique concerns using the studio UI or the prompt flow SDK. \n \n While customers can bring their own test datasets, AI Studio helps address a key blocker for many customers, which is a lack of high-quality adversarial test data to evaluate an application’s outputs for content risks or susceptibility to jailbreak attacks. To test the safety of an application at scale, Azure AI Studio will automatically generate adversarial inputs and role-play attacks on an app to generate a test dataset of prompts and responses for evaluation. Developers can use the final scores and explanations to understand if their application is ready to ship or needs more work to mitigate risks. \n \n Evaluators help developers take customization and scale even further. Users can define an evaluator to assess their own defined attributes, such as a mix of pre-built and custom metrics and corresponding parameters, to be assessed by a GPT model. For example, a retailer that is concerned about a customer service bot exemplifying its brand attributes may design an evaluator to evaluate outputs for groundedness (a pre-built metric) and politeness (a custom metric). Evaluators can be versioned and shared across an organization, so the retailer could opt to run their custom brand evaluator with every automated evaluation for improved consistency across projects. Developers can run evaluators locally and log results in the cloud using the prompt flow SDK or run them as part of an automated evaluation within the Azure AI Studio UI. \n \n \n \n \n Responsible AI Tools & Practices \n Safeguard AI apps with configurable filters and controls \n Once customers deploy their solutions, Azure AI Content Safety protects the application endpoint by running input prompts and output completions through a variety of classification models. Built-in safety metrics are designed to help identify and prevent harmful, biased, ungrounded, and inappropriate content, as well as prompt injection attacks critical for maintaining user trust. At Build, we are announcing custom categories so users can create and use custom content filters in addition to the provided default filters. \n \n \n Enterprise-grade production at scale \n Developers can deploy and scale their AI innovations to Azure web apps for use in websites and applications or as containerized models for local deployment – with tools to manage and continuously monitor their solutions for safety, quality, and token consumption. They can also automate workflows and alerts for timely issue resolution. \n \n Developers maintain agility with resource management across the organization. They can secure managed online endpoints with Microsoft Entra ID, and with Azure, enterprise-grade security, privacy, and compliance are included for governance at scale. \n \n Custom copilots in production \n Azure AI is driving innovation for over 53,000 customers to date and growing. Customers are delivering multi-modal knowledge mining with enterprise chat and are improving customer interactions and service with advanced data and speech analytics. They are also generating content more efficiently, while supporting enhanced sales and marketing strategies with hyper-personalization. \n \n Sweco’s GPT \n Sweco, one of Europe’s architecture and engineering firms, developed SwecoGPT to help their consultants find critical project information, create and analyze documents, and use the time they save to deliver more personalized services to their customers. With Azure AI Studio, they were able to rapidly deploy, highlighting Azure AI's scalability and power. \n \n “With Azure AI Studio, [we were] able to rapidly develop a proof of concept (POC) to show how a SwecoGPT could look, operate, and benefit our consultants and our business as a whole. This just showcases the power and scalability of Azure AI.” - David Hunter, Sweco Head of AI and Automation \n \n \"The potential of Azure AI Studio for us—and what we can do with it for our customers—is infinite.” - Shah Muhammad, Sweco AB Head of AI Innovation \n \n Parloa’s Conversational AI platform \n Parloa, used Azure AI Studio to create a multilingual AI copilot that streamlines customer service across communication channels. \n \n \"We see Azure AI Studio as a powerful new developer platform that helps us develop AI agents for the intelligent contact center platform of the future.” - Ciaran O'Reilly, Parloa Conversational AI Engineering Lead \n \n Vodafone’s SuperTOBI \n Earlier this year, Vodafone announced a 10-year generative AI strategic partnership with Microsoft. The telecommunications provider used Azure AI Studio to develop its SuperTOBI Chatbot, a real-time, hyper-personalized call center experience. The AI agent helps customers pay their bills, solve network issues, and order a new phone if needed. If TOBI is unable to answer a customer’s question, it automatically transfers the customer to a human customer support agent. \n \n “Part of using new technologies is experimentation and the ability to easily collaborate. With Azure AI Studio, you can interact with other people and with projects through a code-first approach to seamlessly explore, build, test, and deploy, using cutting-edge AI tools and machine learning models.” - Ahmed Elsayed, Vodafone CIO UK and Digital Engineering Director \n \n H&R Block's AI Tax Assist \n H&R Block is a long-time Azure AI customer. Its newest innovation, AI Tax Assist, is an AI agent that streamlines tax filing. \n \n “With Azure AI Studio, our devs can code faster, so they had time to ‘experiment’ to fine-tune features like enabling individuals to ask as many questions as needed conversationally and the ability to revisit previous conversation threads. It’s an approach we’re continuing—to push innovation and deliver the best experiences.” - Aditya Thadani, H&R Block Vice President Artificial Intelligence Platforms \n \n Customer innovation with Azure AI Studio not only highlights the platform’s robust capabilities, but also demonstrates its role in driving significant time savings and efficiency improvements across industries. There are many additional customer stories featured on ai.microsoft.com. \n \n Your journey into the next generation of AI starts now \n Azure AI Studio is at the forefront of reshaping how we approach AI application development, presenting a thoughtful and powerful platform that aligns innovation with responsibility. With the support of Microsoft's technology, development teams have the tools to confidently explore the possibilities of generative AI and deploy production-ready copilots. So why wait? Dive in and experience the cutting-edge capabilities of Azure AI Studio for yourself – start building, testing, and deploying with confidence and ease today! \n \n Get started with Azure AI Studio \n \n Build with Azure AI Studio: ai.azure.com \n \n \n Learn how to build AI solutions: Azure AI Studio Training Modules and register for the Azure AI Cloud Skills Challenge \n \n \n Use the GitHub repos: Contoso Chat and Process Automation \n \n \n Learn more with Azure AI Studio documentation \n \n \n Get the latest Azure AI news and resources \n 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