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Custom Azure AI Agents with CoPilot Studio and M365 CoPilot","conversation":{"__ref":"Conversation:conversation:4405070"},"id":"message:4405070","revisionNum":1,"uid":4405070,"depth":0,"board":{"__ref":"Blog:board:AIPlatformBlog"},"author":{"__ref":"User:user:1592394"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":722},"postTime":"2025-04-16T16:00:41.395-07:00","lastPublishTime":"2025-04-16T16:00:41.395-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Integrating Custom Agents with Copilot Studio and M365 Copilot \n   \n In today's fast-paced digital world, integrating custom agents with Copilot Studio and M365 Copilot can significantly enhance your company's digital presence and extend your CoPilot platform to your enterprise applications and data. This blog will guide you through the integration steps of bringing your custom Azure AI Agent Service within an Azure Function App, into a Copilot Studio solution and publishing it to M365 and Teams Applications. \n   \n When Might This Be Necessary: \n   \n Integrating custom agents with Copilot Studio and M365 Copilot is necessary when you want to extend customization to automate tasks, streamline processes, and provide better user experience for your end-users. This integration is particularly useful for organizations looking to streamline their AI Platform, extend out-of-the-box functionality, and leverage existing enterprise data and applications to optimize their operations. Custom agents built on Azure allow you to achieve greater customization and flexibility than using Copilot Studio agents alone. \n   \n What You Will Need: To get started, you will need the following: \n \n Azure AI Foundry \n Azure OpenAI Service \n Copilot Studio Developer License \n Microsoft Teams Enterprise License \n M365 Copilot License \n \n Steps to Integrate Custom Agents: \n Create a Project in Azure AI Foundry: Navigate to Azure AI Foundry and create a project. Select 'Agents' from the 'Build and Customize' menu pane on the left side of the screen and click the blue button to create a new agent. \n Customize Your Agent: Your agent will automatically be assigned an Agent ID. Give your agent a name and assign the model your agent will use. Customize your agent with instructions: \n   \n \n   \n   \n Add your knowledge source:  You can connect to Azure AI Search, load files directly to your agent, link to Microsoft Fabric, or connect to third-party sources like Tripadvisor. In our example, we are only testing the CoPilot integration steps of the AI Agent, so we did not build out additional options of providing grounding knowledge or function calling here.  \n   \n \n Test Your Agent: Once you have created your agent, test it in the playground. If you are happy with it, you are ready to call the agent in an Azure Function. \n   \n Create and Publish an Azure Function: Use the sample function code from the GitHub repository to call the Azure AI Project and Agent. Publish your Azure Function to make it available for integration. azure-ai-foundry-agent/function_app.py at main · azure-data-ai-hub/azure-ai-foundry-agent \n   \n Build a Flow in Power Platform: Move into the Power Platform (https://make.powerapps.com) to build out a flow that connects your Copilot Studio solution to your Azure Function App. \n When creating a new flow, select 'Build an instant cloud flow' and trigger the flow using 'Run a flow from Copilot'. \n   \n \n   \n Add an HTTP action to call the Function using the URL and pass the message prompt from the end user with your URL. The output of your function is plain text, so you can pass the response from your Azure AI Agent directly to your Copilot Studio solution. \n   \n \n   \n   \n Create Your Copilot Studio Agent: Navigate to Microsoft Copilot Studio and select 'Agents', then 'New Agent'. \n   \n \n   \n Now select ‘Create’ button at the top of the screen   \n   \n \n   \n From the top menu, navigate to ‘Topics’ and ‘System’. We will open up the ‘Conversation boosting’ topic. \n   \n \n   \n When you first open the Conversation boosting topic, you will see a template of connected nodes. Delete all but the initial ‘Trigger’ node. \n   \n \n   \n Now we will rebuild the conversation boosting agent to call the Flow you built in the previous step. Select 'Add an Action' and then select the option for existing Power Automate flow. Pass the response from your Custom Agent to the end user and end the current topic. \n   \n \n   \n Make Agent Available in M365 Copilot: Navigate to the 'Channels' menu and select 'Teams + Microsoft 365'. \n   \n \n   \n Be sure to select the box to 'Make agent available in M365 Copilot'. Save and re-publish your Copilot Agent. \n   \n \n   \n It may take up to 24 hours for the Copilot Agent to appear in M365 Teams agents list. Once it has loaded, select the 'Get Agents' option from the side menu of Copilot \n   \n \n   \n and pin your Copilot Studio Agent to your featured agent list \n   \n \n   \n Now, you can chat with your custom Azure AI Agent, directly from M365 Copilot! \n   \n \n   \n   \n   \n   \n Conclusion: By following these steps, you can successfully integrate custom Azure AI Agents with Copilot Studio and M365 Copilot, enhancing you’re the utility of your existing platform and improving operational efficiency. This integration allows you to automate tasks, streamline processes, and provide better user experience for your end-users. Give it a try! \n   \n Curious of how to bring custom models from your AI Foundry to your CoPilot Studio solutions? \n Check out this blog 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Sentinel","shortTitle":"Microsoft Sentinel","parent":{"__ref":"Category:category:microsoft-sentinel"}},"User:user:87238":{"__typename":"User","uid":87238,"login":"Richard_Scar","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-5.svg?time=0"},"id":"user:87238"},"ForumTopicMessage:message:4403152":{"__typename":"ForumTopicMessage","subject":"Extract Email Address from Incident Entity","conversation":{"__ref":"Conversation:conversation:4403152"},"id":"message:4403152","revisionNum":1,"uid":4403152,"depth":0,"board":{"__ref":"Forum:board:MicrosoftSentinel"},"author":{"__ref":"User:user:87238"},"metrics":{"__typename":"MessageMetrics","views":80},"postTime":"2025-04-10T13:42:12.222-07:00","lastPublishTime":"2025-04-10T13:42:12.222-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" I'm trying to put together a logic app that will reset a users password and also send them as email notifying them why their password was reset. The logic app triggers off a sentinel incident. The users email address I need to send to is from the Entities properties of the Sentinel incident. How can I extract the users email address? Its in the \"MailAddress\" property of each Entity. I believe Im going to have to parse it out of the JSON result but need some guidance if that is the case. Appreciate any help. ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"515","kudosSumWeight":0,"repliesCount":4,"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:4405962":{"__typename":"Conversation","id":"conversation:4405962","topic":{"__typename":"ForumTopicMessage","uid":4405962},"lastPostingActivityTime":"2025-04-19T16:45:50.515-07:00","solved":false},"User:user:2619738":{"__typename":"User","uid":2619738,"login":"Amadou_OuryD","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-10.svg?time=0"},"id":"user:2619738"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDA1OTYyLVBFQ0dKZQ?revision=1\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDA1OTYyLVBFQ0dKZQ?revision=1","title":"image.png","associationType":"BODY","width":472,"height":485,"altText":""},"ForumTopicMessage:message:4405962":{"__typename":"ForumTopicMessage","subject":"Playbook when incident trigger is not working","conversation":{"__ref":"Conversation:conversation:4405962"},"id":"message:4405962","revisionNum":1,"uid":4405962,"depth":0,"board":{"__ref":"Forum:board:MicrosoftSentinel"},"author":{"__ref":"User:user:2619738"},"metrics":{"__typename":"MessageMetrics","views":9},"postTime":"2025-04-19T16:45:50.515-07:00","lastPublishTime":"2025-04-19T16:45:50.515-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Hi  I want to create a playbook to automatically revoke session user when incident with specifics title or gravity is created. But after some test the playbook is'nt run autimacally, it work when I run it manually. I did'nt find what I do wrong. See the image  and the code bellow. Thanks in advance! { \"definition\": { \"$schema\": \"https://schema.management.azure.com/providers/Microsoft.Logic/schemas/2016-06-01/workflowdefinition.json#\", \"contentVersion\": \"1.0.0.0\", \"triggers\": { \"Microsoft_Sentinel_incident\": { \"type\": \"ApiConnectionWebhook\", \"inputs\": { \"host\": { \"connection\": { \"name\": \"@parameters('$connections')['azuresentinel']['connectionId']\" } }, \"body\": { \"callback_url\": \"@{listCallbackUrl()}\" }, \"path\": \"/incident-creation\" } } }, \"actions\": { \"Get_incident\": { \"type\": \"ApiConnection\", \"inputs\": { \"host\": { \"connection\": { \"name\": \"@parameters('$connections')['azuresentinel-1']['connectionId']\" } }, \"method\": \"post\", \"body\": { \"incidentArmId\": \"@triggerBody()?['object']?['id']\" }, \"path\": \"/Incidents\" }, \"runAfter\": {} }, \"Send_e-mail_(V2)\": { \"type\": \"ApiConnection\", \"inputs\": { \"host\": { \"connection\": { \"name\": \"@parameters('$connections')['office365']['connectionId']\" } }, \"method\": \"post\", \"body\": { \"To\": \"email address removed for privacy reasons\", \"Subject\": \"Ceci est un test\", \"Body\": \"</p> <p class=\"\\&quot;editor-paragraph\\&quot;\">@{body('Get_incident')?['id']}</p> <p class=\"\\&quot;editor-paragraph\\&quot;\">@{body('Get_incident')?['properties']?['description']}</p> <p class=\"\\&quot;editor-paragraph\\&quot;\">@{body('Get_incident')?['properties']?['incidentNumber']}</p> <p>\", \"Importance\": \"Normal\" }, \"path\": \"/v2/Mail\" }, \"runAfter\": { \"Get_incident\": [ \"Succeeded\" ] } } }, \"outputs\": {}, \"parameters\": { \"$connections\": { \"type\": \"Object\", \"defaultValue\": {} } } }, \"parameters\": { \"$connections\": { \"type\": \"Object\", \"value\": { \"azuresentinel\": { \"id\": \"/subscriptions/xxxx/providers/Microsoft.Web/locations/xxxxx/managedApis/xxxxxxx\", \"connectionId\": \"/subscriptions/xxxxxxx/resourceGroups/xxxxxx/providers/Microsoft.Web/connections/azuresentinel-Revoke-RiskySessions1\", \"connectionName\": \"azuresentinel-Revoke-RiskySessions1\", \"connectionProperties\": { \"authentication\": { \"type\": \"ManagedServiceIdentity\" } } }, \"azuresentinel-1\": { \"id\": \"/subscriptions/xxxxxx/providers/Microsoft.Web/locations/xxxx/managedApis/xxx\", \"connectionId\": \"/subscriptions/xxxxxxx/resourceGroups/xxxxx/providers/Microsoft.Web/connections/xxxx\", \"connectionName\": \"xxxxxx\", \"connectionProperties\": { \"authentication\": { \"type\": \"ManagedServiceIdentity\" } } }, \"office365\": { \"id\": \"/subscriptions/xxxxxx/providers/Microsoft.Web/locations/xxxxx/managedApis/office365\", \"connectionId\": \"/subscriptions/xxxxx/resourceGroups/xxxxxx/providers/Microsoft.Web/connections/o365-Test_Send-email-incident-to-xxxx\", \"connectionName\": \"o365-Test_Send-email-incident-to-xxxxx\" } } } } }   ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"3000","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/bS00NDA1OTYyLVBFQ0dKZQ?revision=1\"}"}}],"totalCount":1,"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:4400917":{"__typename":"Conversation","id":"conversation:4400917","topic":{"__typename":"ForumTopicMessage","uid":4400917},"lastPostingActivityTime":"2025-04-15T14:31:51.033-07:00","solved":false},"User:user:2981724":{"__typename":"User","uid":2981724,"login":"qlts","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-2.svg?time=0"},"id":"user:2981724"},"ForumTopicMessage:message:4400917":{"__typename":"ForumTopicMessage","subject":"Sentinel incident playbook - get alert entities","conversation":{"__ref":"Conversation:conversation:4400917"},"id":"message:4400917","revisionNum":1,"uid":4400917,"depth":0,"board":{"__ref":"Forum:board:MicrosoftSentinel"},"author":{"__ref":"User:user:2981724"},"metrics":{"__typename":"MessageMetrics","views":127},"postTime":"2025-04-04T04:04:15.317-07:00","lastPublishTime":"2025-04-04T04:04:15.317-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Hi! My main task is to get all alerts (alerts, not incidents) from sentinel (analytics rules and Defender XDR) to external case management. For different reasons we need to do this on alert level. Alert trigger by design works perfectly, but this does not trigger on Defender alerts on Sentinel, only analytic rules. When using Sentinel incident trigger, then i'm not able to extract entities related to alerts, only incident releated entities. Final output is sent with HTTP post to our external system using logic app.   Any ideas how to get in logic app all alerts with their entities? ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"598","kudosSumWeight":1,"repliesCount":5,"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:4374296":{"__typename":"Conversation","id":"conversation:4374296","topic":{"__typename":"IdeaTopicMessage","uid":4374296},"lastPostingActivityTime":"2025-04-15T09:36:08.103-07:00","solved":false},"Idea:board:AzureVirtualDesktop":{"__typename":"Idea","id":"board:AzureVirtualDesktop","displayId":"AzureVirtualDesktop","nodeType":"board","conversationStyle":"IDEA","title":"Azure Virtual Desktop Feedback","shortTitle":"Azure Virtual Desktop Feedback","parent":{"__ref":"Category:category:Azure"}},"User:user:1478249":{"__typename":"User","uid":1478249,"login":"JMonty","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-12.svg?time=0"},"id":"user:1478249"},"IdeaTopicMessage:message:4374296":{"__typename":"IdeaTopicMessage","subject":"Need insight to domain join failures for session host configuration","conversation":{"__ref":"Conversation:conversation:4374296"},"id":"message:4374296","revisionNum":1,"uid":4374296,"depth":0,"board":{"__ref":"Idea:board:AzureVirtualDesktop"},"author":{"__ref":"User:user:1478249"},"metrics":{"__typename":"MessageMetrics","views":66},"postTime":"2025-02-05T14:40:00.755-08:00","lastPublishTime":"2025-02-05T14:40:00.755-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" We are trying to use the session host configuration for a new AVD host pool. We have confirmed that it can join computer to the specified OU without difficulty when we do it manually, and that the key vault access is intact since the local admin is created without issue.   But any new session hosts fail to join to the domain. They're created with all other specifications.   If we try to add them manually it seems to create some kind of instability in the FSLogix where it will then permanently hang for users when trying to log off.   It would be good if we had insight to the domain join failures so we don't have to manually join them.   In the deployment I can see the network, the VM, and a DSC, but that DSC is only for joining to the AVD Host pool. I don't see anything in it to join using the key vault credentials.   ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"864","kudosSumWeight":0,"repliesCount":2,"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:4403082":{"__typename":"Conversation","id":"conversation:4403082","topic":{"__typename":"ForumTopicMessage","uid":4403082},"lastPostingActivityTime":"2025-04-10T10:17:39.722-07:00","solved":false},"ForumTopicMessage:message:4403082":{"__typename":"ForumTopicMessage","subject":"Retrieving MailAddress from Entity for Logic App","conversation":{"__ref":"Conversation:conversation:4403082"},"id":"message:4403082","revisionNum":1,"uid":4403082,"depth":0,"board":{"__ref":"Forum:board:MicrosoftSentinel"},"author":{"__ref":"User:user:87238"},"metrics":{"__typename":"MessageMetrics","views":15},"postTime":"2025-04-10T10:17:39.722-07:00","lastPublishTime":"2025-04-10T10:17:39.722-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" I'm trying to put together a logic app that will reset a users password and also send them an email notifying them why their password was reset. The logic app triggers off a sentinel incident. The users email address I need to send to is from the Entities properties of the Sentinel incident. How can I extract the users email address? Its in the \"MailAddress\" property of each Entity. I believe Im going to have to parse it out of the JSON result but need some guidance if that is the case. Appreciate any help. ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"515","kudosSumWeight":0,"repliesCount":0,"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:4402157":{"__typename":"Conversation","id":"conversation:4402157","topic":{"__typename":"BlogTopicMessage","uid":4402157},"lastPostingActivityTime":"2025-04-09T09:10:27.637-07:00","solved":false},"Category:category:microsoft-defender-xdr":{"__typename":"Category","id":"category:microsoft-defender-xdr","displayId":"microsoft-defender-xdr"},"Blog:board:MicrosoftThreatProtectionBlog":{"__typename":"Blog","id":"board:MicrosoftThreatProtectionBlog","displayId":"MicrosoftThreatProtectionBlog","nodeType":"board","conversationStyle":"BLOG","title":"Microsoft Defender XDR Blog","shortTitle":"Microsoft Defender XDR Blog","parent":{"__ref":"Category:category:microsoft-defender-xdr"}},"User:user:2986721":{"__typename":"User","uid":2986721,"login":"AvivSharon","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-10.svg?time=0"},"id":"user:2986721"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAyMTU3LWZoc0JyOA?revision=3\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAyMTU3LWZoc0JyOA?revision=3","title":"20250424 - Threat Protection business update_RobL.jpg","associationType":"COVER","width":1280,"height":720,"altText":""},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAyMTU3LWFEUGJzMw?revision=3\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAyMTU3LWFEUGJzMw?revision=3","title":"clipboard_image-1-1744146528123.png","associationType":"BODY","width":800,"height":427,"altText":""},"BlogTopicMessage:message:4402157":{"__typename":"BlogTopicMessage","subject":"Automatic attack disruption: Enhanced containment for critical assets and shadow IT","conversation":{"__ref":"Conversation:conversation:4402157"},"id":"message:4402157","revisionNum":3,"uid":4402157,"depth":0,"board":{"__ref":"Blog:board:MicrosoftThreatProtectionBlog"},"author":{"__ref":"User:user:2986721"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":3358},"postTime":"2025-04-09T09:00:00.028-07:00","lastPublishTime":"2025-04-09T09:10:27.637-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Staying ahead of attackers is tough, as they constantly evolve and use advanced techniques like AI to exploit vulnerabilities. Protecting high-value assets is even harder, as these are prime targets. Security teams must constantly adapt to outpace attackers, balancing proactive measures with the need for speed and innovation. This is why Microsoft Defender XDR developed automatic attack disruption, a built-in self-defense capability that contains in-progress attacks to prevent further lateral movement & damage to an organization. We’re thrilled to introduce new, extended capabilities in automatic attack disruption, designed to further stop attackers and restrict them from moving laterally across the network by leveraging compromised devices. Specifically, within Microsoft Defender for Endpoint which disrupt ransomware on its own. \n With this expansion, we now offer: \n \n Granular containment of critical assets – Helping ensure essential infrastructure remains operational while blocking attacker activity. \n Containment of IP addresses linked to undiscovered devices – Helping to prevent attackers from exploiting shadow IT and unmanaged endpoints. \n \n Granular Containment of Critical Assets \n Critical assets—such as Domain Controllers, DNS, and DHCP servers—are prime targets for adversaries. These systems serve as strategic footholds for attackers to establish persistence, escalate privileges, and compromise further resources. However, containing these devices has traditionally been challenging, as full isolation could disrupt business operations. \n With this new capability, Defender for Endpoint applies intelligent, device role-based, granular containment to limit only specific network functionalities and interfaces used for malicious activity, while keeping essential functions running. This means: \n \n Attackers lose their ability to move laterally and escalate their attack. \n Key network functions are preserved, ensuring business continuity. \n Compromised critical assets remain operational while being protected. \n \n Containing IP addresses of undiscovered devices \n Shadow IT and unmanaged devices present a hidden security risk. Often unmonitored, these devices become easy targets for attackers to exploit for lateral movement. \n With the new IP address containment capability, Defender for Endpoint can now identify and incriminate malicious IP addresses linked to unmanaged or undiscovered devices and automatically contain those IPs, preventing attackers from getting their foot in the door through vulnerable, unmanaged devices before spreading to other non-compromised devices. \n   \n Configuring IP containment \n  Excluding assets from automatic attack disruption is not recommended as it can reduce the effectiveness of protecting your environment from sophisticated, high-impact attacks. If there is still a need to exclude an IP subnet or multiple IP addresses, this can be done within the Microsoft Defender XDR portal as follows: \n \n Under Automated responses, select Devices. \n In the IPs tab, select Exclude IP to exclude an IP address. \n In the flyout pane, enter the IP address/IP range/IP subnet you want to exclude. You can add multiple IP addresses and IP subnets by separating them with a comma. \n \n   \n \n For full configuration options see the Defender XDR documentation. \n While security is undeniably challenging, security analysts should feel empowered by their tools to effectively combat against attacks. With continuous innovation and the ability to adapt to the latest threats, they can stay resilient and confident in their ability to protect valuable assets. The ever-evolving landscape of cybersecurity is demanding, but with the right resources, analysts are well-equipped to tackle it head-on. \n   \n Get started \n \n Make sure your organization fulfills the Microsoft Defender XDR pre-requisites. \n Deploy Defender for Endpoint. A free trial is available here. \n \n Learn more \n \n Read our latest security blog on how we protect against ransomware attacks using domain controllers \n Read our latest Defender for Endpoint e-book \n Check out our documentation to learn more about Microsoft Defender XDR's attack disruption prerequisites, available controls, and indications. \n Learn more about our Device Containment capabilities. \n Learn more about other scenarios supported by automatic attack disruption. \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"4425","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/bS00NDAyMTU3LWZoc0JyOA?revision=3\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjUuMXwyLjF8b3wyNXxfTlZffDI","node":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAyMTU3LWFEUGJzMw?revision=3\"}"}}],"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":{"__typename":"UploadedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAyMTU3LWZoc0JyOA?revision=3"},"coverImageProperties":{"__typename":"CoverImageProperties","style":"WIDE","titlePosition":"BOTTOM","altText":""}},"Conversation:conversation:4372781":{"__typename":"Conversation","id":"conversation:4372781","topic":{"__typename":"ForumTopicMessage","uid":4372781},"lastPostingActivityTime":"2025-04-08T14:19:05.552-07:00","solved":false},"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:2174647":{"__typename":"User","uid":2174647,"login":"SKadish","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-11.svg?time=0"},"id":"user:2174647"},"ForumTopicMessage:message:4372781":{"__typename":"ForumTopicMessage","subject":"Are critical asset management rules incompatible with Entra ID?","conversation":{"__ref":"Conversation:conversation:4372781"},"id":"message:4372781","revisionNum":1,"uid":4372781,"depth":0,"board":{"__ref":"Forum:board:MicrosoftThreatProtection"},"author":{"__ref":"User:user:2174647"},"metrics":{"__typename":"MessageMetrics","views":74},"postTime":"2025-01-31T12:44:41.487-08:00","lastPublishTime":"2025-01-31T12:44:41.487-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" I am trying to create some custom asset management rules based on filters like logged on username, user criticality, and user groups.  No matter what I try no assets show up.  Even if I use the format azuread\\<username>, no assets are returned by the filter.  Are these filters incompatible with Entra ID?  Do they only work with on-premise AD? ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"372","kudosSumWeight":0,"repliesCount":4,"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:4401025":{"__typename":"Conversation","id":"conversation:4401025","topic":{"__typename":"BlogTopicMessage","uid":4401025},"lastPostingActivityTime":"2025-04-07T08:00:43.443-07:00","solved":false},"User:user:1342559":{"__typename":"User","uid":1342559,"login":"Marco_Casalaina","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0xMzQyNTU5LTM1ODI3NGkzQTI5ODhEODMxQjM3QkI4"},"id":"user:1342559"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAxMDI1LWlFb2Zqcw?revision=2\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAxMDI1LWlFb2Zqcw?revision=2","title":"The Future of AI.png","associationType":"COVER","width":641,"height":644,"altText":""},"BlogTopicMessage:message:4401025":{"__typename":"BlogTopicMessage","subject":"The Future of AI: Computer Use Agents Have Arrived","conversation":{"__ref":"Conversation:conversation:4401025"},"id":"message:4401025","revisionNum":2,"uid":4401025,"depth":0,"board":{"__ref":"Blog:board:AIPlatformBlog"},"author":{"__ref":"User:user:1342559"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":" Discover the groundbreaking advancements in AI with Computer Use Agents (CUAs). In this blog, Marco Casalaina shares how to use the Responses API from Azure OpenAI Service, showcasing how CUAs can launch apps, navigate websites, and reason through tasks. Learn how CUAs utilize multimodal models for computer vision and AI frameworks to enhance automation. Explore the differences between CUAs and traditional Robotic Process Automation (RPA), and understand how CUAs can complement RPA systems. Dive into the future of automation and see how CUAs are set to revolutionize the way we interact with technology. ","introduction":"","metrics":{"__typename":"MessageMetrics","views":1354},"postTime":"2025-04-07T08:00:43.443-07:00","lastPublishTime":"2025-04-07T08:00:43.443-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" The Future of AI blog series is an evolving collection of posts from the AI Futures team in collaboration with subject matter experts across Microsoft. In this series, we explore tools and technologies that will drive the next generation of AI. Explore more at: https://aka.ms/the-future-of-ai  \n The Future of AI: Computer Use Agents Have Arrived  \n On March 11 we announced the availability of Azure OpenAI Service's Responses API, which includes a new type of agent: a Computer Use Agent, or CUA. CUAs can literally use a computer - launching apps, navigating websites, and reasoning their way through tasks. You have to see it to believe it. In today's blog we'll explore some common questions about Computer Use Agents.  \n \n [ https://www.youtube.com/watch?v=3jXgyvCFkk0 ]  \n The Responses API is not the only CUA out there. There are now a few of them on the market. Two others I've used heavily are open source: browser-use and UI-focused (aka UFO) agents .   \n How Do CUAs Work?  \n All CUAs use the vision capabilities of multimodal models to interpret what's happening on the screen, and they combine that with an AI agent framework that can plan tasks and reason out what to do next. Some CUAs, like the Responses API, can control any type of computer or virtual machine and rely solely on computer vision to understand the screen. Others, like browser-use and UFO agents, take other cues from the systems they're controlling. These CUAs that use \"hints\" from the system they're controlling can be more accurate, but they tend to be constrained as to the types of systems they support.   \n UFOs can control a Windows computer or virtual machine, because it uses the Windows API to help it understand what's going on. Browser-use agents can only control a browser, not a whole computer or VM - but it uses the structure of the web page, called the DOM, in addition to computer vision to help it determine where it can click. You can see that in action in the below video - when it controls a page, it renders boxes around the areas of the page that are clickable.  \n \n [https://youtu.be/lRv31JF4emY?si=FmT8btQ7TuYYVqIa]  \n How to use CUAs  \n Today, CUAs are in their infancy, and you use them by downloading and implementing one of the above-mentioned tools, or by using prebuilt capabilities like Operator in OpenAI’s ChatGPT. I anticipate they will soon be everywhere - in every OS, every browser, every phone OS. In the future, you may use these agents to order from eCommerce sites, arrange travel, and make restaurant reservations, and soon, you won't remember how you ever lived without them.  \n Do CUAs Replace Robotic Process Automation (RPA)?  \n For many years, people have used Robotic Process Automation systems like UiPath and Microsoft's own Power Automate Desktop to automate applications. These tools can control computers in similar ways to CUAs, clicking through apps and websites, but they lack a reasoning capability - so if they reach a screen that looks different from what they were programmed on, they often fail.  \n But CUAs do not mean the end of RPA. In fact, they will likely be complementary tools. As a general rule, one should only use agents to perform tasks that require reasoning. If you're building an automation that is deterministic, where the tasks are predefined and the screens are not expected to change dramatically, RPA is the right choice, because agents like CUAs can make mistakes while reasoning out tasks, whereas traditional RPA executes rote steps one by one, never deviating from their instructions.  \n Many RPA vendors, including UiPath, are already building CUA capabilities into their automation systems. This means you can use them to design processes that are semi-deterministic, where a large portion of the process can be accomplished just following programmed instructions, but where some of the process requires reasoning. This will tend to deliver the best of both worlds.  \n Isn't it Inefficient for Agents to Click on User Interfaces Intended for Humans?  \n Yes, sometimes it is inefficient. When it's possible to use an agent framework like Semantic Kernel and connect it directly to a service via an API, you should do that - it's far more efficient and robust. CUAs often struggle with things like date pickers, for example, whereas agents can usually call APIs with date parameters quite competently. But some sites and apps just do not have publicly accessible APIs, and in those cases, a CUA is a good choice.  \n A middle ground is emerging with the /llms.txt proposal. Llms.txt is a text file that contains information that an agent can use to interpret a site or app without having to visually parse it. Over time, we expect this - or something like it - to emerge as a standard so that a site or app can be accessible both to humans and to agents. Nothing is set in stone yet, though.  \n Give a CUA a spin today and see what you can automate!  \n \n Learn more about the Responses API and Computer-Using Agent in Azure AI Foundry  \n \n \n Explore Azure AI Foundry ai.azure.com  \n \n \n Start using the Azure AI Foundry SDK  \n \n \n Review the Azure AI Foundry documentation  \n \n \n Take the Azure AI Learn courses  \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"5345","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/bS00NDAxMDI1LWlFb2Zqcw?revision=2\"}"}}],"totalCount":1,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[{"__typename":"VideoEdge","cursor":"MHxodHRwczovL3d3dy55b3V0dWJlLmNvbS93YXRjaD92PTNqWGd5dkNGa2swLzE3NDQwMzc3MDk0Mjh8MHwyNTsyNXx8","node":{"__typename":"AssociatedVideo","videoTag":{"__typename":"VideoTag","vid":"https://www.youtube.com/watch?v=3jXgyvCFkk0/1744037709428","thumbnail":"https://i.ytimg.com/vi/3jXgyvCFkk0/hqdefault.jpg","uploading":false,"height":240,"width":320,"title":null},"videoAssociationType":"INLINE_BODY"}},{"__typename":"VideoEdge","cursor":"MHxodHRwczovL3lvdXR1LmJlL2xSdjMxSkY0ZW1ZP3NpPUZtVDhidFE3VHVZWVZxSWEvMTc0NDAzNzc0Nzk5MHwxfDI1OzI1fHw","node":{"__typename":"AssociatedVideo","videoTag":{"__typename":"VideoTag","vid":"https://youtu.be/lRv31JF4emY?si=FmT8btQ7TuYYVqIa/1744037747990","thumbnail":"https://i.ytimg.com/vi/lRv31JF4emY/hqdefault.jpg","uploading":false,"height":240,"width":320,"title":null},"videoAssociationType":"INLINE_BODY"}}],"totalCount":2,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"coverImage":{"__typename":"UploadedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAxMDI1LWlFb2Zqcw?revision=2"},"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""}},"Conversation:conversation:4400256":{"__typename":"Conversation","id":"conversation:4400256","topic":{"__typename":"ForumTopicMessage","uid":4400256},"lastPostingActivityTime":"2025-04-02T13:00:51.883-07:00","solved":false},"User:user:1646195":{"__typename":"User","uid":1646195,"login":"EtienneFiset","registrationData":{"__typename":"RegistrationData","status":null},"deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-8.svg?time=0"},"id":"user:1646195"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAwMjU2LWUwZWxLdQ?revision=1\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDAwMjU2LWUwZWxLdQ?revision=1","title":"image.png","associationType":"BODY","width":275,"height":429,"altText":""},"ForumTopicMessage:message:4400256":{"__typename":"ForumTopicMessage","subject":"Logic app - Escaped Characters and Formatting Problems in KQL Run query and list results V2 action","conversation":{"__ref":"Conversation:conversation:4400256"},"id":"message:4400256","revisionNum":1,"uid":4400256,"depth":0,"board":{"__ref":"Forum:board:MicrosoftSentinel"},"author":{"__ref":"User:user:1646195"},"metrics":{"__typename":"MessageMetrics","views":36},"postTime":"2025-04-02T13:00:51.883-07:00","lastPublishTime":"2025-04-02T13:00:51.883-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" I’m building a Logic App to detect sign-ins from suspicious IP addresses. The logic includes: Retrieving IPs from incident entities in Microsoft Sentinel. Enriching each IP using an external API. Filtering malicious IPs based on their score and risk level. Storing those IPs in an array variable (MaliciousIPs). Creating a dynamic KQL query to check if any of the malicious IPs were used in sign-ins, using the in~ operator. Problem: When I use a Select and Join action to build the list of IPs (e.g., \"ip1\", \"ip2\"), the Logic App automatically escapes the quotes. As a result, the KQL query is built like this: IPAddress in~ ([{\"body\":\"{\\\"\\\":\\\"\\\\\\\"X.X.X.X\\\\\\\"\\\"}\"}]) Instead of the expected format: IPAddress in~ (\"X.X.X.X\", \"another.ip\") This causes a parsing error when the Run Query and List Results V2 action is executed against Log Analytics. ------------------------ Here's the For Each action loop who contain the following issue: Dynamic compose to formulate the KQL query in a concat, since it's containing the dynamic value above : concat('SigninLogs | where TimeGenerated > ago(3d) | where UserPrincipalName == \\\"',variables('CurrentUPN'),'\\\" | where IPAddress in~ (',outputs('Join_MaliciousIPs_KQL'),') | project TimeGenerated, IPAddress, DeviceDetail, AppDisplayName, Status') The Current UPN is working as expected, using the same format in a Initialize/Set variable above (Array/String(for IP's)). The rest of the loop :  Note: Even if i have a \"failed to retrieve\" error on the picture don't bother with that, it's just about the dynamic value about the Subscription, I've entered it manually, it's working fine. What I’ve tried: Using concat('\\\"', item()?['ip'], '\\\"') inside Select (causes extra escaping). Removing quotes and relying on Logic App formatting (resulted in object wrapping). Flattening the array using a secondary Select to extract only values. Using Compose to debug outputs. Despite these attempts, the query string is always malformed due to extra escaping or nested JSON structure. I would like to know if someone has encountered or have the solution to this annoying problem ? 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