The last few months have shown us the true potential of generative AI, and the next big breakthrough in AI goes beyond just having powerful models. It's about connecting this AI with your data and systems.
Our generative AI capabilities give you access to some of the most mind-blowing language models on the planet, including GPT-4, Turbo, and ChatGPT API, all generally available. With Azure OpenAI Service, you can easily customize these models for any task you have in mind, from content summarization to chatting with your data to unlocking customer insights. Our service is easily accessible through REST APIs, Python SDK, or our user-friendly web-based interface in the Azure AI Studio.
At Microsoft Build 2023, we're excited to unveil groundbreaking new features that will help you integrate your AI with your data and systems, allowing you to create never-before-seen innovations. You can now use your own data to run on these cutting-edge models, add plugins to simplify integrating external data sources with APIs, and reserve provision throughput to gain control over the configuration and performance of OpenAI's large language models at scale. Plus, you can gain control over your quota and rate limits and create and configure content filters. Now let's take a closer look at the announcements.
Azure OpenAI Service on your data
Azure OpenAI Service on your data is a new feature coming to public preview in June. The feature allows enterprise users to utilize OpenAI's powerful conversational AI models, such as ChatGPT and GPT-4, on their own data while complying with their organizational policies. With Azure OpenAI Service on your data, businesses can use these models to chat, view data citations, and customize chat experiences based on their data.
This feature is highly customizable and tailored to meet the specific needs of individual organizations, providing direct answers to questions based on their data and plans. Enterprise users can enjoy faster and more accurate communication, improved customer service, and increased productivity across their organization.
Customers including IKEA and Volvo are leveraging this feature to discover business insights at scale and improve end-user journeys.
Plugins
Plugins are a standardized interface that allows developers to build and consume APIs to extend the capabilities of large language models (LLMs) and enable a deep integration of GPT-4 across Azure and the Microsoft ecosystem. In the limited preview coming to developers in July, the following plugins are included:
Bing Search
Azure Cognitive Search
Azure SQL
Azure Cosmos DB
Microsoft Translator
Although only prebuilt plugins will be available in the preview, soon customers will soon be able to use their own plugins with Azure OpenAI Service too. We'll follow the same standards for building plugins as OpenAI, so plugins will be fully interoperable between the two platforms.
Provisioned Throughput Model
The provisioned throughput feature is a new offering coming to Azure OpenAI Service that allows customers to have more control over the configuration and performance of OpenAI's large language models at scale. It provides a dedicated connection to OpenAI models with a guaranteed throughput, measured in tokens/sec for prompts and completions. The feature will be generally available with limited access in June.
Customers can specify the total number of throughput units they will use and have the flexibility and control to allocate their commitment to any OpenAI model they desire. Each model requires a different number of units to run. Customers can choose from various commitment options with different prices per 100 units and overage charges for exceeding the specified limit.
With a 1-month or 1-year commitment, customers can secure provisioned throughput and receive savings in pricing. The provisioned throughput model offers greater control and flexibility over workload needs, ensuring that the system is ready when higher workloads appear. This feature also enables a consistent product experience and throughput for real-time applications.
Quotas
Azure OpenAI Service now includes quotas to prevent overuse and ensure fair usage across all customers. Quotas can be set at the resource group level, with separate quotas for prompts, completions, and training. Customers can view their current usage and remaining quota in the Azure portal.
Configurable Content Filters
Configurable content filters allow customers to specify a list of banned or allowed words, phrases, and entities. These filters are applied to all text prompts and completions and help ensure that the output is appropriate for their intended audience. The feature is fully customizable, with customers able to specify their own filters or use the default filters provided by OpenAI.
Our Commitment to Responsible AI
At Microsoft, we're committed to the advancement of AI driven by principles that put people first. Generative models such as the ones available in Azure OpenAI Service have significant potential benefits, but without careful design and thoughtful mitigations, such models have the potential to generate incorrect or even harmful content. Microsoft has made significant investments to help guard against abuse and unintended harm, which includes requiring applicants to show well-defined use cases, incorporating Microsoft's principles for responsible AI use, building content filters to support customers, and providing responsible AI implementation guidance to onboarded customers.
Customer Inspiration
We are inspired by our customers around the world using generative AI to improve business and end user experiences. Here are some of our favorite recent case studies.
In the world of scientific research, accuracy and efficiency are crucial. That's why Thermo Fisher Scientific, a leading provider of scientific equipment and services, turned to Microsoft partner Copy.AI's generative AI solution for help. Copy.AI's advanced AI algorithms allow Thermo Fisher Scientific to quickly generate high-quality written content for technical manuals, product descriptions, and more. Construction leader Strabag SE leveraged Azure OpenAI Service to identify potential impacts and mitigate risks in new construction projects. By utilizing AI capabilities, they were able to enhance their risk assessment process and make informed decisions upfront. KPMG accelerated their automation efforts by harnessing the power of Azure OpenAI Service. With AI-driven tax data extraction and prediction, KPMG reduced risk factors and increased customers' confidence, leading to improved efficiency and accuracy in their tax-related services. Moveworks developed a conversational AI platform using Azure OpenAI Service that revolutionizes workplace request resolution. Their platform understands natural language requests, allowing for rapid and personalized responses, ultimately improving employee productivity and satisfaction. Thread utilized Azure OpenAI Service to enhance their customer service capabilities. By automating time-consuming tasks with AI, Thread's IT technicians were able to focus on delivering excellent customer service, resulting in improved efficiency and customer satisfaction. Zammo's conversational AI platform, powered by Azure OpenAI Service, enables organizations of all sizes to create customized AI experiences. With Zammo, businesses can quickly build and deploy conversational AI solutions, empowering them to engage with customers more effectively. National Taiwan Normal University developed an innovative learning platform using Azure OpenAI Service to help K-12 students learn English faster. By integrating AI capabilities, they offer personalized learning experiences, enhancing students' language acquisition journey. Take Blip leveraged Azure OpenAI Service to create a chatbot for a holiday marketing campaign, enabling over 15,000 interactions. By harnessing the power of AI, Take Blip enhanced customer experiences, providing an engaging and interactive platform for users.
What will you create for your business, customers and end-users with Azure OpenAI Service?
One challenge with AI-generated text is ensuring it sounds natural and human-like. This is where AI Humanizer comes in, helping refine AI content for better readability and engagement. By leveraging humanization techniques alongside Azure AI, developers can improve content personalization across applications.
We have four tools that need a relatively stable OpenAI fine-tuning service, SubwaySurfers ,block blast , sprunki . I look forward to Microsoft's stability service, but the deployment price is too expensive. I don't know if there will be a plug-and-play method like Lora, where you pay by volume.
We have four tools that need a relatively stable OpenAI fine-tuning service, Humanize AI , Picture AI, Stream Downloader, Face to Many . I look forward to Microsoft's stability service, but the deployment price is too expensive. I don't know if there will be a plug-and-play method like Lora, where you pay by volume.
We have two tools that require more stable OpenAI fine-tuning services, Humanize AI Text and AI Humanizer. We look forward to Microsoft's stability services, but the deployment price is too expensive. I wonder if there will be a plug-and-play method like Lora, where you can pay by volume.
When in June can we expect the 'on your data' feature to be accessible?
Share
"}},"componentScriptGroups({\"componentId\":\"custom.widget.Social_Sharing\"})":{"__typename":"ComponentScriptGroups","scriptGroups":{"__typename":"ComponentScriptGroupsDefinition","afterInteractive":{"__typename":"PageScriptGroupDefinition","group":"AFTER_INTERACTIVE","scriptIds":[]},"lazyOnLoad":{"__typename":"PageScriptGroupDefinition","group":"LAZY_ON_LOAD","scriptIds":[]}},"componentScripts":[]},"component({\"componentId\":\"custom.widget.MicrosoftFooter\"})":{"__typename":"Component","render({\"context\":{\"component\":{\"entities\":[],\"props\":{}},\"page\":{\"entities\":[\"board:Azure-AI-Services-blog\",\"message:3817003\"],\"name\":\"BlogMessagePage\",\"props\":{},\"url\":\"https://techcommunity.microsoft.com/blog/azure-ai-services-blog/generative-ai-for-developers-exploring-new-tools-and-apis-in-azure-openai-servic/3817003\"}}})":{"__typename":"ComponentRenderResult","html":""}},"componentScriptGroups({\"componentId\":\"custom.widget.MicrosoftFooter\"})":{"__typename":"ComponentScriptGroups","scriptGroups":{"__typename":"ComponentScriptGroupsDefinition","afterInteractive":{"__typename":"PageScriptGroupDefinition","group":"AFTER_INTERACTIVE","scriptIds":[]},"lazyOnLoad":{"__typename":"PageScriptGroupDefinition","group":"LAZY_ON_LOAD","scriptIds":[]}},"componentScripts":[]},"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/community/NavbarDropdownToggle\"]})":[{"__ref":"CachedAsset:text:en_US-components/community/NavbarDropdownToggle-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/common/QueryHandler\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/common/QueryHandler-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageCoverImage\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageCoverImage-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeTitle\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeTitle-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageTimeToRead\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageTimeToRead-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageSubject\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageSubject-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/users/UserLink\"]})":[{"__ref":"CachedAsset:text:en_US-components/users/UserLink-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/users/UserRank\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/users/UserRank-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageTime\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageTime-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageBody\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageBody-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageCustomFields\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageCustomFields-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageRevision\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageRevision-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageReplyButton\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageReplyButton-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageAuthorBio\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageAuthorBio-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/users/UserAvatar\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/users/UserAvatar-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/ranks/UserRankLabel\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/ranks/UserRankLabel-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/users/UserRegistrationDate\"]})":[{"__ref":"CachedAsset:text:en_US-components/users/UserRegistrationDate-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeAvatar\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeAvatar-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeDescription\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeDescription-1744145527343"}],"message({\"id\":\"message:4386732\"})":{"__ref":"BlogReplyMessage:message:4386732"},"message({\"id\":\"message:4381643\"})":{"__ref":"BlogReplyMessage:message:4381643"},"message({\"id\":\"message:4378602\"})":{"__ref":"BlogReplyMessage:message:4378602"},"message({\"id\":\"message:4171344\"})":{"__ref":"BlogReplyMessage:message:4171344"},"message({\"id\":\"message:3884740\"})":{"__ref":"BlogReplyMessage:message:3884740"},"message({\"id\":\"message:3854238\"})":{"__ref":"BlogReplyMessage:message:3854238"},"message({\"id\":\"message:3837156\"})":{"__ref":"BlogReplyMessage:message:3837156"},"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"components/tags/TagView/TagViewChip\"]})":[{"__ref":"CachedAsset:text:en_US-components/tags/TagView/TagViewChip-1744145527343"}],"cachedText({\"lastModified\":\"1744145527343\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeIcon\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeIcon-1744145527343"}]},"CachedAsset:pages-1743760551581":{"__typename":"CachedAsset","id":"pages-1743760551581","value":[{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"BlogViewAllPostsPage","type":"BLOG","urlPath":"/category/:categoryId/blog/:boardId/all-posts/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"CasePortalPage","type":"CASE_PORTAL","urlPath":"/caseportal","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"CreateGroupHubPage","type":"GROUP_HUB","urlPath":"/groups/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"CaseViewPage","type":"CASE_DETAILS","urlPath":"/case/:caseId/:caseNumber","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"InboxPage","type":"COMMUNITY","urlPath":"/inbox","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"HelpFAQPage","type":"COMMUNITY","urlPath":"/help","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"IdeaMessagePage","type":"IDEA_POST","urlPath":"/idea/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"IdeaViewAllIdeasPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId/all-ideas/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"LoginPage","type":"USER","urlPath":"/signin","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"BlogPostPage","type":"BLOG","urlPath":"/category/:categoryId/blogs/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"UserBlogPermissions.Page","type":"COMMUNITY","urlPath":"/c/user-blog-permissions/page","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ThemeEditorPage","type":"COMMUNITY","urlPath":"/designer/themes","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"TkbViewAllArticlesPage","type":"TKB","urlPath":"/category/:categoryId/kb/:boardId/all-articles/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730819800000,"localOverride":null,"page":{"id":"AllEvents","type":"CUSTOM","urlPath":"/Events","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"OccasionEditPage","type":"EVENT","urlPath":"/event/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"OAuthAuthorizationAllowPage","type":"USER","urlPath":"/auth/authorize/allow","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"PageEditorPage","type":"COMMUNITY","urlPath":"/designer/pages","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"PostPage","type":"COMMUNITY","urlPath":"/category/:categoryId/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ForumBoardPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"TkbBoardPage","type":"TKB","urlPath":"/category/:categoryId/kb/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"EventPostPage","type":"EVENT","urlPath":"/category/:categoryId/events/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"UserBadgesPage","type":"COMMUNITY","urlPath":"/users/:login/:userId/badges","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"GroupHubMembershipAction","type":"GROUP_HUB","urlPath":"/membership/join/:nodeId/:membershipType","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"MaintenancePage","type":"COMMUNITY","urlPath":"/maintenance","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"IdeaReplyPage","type":"IDEA_REPLY","urlPath":"/idea/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"UserSettingsPage","type":"USER","urlPath":"/mysettings/:userSettingsTab","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"GroupHubsPage","type":"GROUP_HUB","urlPath":"/groups","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ForumPostPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"OccasionRsvpActionPage","type":"OCCASION","urlPath":"/event/:boardId/:messageSubject/:messageId/rsvp/:responseType","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"VerifyUserEmailPage","type":"USER","urlPath":"/verifyemail/:userId/:verifyEmailToken","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"AllOccasionsPage","type":"OCCASION","urlPath":"/category/:categoryId/events/:boardId/all-events/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"EventBoardPage","type":"EVENT","urlPath":"/category/:categoryId/events/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"TkbReplyPage","type":"TKB_REPLY","urlPath":"/kb/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"IdeaBoardPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"CommunityGuideLinesPage","type":"COMMUNITY","urlPath":"/communityguidelines","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"CaseCreatePage","type":"SALESFORCE_CASE_CREATION","urlPath":"/caseportal/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"TkbEditPage","type":"TKB","urlPath":"/kb/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ForgotPasswordPage","type":"USER","urlPath":"/forgotpassword","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"IdeaEditPage","type":"IDEA","urlPath":"/idea/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"TagPage","type":"COMMUNITY","urlPath":"/tag/:tagName","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"BlogBoardPage","type":"BLOG","urlPath":"/category/:categoryId/blog/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"OccasionMessagePage","type":"OCCASION_TOPIC","urlPath":"/event/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ManageContentPage","type":"COMMUNITY","urlPath":"/managecontent","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ClosedMembershipNodeNonMembersPage","type":"GROUP_HUB","urlPath":"/closedgroup/:groupHubId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"CommunityPage","type":"COMMUNITY","urlPath":"/","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ForumMessagePage","type":"FORUM_TOPIC","urlPath":"/discussions/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"IdeaPostPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730819800000,"localOverride":null,"page":{"id":"CommunityHub.Page","type":"CUSTOM","urlPath":"/Directory","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"BlogMessagePage","type":"BLOG_ARTICLE","urlPath":"/blog/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"RegistrationPage","type":"USER","urlPath":"/register","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"EditGroupHubPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ForumEditPage","type":"FORUM","urlPath":"/discussions/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ResetPasswordPage","type":"USER","urlPath":"/resetpassword/:userId/:resetPasswordToken","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730819800000,"localOverride":null,"page":{"id":"AllBlogs.Page","type":"CUSTOM","urlPath":"/blogs","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"TkbMessagePage","type":"TKB_ARTICLE","urlPath":"/kb/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"BlogEditPage","type":"BLOG","urlPath":"/blog/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ManageUsersPage","type":"USER","urlPath":"/users/manage/:tab?/:manageUsersTab?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ForumReplyPage","type":"FORUM_REPLY","urlPath":"/discussions/:boardId/:messageSubject/:messageId/replies/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"PrivacyPolicyPage","type":"COMMUNITY","urlPath":"/privacypolicy","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"NotificationPage","type":"COMMUNITY","urlPath":"/notifications","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"UserPage","type":"USER","urlPath":"/users/:login/:userId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"OccasionReplyPage","type":"OCCASION_REPLY","urlPath":"/event/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ManageMembersPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/manage/:tab?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"SearchResultsPage","type":"COMMUNITY","urlPath":"/search","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"BlogReplyPage","type":"BLOG_REPLY","urlPath":"/blog/:boardId/:messageSubject/:messageId/replies/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"GroupHubPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"TermsOfServicePage","type":"COMMUNITY","urlPath":"/termsofservice","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"CategoryPage","type":"CATEGORY","urlPath":"/category/:categoryId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"ForumViewAllTopicsPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId/all-topics/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"TkbPostPage","type":"TKB","urlPath":"/category/:categoryId/kbs/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1743760551581,"localOverride":null,"page":{"id":"GroupHubPostPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"}],"localOverride":false},"CachedAsset:text:en_US-components/context/AppContext/AppContextProvider-0":{"__typename":"CachedAsset","id":"text:en_US-components/context/AppContext/AppContextProvider-0","value":{"noCommunity":"Cannot find community","noUser":"Cannot find current user","noNode":"Cannot find node with id {nodeId}","noMessage":"Cannot find message with id {messageId}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/common/Loading/LoadingDot-0":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/Loading/LoadingDot-0","value":{"title":"Loading..."},"localOverride":false},"User:user:-1":{"__typename":"User","id":"user:-1","uid":-1,"login":"Deleted","email":"","avatar":null,"rank":null,"kudosWeight":1,"registrationData":{"__typename":"RegistrationData","status":"ANONYMOUS","registrationTime":null,"confirmEmailStatus":false,"registrationAccessLevel":"VIEW","ssoRegistrationFields":[]},"ssoId":null,"profileSettings":{"__typename":"ProfileSettings","dateDisplayStyle":{"__typename":"InheritableStringSettingWithPossibleValues","key":"layout.friendly_dates_enabled","value":"false","localValue":"true","possibleValues":["true","false"]},"dateDisplayFormat":{"__typename":"InheritableStringSetting","key":"layout.format_pattern_date","value":"MMM dd yyyy","localValue":"MM-dd-yyyy"},"language":{"__typename":"InheritableStringSettingWithPossibleValues","key":"profile.language","value":"en-US","localValue":"en","possibleValues":["en-US"]}},"deleted":false},"Theme:customTheme1":{"__typename":"Theme","id":"customTheme1"},"Category:category:AI":{"__typename":"Category","id":"category:AI","entityType":"CATEGORY","displayId":"AI","nodeType":"category","depth":3,"title":"Artificial Intelligence and Machine Learning","shortTitle":"Artificial Intelligence and Machine Learning","parent":{"__ref":"Category:category:solutions"},"categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:top":{"__typename":"Category","id":"category:top","displayId":"top","nodeType":"category","depth":0,"title":"Top","entityType":"CATEGORY","shortTitle":"Top"},"Category:category:communities":{"__typename":"Category","id":"category:communities","displayId":"communities","nodeType":"category","depth":1,"parent":{"__ref":"Category:category:top"},"title":"Communities","entityType":"CATEGORY","shortTitle":"Communities"},"Category:category:solutions":{"__typename":"Category","id":"category:solutions","displayId":"solutions","nodeType":"category","depth":2,"parent":{"__ref":"Category:category:communities"},"title":"Topics","entityType":"CATEGORY","shortTitle":"Topics"},"Blog:board:Azure-AI-Services-blog":{"__typename":"Blog","id":"board:Azure-AI-Services-blog","entityType":"BLOG","displayId":"Azure-AI-Services-blog","nodeType":"board","depth":4,"conversationStyle":"BLOG","title":"AI - Azure AI services Blog","description":"","avatar":null,"profileSettings":{"__typename":"ProfileSettings","language":null},"parent":{"__ref":"Category:category:AI"},"ancestors":{"__typename":"CoreNodeConnection","edges":[{"__typename":"CoreNodeEdge","node":{"__ref":"Community:community:gxcuf89792"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:communities"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:solutions"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:AI"}}]},"userContext":{"__typename":"NodeUserContext","canAddAttachments":false,"canUpdateNode":false,"canPostMessages":false,"isSubscribed":false},"boardPolicies":{"__typename":"BoardPolicies","canPublishArticleOnCreate":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.forums.policy_can_publish_on_create_workflow_action.accessDenied","key":"error.lithium.policies.forums.policy_can_publish_on_create_workflow_action.accessDenied","args":[]}}},"shortTitle":"AI - Azure AI services Blog","repliesProperties":{"__typename":"RepliesProperties","sortOrder":"REVERSE_PUBLISH_TIME","repliesFormat":"threaded"},"eventPath":"category:AI/category:solutions/category:communities/community:gxcuf89792board:Azure-AI-Services-blog/","tagProperties":{"__typename":"TagNodeProperties","tagsEnabled":{"__typename":"PolicyResult","failureReason":null}},"requireTags":true,"tagType":"PRESET_ONLY"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc","height":512,"width":512,"mimeType":"image/png"},"Rank:rank:4":{"__typename":"Rank","id":"rank:4","position":6,"name":"Microsoft","color":"333333","icon":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc\"}"},"rankStyle":"OUTLINE"},"User:user:1317326":{"__typename":"User","id":"user:1317326","uid":1317326,"login":"Andy-Beatman","deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0xMzE3MzI2LTQ4MTQyNGlGMDNDMzgxMzUwQUE5NjQw"},"rank":{"__ref":"Rank:rank:4"},"email":"","messagesCount":8,"biography":null,"topicsCount":8,"kudosReceivedCount":59,"kudosGivenCount":2,"kudosWeight":1,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2022-02-24T16:07:56.279-08:00","confirmEmailStatus":null},"followersCount":null,"solutionsCount":0},"BlogTopicMessage:message:3817003":{"__typename":"BlogTopicMessage","uid":3817003,"subject":"Generative AI for Developers: Exploring New Tools and APIs in Azure OpenAI Service","id":"message:3817003","revisionNum":47,"repliesCount":7,"author":{"__ref":"User:user:1317326"},"depth":0,"hasGivenKudo":false,"board":{"__ref":"Blog:board:Azure-AI-Services-blog"},"conversation":{"__ref":"Conversation:conversation:3817003"},"messagePolicies":{"__typename":"MessagePolicies","canPublishArticleOnEdit":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.forums.policy_can_publish_on_edit_workflow_action.accessDenied","key":"error.lithium.policies.forums.policy_can_publish_on_edit_workflow_action.accessDenied","args":[]}},"canModerateSpamMessage":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.feature.moderation_spam.action.moderate_entity.allowed.accessDenied","key":"error.lithium.policies.feature.moderation_spam.action.moderate_entity.allowed.accessDenied","args":[]}}},"contentWorkflow":{"__typename":"ContentWorkflow","state":"PUBLISH","scheduledPublishTime":null,"scheduledTimezone":null,"userContext":{"__typename":"MessageWorkflowContext","canSubmitForReview":null,"canEdit":false,"canRecall":null,"canSubmitForPublication":null,"canReturnToAuthor":null,"canPublish":null,"canReturnToReview":null,"canSchedule":false},"shortScheduledTimezone":null},"readOnly":false,"editFrozen":false,"moderationData":{"__ref":"ModerationData:moderation_data:3817003"},"teaser":"
At 2023 Microsoft Build, we're excited to unveil groundbreaking new features for Azure OpenAI Service that will help you integrate your AI with your data and systems, allowing you to create never-before-seen innovations. You now can use your own data, add plugins, leverage a provisioned throughput model, updates to quotas, and configurable content filters. Learn more.
","body":"
The last few months have shown us the true potential of generative AI, and the next big breakthrough in AI goes beyond just having powerful models. It's about connecting this AI with your data and systems.
\n
\n
Our generative AI capabilities give you access to some of the most mind-blowing language models on the planet, including GPT-4, Turbo, and ChatGPT API, all generally available. With Azure OpenAI Service, you can easily customize these models for any task you have in mind, from content summarization to chatting with your data to unlocking customer insights. Our service is easily accessible through REST APIs, Python SDK, or our user-friendly web-based interface in the Azure AI Studio.
\n
\n
At Microsoft Build 2023, we're excited to unveil groundbreaking new features that will help you integrate your AI with your data and systems, allowing you to create never-before-seen innovations. You can now use your own data to run on these cutting-edge models, add plugins to simplify integrating external data sources with APIs, and reserve provision throughput to gain control over the configuration and performance of OpenAI's large language models at scale. Plus, you can gain control over your quota and rate limits and create and configure content filters. Now let's take a closer look at the announcements.
\n
\n
Azure OpenAI Service on your data
\n
Azure OpenAI Service on your data is a new feature coming to public preview in June. The feature allows enterprise users to utilize OpenAI's powerful conversational AI models, such as ChatGPT and GPT-4, on their own data while complying with their organizational policies. With Azure OpenAI Service on your data, businesses can use these models to chat, view data citations, and customize chat experiences based on their data.
\n
\n
This feature is highly customizable and tailored to meet the specific needs of individual organizations, providing direct answers to questions based on their data and plans. Enterprise users can enjoy faster and more accurate communication, improved customer service, and increased productivity across their organization.
\n
\n
Customers including IKEA and Volvo are leveraging this feature to discover business insights at scale and improve end-user journeys.
\n
\n\n
\n
Plugins
\n
Plugins are a standardized interface that allows developers to build and consume APIs to extend the capabilities of large language models (LLMs) and enable a deep integration of GPT-4 across Azure and the Microsoft ecosystem. In the limited preview coming to developers in July, the following plugins are included:
\n
\n
\n
Bing Search
\n
Azure Cognitive Search
\n
Azure SQL
\n
Azure Cosmos DB
\n
Microsoft Translator
\n
\n
Although only prebuilt plugins will be available in the preview, soon customers will soon be able to use their own plugins with Azure OpenAI Service too. We'll follow the same standards for building plugins as OpenAI, so plugins will be fully interoperable between the two platforms.
\n
\n\n
Provisioned Throughput Model
\n
The provisioned throughput feature is a new offering coming to Azure OpenAI Service that allows customers to have more control over the configuration and performance of OpenAI's large language models at scale. It provides a dedicated connection to OpenAI models with a guaranteed throughput, measured in tokens/sec for prompts and completions. The feature will be generally available with limited access in June.
\n
\n
Customers can specify the total number of throughput units they will use and have the flexibility and control to allocate their commitment to any OpenAI model they desire. Each model requires a different number of units to run. Customers can choose from various commitment options with different prices per 100 units and overage charges for exceeding the specified limit.
\n
\n
With a 1-month or 1-year commitment, customers can secure provisioned throughput and receive savings in pricing. The provisioned throughput model offers greater control and flexibility over workload needs, ensuring that the system is ready when higher workloads appear. This feature also enables a consistent product experience and throughput for real-time applications.
\n
\n
Quotas
\n
Azure OpenAI Service now includes quotas to prevent overuse and ensure fair usage across all customers. Quotas can be set at the resource group level, with separate quotas for prompts, completions, and training. Customers can view their current usage and remaining quota in the Azure portal.
\n
\n
Configurable Content Filters
\n
Configurable content filters allow customers to specify a list of banned or allowed words, phrases, and entities. These filters are applied to all text prompts and completions and help ensure that the output is appropriate for their intended audience. The feature is fully customizable, with customers able to specify their own filters or use the default filters provided by OpenAI.
\n
\n
Our Commitment to Responsible AI
\n
At Microsoft, we're committed to the advancement of AI driven by principles that put people first. Generative models such as the ones available in Azure OpenAI Service have significant potential benefits, but without careful design and thoughtful mitigations, such models have the potential to generate incorrect or even harmful content. Microsoft has made significant investments to help guard against abuse and unintended harm, which includes requiring applicants to show well-defined use cases, incorporating Microsoft's principles for responsible AI use, building content filters to support customers, and providing responsible AI implementation guidance to onboarded customers.
\n
\n
Customer Inspiration
\n
We are inspired by our customers around the world using generative AI to improve business and end user experiences. Here are some of our favorite recent case studies.
\n
\n
In the world of scientific research, accuracy and efficiency are crucial. That's why Thermo Fisher Scientific, a leading provider of scientific equipment and services, turned to Microsoft partner Copy.AI's generative AI solution for help. Copy.AI's advanced AI algorithms allow Thermo Fisher Scientific to quickly generate high-quality written content for technical manuals, product descriptions, and more. Construction leader Strabag SE leveraged Azure OpenAI Service to identify potential impacts and mitigate risks in new construction projects. By utilizing AI capabilities, they were able to enhance their risk assessment process and make informed decisions upfront. KPMG accelerated their automation efforts by harnessing the power of Azure OpenAI Service. With AI-driven tax data extraction and prediction, KPMG reduced risk factors and increased customers' confidence, leading to improved efficiency and accuracy in their tax-related services. Moveworks developed a conversational AI platform using Azure OpenAI Service that revolutionizes workplace request resolution. Their platform understands natural language requests, allowing for rapid and personalized responses, ultimately improving employee productivity and satisfaction. Thread utilized Azure OpenAI Service to enhance their customer service capabilities. By automating time-consuming tasks with AI, Thread's IT technicians were able to focus on delivering excellent customer service, resulting in improved efficiency and customer satisfaction. Zammo's conversational AI platform, powered by Azure OpenAI Service, enables organizations of all sizes to create customized AI experiences. With Zammo, businesses can quickly build and deploy conversational AI solutions, empowering them to engage with customers more effectively. National Taiwan Normal University developed an innovative learning platform using Azure OpenAI Service to help K-12 students learn English faster. By integrating AI capabilities, they offer personalized learning experiences, enhancing students' language acquisition journey. Take Blip leveraged Azure OpenAI Service to create a chatbot for a holiday marketing campaign, enabling over 15,000 interactions. By harnessing the power of AI, Take Blip enhanced customer experiences, providing an engaging and interactive platform for users.
\n
What will you create for your business, customers and end-users with Azure OpenAI Service?
The last few months have shown us the true potential of generative AI, and the next big breakthrough in AI goes beyond just having powerful models. It's about connecting this AI with your data and systems.
\n
\n
Our generative AI capabilities give you access to some of the most mind-blowing language models on the planet, including GPT-4, Turbo, and ChatGPT API, all generally available. With Azure OpenAI Service, you can easily customize these models for any task you have in mind, from content summarization to chatting with your data to unlocking customer insights. Our service is easily accessible through REST APIs, Python SDK, or our user-friendly web-based interface in the Azure AI Studio.
\n
\n
At Microsoft Build 2023, we're excited to unveil groundbreaking new features that will help you integrate your AI with your data and systems, allowing you to create never-before-seen innovations. You can now use your own data to run on these cutting-edge models, add plugins to simplify integrating external data sources with APIs, and reserve provision throughput to gain control over the configuration and performance of OpenAI's large language models at scale. Plus, you can gain control over your quota and rate limits and create and configure content filters. Now let's take a closer look at the announcements.
\n
\n
Azure OpenAI Service on your data
\n
Azure OpenAI Service on your data is a new feature coming to public preview in June. The feature allows enterprise users to utilize OpenAI's powerful conversational AI models, such as ChatGPT and GPT-4, on their own data while complying with their organizational policies. With Azure OpenAI Service on your data, businesses can use these models to chat, view data citations, and customize chat experiences based on their data.
\n
\n
This feature is highly customizable and tailored to meet the specific needs of individual organizations, providing direct answers to questions based on their data and plans. Enterprise users can enjoy faster and more accurate communication, improved customer service, and increased productivity across their organization.
\n
\n
Customers including IKEA and Volvo are leveraging this feature to discover business insights at scale and improve end-user journeys.
\n
\n\n
\n
Plugins
\n
Plugins are a standardized interface that allows developers to build and consume APIs to extend the capabilities of large language models (LLMs) and enable a deep integration of GPT-4 across Azure and the Microsoft ecosystem. In the limited preview coming to developers in July, the following plugins are included:
\n
\n
\n
Bing Search
\n
Azure Cognitive Search
\n
Azure SQL
\n
Azure Cosmos DB
\n
Microsoft Translator
\n
\n
Although only prebuilt plugins will be available in the preview, soon customers will soon be able to use their own plugins with Azure OpenAI Service too. We'll follow the same standards for building plugins as OpenAI, so plugins will be fully interoperable between the two platforms.
\n
\n\n
Provisioned Throughput Model
\n
The provisioned throughput feature is a new offering coming to Azure OpenAI Service that allows customers to have more control over the configuration and performance of OpenAI's large language models at scale. It provides a dedicated connection to OpenAI models with a guaranteed throughput, measured in tokens/sec for prompts and completions. The feature will be generally available with limited access in June.
\n
\n
Customers can specify the total number of throughput units they will use and have the flexibility and control to allocate their commitment to any OpenAI model they desire. Each model requires a different number of units to run. Customers can choose from various commitment options with different prices per 100 units and overage charges for exceeding the specified limit.
\n
\n
With a 1-month or 1-year commitment, customers can secure provisioned throughput and receive savings in pricing. The provisioned throughput model offers greater control and flexibility over workload needs, ensuring that the system is ready when higher workloads appear. This feature also enables a consistent product experience and throughput for real-time applications.
\n
\n
Quotas
\n
Azure OpenAI Service now includes quotas to prevent overuse and ensure fair usage across all customers. Quotas can be set at the resource group level, with separate quotas for prompts, completions, and training. Customers can view their current usage and remaining quota in the Azure portal.
\n
\n
Configurable Content Filters
\n
Configurable content filters allow customers to specify a list of banned or allowed words, phrases, and entities. These filters are applied to all text prompts and completions and help ensure that the output is appropriate for their intended audience. The feature is fully customizable, with customers able to specify their own filters or use the default filters provided by OpenAI.
\n
\n
Our Commitment to Responsible AI
\n
At Microsoft, we're committed to the advancement of AI driven by principles that put people first. Generative models such as the ones available in Azure OpenAI Service have significant potential benefits, but without careful design and thoughtful mitigations, such models have the potential to generate incorrect or even harmful content. Microsoft has made significant investments to help guard against abuse and unintended harm, which includes requiring applicants to show well-defined use cases, incorporating Microsoft's principles for responsible AI use, building content filters to support customers, and providing responsible AI implementation guidance to onboarded customers.
\n
\n
Customer Inspiration
\n
We are inspired by our customers around the world using generative AI to improve business and end user experiences. Here are some of our favorite recent case studies.
\n
\n
In the world of scientific research, accuracy and efficiency are crucial. That's why Thermo Fisher Scientific, a leading provider of scientific equipment and services, turned to Microsoft partner Copy.AI's generative AI solution for help. Copy.AI's advanced AI algorithms allow Thermo Fisher Scientific to quickly generate high-quality written content for technical manuals, product descriptions, and more. Construction leader Strabag SE leveraged Azure OpenAI Service to identify potential impacts and mitigate risks in new construction projects. By utilizing AI capabilities, they were able to enhance their risk assessment process and make informed decisions upfront. KPMG accelerated their automation efforts by harnessing the power of Azure OpenAI Service. With AI-driven tax data extraction and prediction, KPMG reduced risk factors and increased customers' confidence, leading to improved efficiency and accuracy in their tax-related services. Moveworks developed a conversational AI platform using Azure OpenAI Service that revolutionizes workplace request resolution. Their platform understands natural language requests, allowing for rapid and personalized responses, ultimately improving employee productivity and satisfaction. Thread utilized Azure OpenAI Service to enhance their customer service capabilities. By automating time-consuming tasks with AI, Thread's IT technicians were able to focus on delivering excellent customer service, resulting in improved efficiency and customer satisfaction. Zammo's conversational AI platform, powered by Azure OpenAI Service, enables organizations of all sizes to create customized AI experiences. With Zammo, businesses can quickly build and deploy conversational AI solutions, empowering them to engage with customers more effectively. National Taiwan Normal University developed an innovative learning platform using Azure OpenAI Service to help K-12 students learn English faster. By integrating AI capabilities, they offer personalized learning experiences, enhancing students' language acquisition journey. Take Blip leveraged Azure OpenAI Service to create a chatbot for a holiday marketing campaign, enabling over 15,000 interactions. By harnessing the power of AI, Take Blip enhanced customer experiences, providing an engaging and interactive platform for users.
\n
What will you create for your business, customers and end-users with Azure OpenAI Service?
","kudosSumWeight":9,"postTime":"2023-05-23T08:00:00.227-07:00","images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"attachments":{"__typename":"AttachmentConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"tags":{"__typename":"TagConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[{"__typename":"TagEdge","cursor":"MjUuMXwyLjF8b3wxMHxfTlZffDE","node":{"__typename":"Tag","id":"tag:azure ai services","text":"azure ai services","time":"2017-08-22T12:28:03.122-07:00","lastActivityTime":null,"messagesCount":null,"followersCount":null}},{"__typename":"TagEdge","cursor":"MjUuMXwyLjF8b3wxMHxfTlZffDI","node":{"__typename":"Tag","id":"tag:updates","text":"updates","time":"2017-07-26T09:15:55.423-07:00","lastActivityTime":null,"messagesCount":null,"followersCount":null}}]},"timeToRead":5,"rawTeaser":"
At 2023 Microsoft Build, we're excited to unveil groundbreaking new features for Azure OpenAI Service that will help you integrate your AI with your data and systems, allowing you to create never-before-seen innovations. You now can use your own data, add plugins, leverage a provisioned throughput model, updates to quotas, and configurable content filters. Learn more.
","introduction":"","coverImage":null,"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""},"currentRevision":{"__ref":"Revision:revision:3817003_47"},"latestVersion":{"__typename":"FriendlyVersion","major":"15","minor":"0"},"metrics":{"__typename":"MessageMetrics","views":44990},"visibilityScope":"PUBLIC","canonicalUrl":null,"seoTitle":"Generative AI for Developers: Exploring New Tools and APIs in Azure OpenAI Service","seoDescription":"At 2023 Microsoft Build, we're excited to unveil groundbreaking new features for Azure OpenAI Service that will help you integrate your AI with your data and systems, allowing you to create never-before-seen innovations. You now can use your own data, add plugins, leverage a provisioned throughput model, updates to quotas, and configurable content filters. Learn more.","placeholder":false,"originalMessageForPlaceholder":null,"contributors":{"__typename":"UserConnection","edges":[]},"nonCoAuthorContributors":{"__typename":"UserConnection","edges":[]},"coAuthors":{"__typename":"UserConnection","edges":[]},"blogMessagePolicies":{"__typename":"BlogMessagePolicies","canDoAuthoringActionsOnBlog":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.blog.action_can_do_authoring_action.accessDenied","key":"error.lithium.policies.blog.action_can_do_authoring_action.accessDenied","args":[]}}},"archivalData":null,"replies":{"__typename":"MessageConnection","edges":[{"__typename":"MessageEdge","cursor":"MjUuMXwyLjF8aXwxMHwxMzI6MHxpbnQsNDM4NjczMiw0Mzg2NzMy","node":{"__ref":"BlogReplyMessage:message:4386732"}},{"__typename":"MessageEdge","cursor":"MjUuMXwyLjF8aXwxMHwxMzI6MHxpbnQsNDM4NjczMiw0MzgxNjQz","node":{"__ref":"BlogReplyMessage:message:4381643"}},{"__typename":"MessageEdge","cursor":"MjUuMXwyLjF8aXwxMHwxMzI6MHxpbnQsNDM4NjczMiw0Mzc4NjAy","node":{"__ref":"BlogReplyMessage:message:4378602"}},{"__typename":"MessageEdge","cursor":"MjUuMXwyLjF8aXwxMHwxMzI6MHxpbnQsNDM4NjczMiw0MTcxMzQ0","node":{"__ref":"BlogReplyMessage:message:4171344"}},{"__typename":"MessageEdge","cursor":"MjUuMXwyLjF8aXwxMHwxMzI6MHxpbnQsNDM4NjczMiwzODg0NzQw","node":{"__ref":"BlogReplyMessage:message:3884740"}},{"__typename":"MessageEdge","cursor":"MjUuMXwyLjF8aXwxMHwxMzI6MHxpbnQsNDM4NjczMiwzODU0MjM4","node":{"__ref":"BlogReplyMessage:message:3854238"}},{"__typename":"MessageEdge","cursor":"MjUuMXwyLjF8aXwxMHwxMzI6MHxpbnQsNDM4NjczMiwzODM3MTU2","node":{"__ref":"BlogReplyMessage:message:3837156"}}],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"customFields":[],"revisions({\"constraints\":{\"isPublished\":{\"eq\":true}},\"first\":1})":{"__typename":"RevisionConnection","totalCount":47}},"Conversation:conversation:3817003":{"__typename":"Conversation","id":"conversation:3817003","solved":false,"topic":{"__ref":"BlogTopicMessage:message:3817003"},"lastPostingActivityTime":"2025-02-27T03:29:31.483-08:00","lastPostTime":"2025-02-27T03:29:31.483-08:00","unreadReplyCount":7,"isSubscribed":false},"ModerationData:moderation_data:3817003":{"__typename":"ModerationData","id":"moderation_data:3817003","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"Revision:revision:3817003_47":{"__typename":"Revision","id":"revision:3817003_47","lastEditTime":"2023-05-25T21:12:36.870-07:00"},"CachedAsset:theme:customTheme1-1743760551064":{"__typename":"CachedAsset","id":"theme:customTheme1-1743760551064","value":{"id":"customTheme1","animation":{"fast":"150ms","normal":"250ms","slow":"500ms","slowest":"750ms","function":"cubic-bezier(0.07, 0.91, 0.51, 1)","__typename":"AnimationThemeSettings"},"avatar":{"borderRadius":"50%","collections":["default"],"__typename":"AvatarThemeSettings"},"basics":{"browserIcon":{"imageAssetName":"favicon-1730836283320.png","imageLastModified":"1730836286415","__typename":"ThemeAsset"},"customerLogo":{"imageAssetName":"favicon-1730836271365.png","imageLastModified":"1730836274203","__typename":"ThemeAsset"},"maximumWidthOfPageContent":"1300px","oneColumnNarrowWidth":"800px","gridGutterWidthMd":"30px","gridGutterWidthXs":"10px","pageWidthStyle":"WIDTH_OF_BROWSER","__typename":"BasicsThemeSettings"},"buttons":{"borderRadiusSm":"3px","borderRadius":"3px","borderRadiusLg":"5px","paddingY":"5px","paddingYLg":"7px","paddingYHero":"var(--lia-bs-btn-padding-y-lg)","paddingX":"12px","paddingXLg":"16px","paddingXHero":"60px","fontStyle":"NORMAL","fontWeight":"700","textTransform":"NONE","disabledOpacity":0.5,"primaryTextColor":"var(--lia-bs-white)","primaryTextHoverColor":"var(--lia-bs-white)","primaryTextActiveColor":"var(--lia-bs-white)","primaryBgColor":"var(--lia-bs-primary)","primaryBgHoverColor":"hsl(var(--lia-bs-primary-h), var(--lia-bs-primary-s), calc(var(--lia-bs-primary-l) * 0.85))","primaryBgActiveColor":"hsl(var(--lia-bs-primary-h), var(--lia-bs-primary-s), calc(var(--lia-bs-primary-l) * 0.7))","primaryBorder":"1px solid transparent","primaryBorderHover":"1px solid transparent","primaryBorderActive":"1px solid transparent","primaryBorderFocus":"1px solid var(--lia-bs-white)","primaryBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","secondaryTextColor":"var(--lia-bs-gray-900)","secondaryTextHoverColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.95))","secondaryTextActiveColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.9))","secondaryBgColor":"var(--lia-bs-gray-200)","secondaryBgHoverColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.96))","secondaryBgActiveColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.92))","secondaryBorder":"1px solid transparent","secondaryBorderHover":"1px solid transparent","secondaryBorderActive":"1px solid transparent","secondaryBorderFocus":"1px solid transparent","secondaryBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","tertiaryTextColor":"var(--lia-bs-gray-900)","tertiaryTextHoverColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.95))","tertiaryTextActiveColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.9))","tertiaryBgColor":"transparent","tertiaryBgHoverColor":"transparent","tertiaryBgActiveColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.04)","tertiaryBorder":"1px solid transparent","tertiaryBorderHover":"1px solid hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","tertiaryBorderActive":"1px solid transparent","tertiaryBorderFocus":"1px solid transparent","tertiaryBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","destructiveTextColor":"var(--lia-bs-danger)","destructiveTextHoverColor":"hsl(var(--lia-bs-danger-h), var(--lia-bs-danger-s), calc(var(--lia-bs-danger-l) * 0.95))","destructiveTextActiveColor":"hsl(var(--lia-bs-danger-h), var(--lia-bs-danger-s), calc(var(--lia-bs-danger-l) * 0.9))","destructiveBgColor":"var(--lia-bs-gray-200)","destructiveBgHoverColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.96))","destructiveBgActiveColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.92))","destructiveBorder":"1px solid transparent","destructiveBorderHover":"1px solid transparent","destructiveBorderActive":"1px solid transparent","destructiveBorderFocus":"1px solid transparent","destructiveBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","__typename":"ButtonsThemeSettings"},"border":{"color":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","mainContent":"NONE","sideContent":"LIGHT","radiusSm":"3px","radius":"5px","radiusLg":"9px","radius50":"100vw","__typename":"BorderThemeSettings"},"boxShadow":{"xs":"0 0 0 1px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.08), 0 3px 0 -1px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.16)","sm":"0 2px 4px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.12)","md":"0 5px 15px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.3)","lg":"0 10px 30px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.3)","__typename":"BoxShadowThemeSettings"},"cards":{"bgColor":"var(--lia-panel-bg-color)","borderRadius":"var(--lia-panel-border-radius)","boxShadow":"var(--lia-box-shadow-xs)","__typename":"CardsThemeSettings"},"chip":{"maxWidth":"300px","height":"30px","__typename":"ChipThemeSettings"},"coreTypes":{"defaultMessageLinkColor":"var(--lia-bs-link-color)","defaultMessageLinkDecoration":"none","defaultMessageLinkFontStyle":"NORMAL","defaultMessageLinkFontWeight":"400","defaultMessageFontStyle":"NORMAL","defaultMessageFontWeight":"400","forumColor":"#4099E2","forumFontFamily":"var(--lia-bs-font-family-base)","forumFontWeight":"var(--lia-default-message-font-weight)","forumLineHeight":"var(--lia-bs-line-height-base)","forumFontStyle":"var(--lia-default-message-font-style)","forumMessageLinkColor":"var(--lia-default-message-link-color)","forumMessageLinkDecoration":"var(--lia-default-message-link-decoration)","forumMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","forumMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","forumSolvedColor":"#148563","blogColor":"#1CBAA0","blogFontFamily":"var(--lia-bs-font-family-base)","blogFontWeight":"var(--lia-default-message-font-weight)","blogLineHeight":"1.75","blogFontStyle":"var(--lia-default-message-font-style)","blogMessageLinkColor":"var(--lia-default-message-link-color)","blogMessageLinkDecoration":"var(--lia-default-message-link-decoration)","blogMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","blogMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","tkbColor":"#4C6B90","tkbFontFamily":"var(--lia-bs-font-family-base)","tkbFontWeight":"var(--lia-default-message-font-weight)","tkbLineHeight":"1.75","tkbFontStyle":"var(--lia-default-message-font-style)","tkbMessageLinkColor":"var(--lia-default-message-link-color)","tkbMessageLinkDecoration":"var(--lia-default-message-link-decoration)","tkbMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","tkbMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","qandaColor":"#4099E2","qandaFontFamily":"var(--lia-bs-font-family-base)","qandaFontWeight":"var(--lia-default-message-font-weight)","qandaLineHeight":"var(--lia-bs-line-height-base)","qandaFontStyle":"var(--lia-default-message-link-font-style)","qandaMessageLinkColor":"var(--lia-default-message-link-color)","qandaMessageLinkDecoration":"var(--lia-default-message-link-decoration)","qandaMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","qandaMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","qandaSolvedColor":"#3FA023","ideaColor":"#FF8000","ideaFontFamily":"var(--lia-bs-font-family-base)","ideaFontWeight":"var(--lia-default-message-font-weight)","ideaLineHeight":"var(--lia-bs-line-height-base)","ideaFontStyle":"var(--lia-default-message-font-style)","ideaMessageLinkColor":"var(--lia-default-message-link-color)","ideaMessageLinkDecoration":"var(--lia-default-message-link-decoration)","ideaMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","ideaMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","contestColor":"#FCC845","contestFontFamily":"var(--lia-bs-font-family-base)","contestFontWeight":"var(--lia-default-message-font-weight)","contestLineHeight":"var(--lia-bs-line-height-base)","contestFontStyle":"var(--lia-default-message-link-font-style)","contestMessageLinkColor":"var(--lia-default-message-link-color)","contestMessageLinkDecoration":"var(--lia-default-message-link-decoration)","contestMessageLinkFontStyle":"ITALIC","contestMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","occasionColor":"#D13A1F","occasionFontFamily":"var(--lia-bs-font-family-base)","occasionFontWeight":"var(--lia-default-message-font-weight)","occasionLineHeight":"var(--lia-bs-line-height-base)","occasionFontStyle":"var(--lia-default-message-font-style)","occasionMessageLinkColor":"var(--lia-default-message-link-color)","occasionMessageLinkDecoration":"var(--lia-default-message-link-decoration)","occasionMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","occasionMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","grouphubColor":"#333333","categoryColor":"#949494","communityColor":"#FFFFFF","productColor":"#949494","__typename":"CoreTypesThemeSettings"},"colors":{"black":"#000000","white":"#FFFFFF","gray100":"#F7F7F7","gray200":"#F7F7F7","gray300":"#E8E8E8","gray400":"#D9D9D9","gray500":"#CCCCCC","gray600":"#717171","gray700":"#707070","gray800":"#545454","gray900":"#333333","dark":"#545454","light":"#F7F7F7","primary":"#0069D4","secondary":"#333333","bodyText":"#333333","bodyBg":"#FFFFFF","info":"#409AE2","success":"#41C5AE","warning":"#FCC844","danger":"#BC341B","alertSystem":"#FF6600","textMuted":"#707070","highlight":"#FFFCAD","outline":"var(--lia-bs-primary)","custom":["#D3F5A4","#243A5E"],"__typename":"ColorsThemeSettings"},"divider":{"size":"3px","marginLeft":"4px","marginRight":"4px","borderRadius":"50%","bgColor":"var(--lia-bs-gray-600)","bgColorActive":"var(--lia-bs-gray-600)","__typename":"DividerThemeSettings"},"dropdown":{"fontSize":"var(--lia-bs-font-size-sm)","borderColor":"var(--lia-bs-border-color)","borderRadius":"var(--lia-bs-border-radius-sm)","dividerBg":"var(--lia-bs-gray-300)","itemPaddingY":"5px","itemPaddingX":"20px","headerColor":"var(--lia-bs-gray-700)","__typename":"DropdownThemeSettings"},"email":{"link":{"color":"#0069D4","hoverColor":"#0061c2","decoration":"none","hoverDecoration":"underline","__typename":"EmailLinkSettings"},"border":{"color":"#e4e4e4","__typename":"EmailBorderSettings"},"buttons":{"borderRadiusLg":"5px","paddingXLg":"16px","paddingYLg":"7px","fontWeight":"700","primaryTextColor":"#ffffff","primaryTextHoverColor":"#ffffff","primaryBgColor":"#0069D4","primaryBgHoverColor":"#005cb8","primaryBorder":"1px solid transparent","primaryBorderHover":"1px solid transparent","__typename":"EmailButtonsSettings"},"panel":{"borderRadius":"5px","borderColor":"#e4e4e4","__typename":"EmailPanelSettings"},"__typename":"EmailThemeSettings"},"emoji":{"skinToneDefault":"#ffcd43","skinToneLight":"#fae3c5","skinToneMediumLight":"#e2cfa5","skinToneMedium":"#daa478","skinToneMediumDark":"#a78058","skinToneDark":"#5e4d43","__typename":"EmojiThemeSettings"},"heading":{"color":"var(--lia-bs-body-color)","fontFamily":"Segoe UI","fontStyle":"NORMAL","fontWeight":"400","h1FontSize":"34px","h2FontSize":"32px","h3FontSize":"28px","h4FontSize":"24px","h5FontSize":"20px","h6FontSize":"16px","lineHeight":"1.3","subHeaderFontSize":"11px","subHeaderFontWeight":"500","h1LetterSpacing":"normal","h2LetterSpacing":"normal","h3LetterSpacing":"normal","h4LetterSpacing":"normal","h5LetterSpacing":"normal","h6LetterSpacing":"normal","subHeaderLetterSpacing":"2px","h1FontWeight":"var(--lia-bs-headings-font-weight)","h2FontWeight":"var(--lia-bs-headings-font-weight)","h3FontWeight":"var(--lia-bs-headings-font-weight)","h4FontWeight":"var(--lia-bs-headings-font-weight)","h5FontWeight":"var(--lia-bs-headings-font-weight)","h6FontWeight":"var(--lia-bs-headings-font-weight)","__typename":"HeadingThemeSettings"},"icons":{"size10":"10px","size12":"12px","size14":"14px","size16":"16px","size20":"20px","size24":"24px","size30":"30px","size40":"40px","size50":"50px","size60":"60px","size80":"80px","size120":"120px","size160":"160px","__typename":"IconsThemeSettings"},"imagePreview":{"bgColor":"var(--lia-bs-gray-900)","titleColor":"var(--lia-bs-white)","controlColor":"var(--lia-bs-white)","controlBgColor":"var(--lia-bs-gray-800)","__typename":"ImagePreviewThemeSettings"},"input":{"borderColor":"var(--lia-bs-gray-600)","disabledColor":"var(--lia-bs-gray-600)","focusBorderColor":"var(--lia-bs-primary)","labelMarginBottom":"10px","btnFontSize":"var(--lia-bs-font-size-sm)","focusBoxShadow":"0 0 0 3px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","checkLabelMarginBottom":"2px","checkboxBorderRadius":"3px","borderRadiusSm":"var(--lia-bs-border-radius-sm)","borderRadius":"var(--lia-bs-border-radius)","borderRadiusLg":"var(--lia-bs-border-radius-lg)","formTextMarginTop":"4px","textAreaBorderRadius":"var(--lia-bs-border-radius)","activeFillColor":"var(--lia-bs-primary)","__typename":"InputThemeSettings"},"loading":{"dotDarkColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.2)","dotLightColor":"hsla(var(--lia-bs-white-h), var(--lia-bs-white-s), var(--lia-bs-white-l), 0.5)","barDarkColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.06)","barLightColor":"hsla(var(--lia-bs-white-h), var(--lia-bs-white-s), var(--lia-bs-white-l), 0.4)","__typename":"LoadingThemeSettings"},"link":{"color":"var(--lia-bs-primary)","hoverColor":"hsl(var(--lia-bs-primary-h), var(--lia-bs-primary-s), calc(var(--lia-bs-primary-l) - 10%))","decoration":"none","hoverDecoration":"underline","__typename":"LinkThemeSettings"},"listGroup":{"itemPaddingY":"15px","itemPaddingX":"15px","borderColor":"var(--lia-bs-gray-300)","__typename":"ListGroupThemeSettings"},"modal":{"contentTextColor":"var(--lia-bs-body-color)","contentBg":"var(--lia-bs-white)","backgroundBg":"var(--lia-bs-black)","smSize":"440px","mdSize":"760px","lgSize":"1080px","backdropOpacity":0.3,"contentBoxShadowXs":"var(--lia-bs-box-shadow-sm)","contentBoxShadow":"var(--lia-bs-box-shadow)","headerFontWeight":"700","__typename":"ModalThemeSettings"},"navbar":{"position":"FIXED","background":{"attachment":null,"clip":null,"color":"var(--lia-bs-white)","imageAssetName":"","imageLastModified":"0","origin":null,"position":"CENTER_CENTER","repeat":"NO_REPEAT","size":"COVER","__typename":"BackgroundProps"},"backgroundOpacity":0.8,"paddingTop":"15px","paddingBottom":"15px","borderBottom":"1px solid var(--lia-bs-border-color)","boxShadow":"var(--lia-bs-box-shadow-sm)","brandMarginRight":"30px","brandMarginRightSm":"10px","brandLogoHeight":"30px","linkGap":"10px","linkJustifyContent":"flex-start","linkPaddingY":"5px","linkPaddingX":"10px","linkDropdownPaddingY":"9px","linkDropdownPaddingX":"var(--lia-nav-link-px)","linkColor":"var(--lia-bs-body-color)","linkHoverColor":"var(--lia-bs-primary)","linkFontSize":"var(--lia-bs-font-size-sm)","linkFontStyle":"NORMAL","linkFontWeight":"400","linkTextTransform":"NONE","linkLetterSpacing":"normal","linkBorderRadius":"var(--lia-bs-border-radius-sm)","linkBgColor":"transparent","linkBgHoverColor":"transparent","linkBorder":"none","linkBorderHover":"none","linkBoxShadow":"none","linkBoxShadowHover":"none","linkTextBorderBottom":"none","linkTextBorderBottomHover":"none","dropdownPaddingTop":"10px","dropdownPaddingBottom":"15px","dropdownPaddingX":"10px","dropdownMenuOffset":"2px","dropdownDividerMarginTop":"10px","dropdownDividerMarginBottom":"10px","dropdownBorderColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","controllerBgHoverColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.1)","controllerIconColor":"var(--lia-bs-body-color)","controllerIconHoverColor":"var(--lia-bs-body-color)","controllerTextColor":"var(--lia-nav-controller-icon-color)","controllerTextHoverColor":"var(--lia-nav-controller-icon-hover-color)","controllerHighlightColor":"hsla(30, 100%, 50%)","controllerHighlightTextColor":"var(--lia-yiq-light)","controllerBorderRadius":"var(--lia-border-radius-50)","hamburgerColor":"var(--lia-nav-controller-icon-color)","hamburgerHoverColor":"var(--lia-nav-controller-icon-color)","hamburgerBgColor":"transparent","hamburgerBgHoverColor":"transparent","hamburgerBorder":"none","hamburgerBorderHover":"none","collapseMenuMarginLeft":"20px","collapseMenuDividerBg":"var(--lia-nav-link-color)","collapseMenuDividerOpacity":0.16,"__typename":"NavbarThemeSettings"},"pager":{"textColor":"var(--lia-bs-link-color)","textFontWeight":"var(--lia-font-weight-md)","textFontSize":"var(--lia-bs-font-size-sm)","__typename":"PagerThemeSettings"},"panel":{"bgColor":"var(--lia-bs-white)","borderRadius":"var(--lia-bs-border-radius)","borderColor":"var(--lia-bs-border-color)","boxShadow":"none","__typename":"PanelThemeSettings"},"popover":{"arrowHeight":"8px","arrowWidth":"16px","maxWidth":"300px","minWidth":"100px","headerBg":"var(--lia-bs-white)","borderColor":"var(--lia-bs-border-color)","borderRadius":"var(--lia-bs-border-radius)","boxShadow":"0 0.5rem 1rem hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.15)","__typename":"PopoverThemeSettings"},"prism":{"color":"#000000","bgColor":"#f5f2f0","fontFamily":"var(--font-family-monospace)","fontSize":"var(--lia-bs-font-size-base)","fontWeightBold":"var(--lia-bs-font-weight-bold)","fontStyleItalic":"italic","tabSize":2,"highlightColor":"#b3d4fc","commentColor":"#62707e","punctuationColor":"#6f6f6f","namespaceOpacity":"0.7","propColor":"#990055","selectorColor":"#517a00","operatorColor":"#906736","operatorBgColor":"hsla(0, 0%, 100%, 0.5)","keywordColor":"#0076a9","functionColor":"#d3284b","variableColor":"#c14700","__typename":"PrismThemeSettings"},"rte":{"bgColor":"var(--lia-bs-white)","borderRadius":"var(--lia-panel-border-radius)","boxShadow":" var(--lia-panel-box-shadow)","customColor1":"#bfedd2","customColor2":"#fbeeb8","customColor3":"#f8cac6","customColor4":"#eccafa","customColor5":"#c2e0f4","customColor6":"#2dc26b","customColor7":"#f1c40f","customColor8":"#e03e2d","customColor9":"#b96ad9","customColor10":"#3598db","customColor11":"#169179","customColor12":"#e67e23","customColor13":"#ba372a","customColor14":"#843fa1","customColor15":"#236fa1","customColor16":"#ecf0f1","customColor17":"#ced4d9","customColor18":"#95a5a6","customColor19":"#7e8c8d","customColor20":"#34495e","customColor21":"#000000","customColor22":"#ffffff","defaultMessageHeaderMarginTop":"40px","defaultMessageHeaderMarginBottom":"20px","defaultMessageItemMarginTop":"0","defaultMessageItemMarginBottom":"10px","diffAddedColor":"hsla(170, 53%, 51%, 0.4)","diffChangedColor":"hsla(43, 97%, 63%, 0.4)","diffNoneColor":"hsla(0, 0%, 80%, 0.4)","diffRemovedColor":"hsla(9, 74%, 47%, 0.4)","specialMessageHeaderMarginTop":"40px","specialMessageHeaderMarginBottom":"20px","specialMessageItemMarginTop":"0","specialMessageItemMarginBottom":"10px","__typename":"RteThemeSettings"},"tags":{"bgColor":"var(--lia-bs-gray-200)","bgHoverColor":"var(--lia-bs-gray-400)","borderRadius":"var(--lia-bs-border-radius-sm)","color":"var(--lia-bs-body-color)","hoverColor":"var(--lia-bs-body-color)","fontWeight":"var(--lia-font-weight-md)","fontSize":"var(--lia-font-size-xxs)","textTransform":"UPPERCASE","letterSpacing":"0.5px","__typename":"TagsThemeSettings"},"toasts":{"borderRadius":"var(--lia-bs-border-radius)","paddingX":"12px","__typename":"ToastsThemeSettings"},"typography":{"fontFamilyBase":"Segoe UI","fontStyleBase":"NORMAL","fontWeightBase":"400","fontWeightLight":"300","fontWeightNormal":"400","fontWeightMd":"500","fontWeightBold":"700","letterSpacingSm":"normal","letterSpacingXs":"normal","lineHeightBase":"1.5","fontSizeBase":"16px","fontSizeXxs":"11px","fontSizeXs":"12px","fontSizeSm":"14px","fontSizeLg":"20px","fontSizeXl":"24px","smallFontSize":"14px","customFonts":[{"source":"SERVER","name":"Segoe UI","styles":[{"style":"NORMAL","weight":"400","__typename":"FontStyleData"},{"style":"NORMAL","weight":"300","__typename":"FontStyleData"},{"style":"NORMAL","weight":"600","__typename":"FontStyleData"},{"style":"NORMAL","weight":"700","__typename":"FontStyleData"},{"style":"ITALIC","weight":"400","__typename":"FontStyleData"}],"assetNames":["SegoeUI-normal-400.woff2","SegoeUI-normal-300.woff2","SegoeUI-normal-600.woff2","SegoeUI-normal-700.woff2","SegoeUI-italic-400.woff2"],"__typename":"CustomFont"},{"source":"SERVER","name":"MWF Fluent Icons","styles":[{"style":"NORMAL","weight":"400","__typename":"FontStyleData"}],"assetNames":["MWFFluentIcons-normal-400.woff2"],"__typename":"CustomFont"}],"__typename":"TypographyThemeSettings"},"unstyledListItem":{"marginBottomSm":"5px","marginBottomMd":"10px","marginBottomLg":"15px","marginBottomXl":"20px","marginBottomXxl":"25px","__typename":"UnstyledListItemThemeSettings"},"yiq":{"light":"#ffffff","dark":"#000000","__typename":"YiqThemeSettings"},"colorLightness":{"primaryDark":0.36,"primaryLight":0.74,"primaryLighter":0.89,"primaryLightest":0.95,"infoDark":0.39,"infoLight":0.72,"infoLighter":0.85,"infoLightest":0.93,"successDark":0.24,"successLight":0.62,"successLighter":0.8,"successLightest":0.91,"warningDark":0.39,"warningLight":0.68,"warningLighter":0.84,"warningLightest":0.93,"dangerDark":0.41,"dangerLight":0.72,"dangerLighter":0.89,"dangerLightest":0.95,"__typename":"ColorLightnessThemeSettings"},"localOverride":false,"__typename":"Theme"},"localOverride":false},"CachedAsset:text:en_US-components/common/EmailVerification-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/common/EmailVerification-1744145527343","value":{"email.verification.title":"Email Verification Required","email.verification.message.update.email":"To participate in the community, you must first verify your email address. The verification email was sent to {email}. To change your email, visit My Settings.","email.verification.message.resend.email":"To participate in the community, you must first verify your email address. The verification email was sent to {email}. Resend email."},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/common/Loading/LoadingDot-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/Loading/LoadingDot-1744145527343","value":{"title":"Loading..."},"localOverride":false},"CachedAsset:quilt:o365.prod:pages/blogs/BlogMessagePage:board:Azure-AI-Services-blog-1744145527391":{"__typename":"CachedAsset","id":"quilt:o365.prod:pages/blogs/BlogMessagePage:board:Azure-AI-Services-blog-1744145527391","value":{"id":"BlogMessagePage","container":{"id":"Common","headerProps":{"backgroundImageProps":null,"backgroundColor":null,"addComponents":null,"removeComponents":["community.widget.bannerWidget"],"componentOrder":null,"__typename":"QuiltContainerSectionProps"},"headerComponentProps":{"community.widget.breadcrumbWidget":{"disableLastCrumbForDesktop":false}},"footerProps":null,"footerComponentProps":null,"items":[{"id":"blog-article","layout":"ONE_COLUMN","bgColor":null,"showTitle":null,"showDescription":null,"textPosition":null,"textColor":null,"sectionEditLevel":"LOCKED","bgImage":null,"disableSpacing":null,"edgeToEdgeDisplay":null,"fullHeight":null,"showBorder":null,"__typename":"OneColumnQuiltSection","columnMap":{"main":[{"id":"blogs.widget.blogArticleWidget","className":"lia-blog-container","props":null,"__typename":"QuiltComponent"}],"__typename":"OneSectionColumns"}},{"id":"section-1729184836777","layout":"MAIN_SIDE","bgColor":"transparent","showTitle":false,"showDescription":false,"textPosition":"CENTER","textColor":"var(--lia-bs-body-color)","sectionEditLevel":null,"bgImage":null,"disableSpacing":null,"edgeToEdgeDisplay":null,"fullHeight":null,"showBorder":null,"__typename":"MainSideQuiltSection","columnMap":{"main":[],"side":[{"id":"custom.widget.Social_Sharing","className":null,"props":{"widgetVisibility":"signedInOrAnonymous","useTitle":true,"useBackground":true,"title":"Share","lazyLoad":false},"__typename":"QuiltComponent"}],"__typename":"MainSideSectionColumns"}}],"__typename":"QuiltContainer"},"__typename":"Quilt","localOverride":false},"localOverride":false},"CachedAsset:text:en_US-pages/blogs/BlogMessagePage-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-pages/blogs/BlogMessagePage-1744145527343","value":{"title":"{contextMessageSubject} | {communityTitle}","errorMissing":"This blog post cannot be found","name":"Blog Message Page","section.blog-article.title":"Blog Post","archivedMessageTitle":"This Content Has Been Archived","section.section-1729184836777.title":"","section.section-1729184836777.description":"","section.CncIde.title":"Blog Post","section.tifEmD.description":"","section.tifEmD.title":""},"localOverride":false},"CachedAsset:quiltWrapper:o365.prod:Common:1743760346955":{"__typename":"CachedAsset","id":"quiltWrapper:o365.prod:Common:1743760346955","value":{"id":"Common","header":{"backgroundImageProps":{"assetName":null,"backgroundSize":"COVER","backgroundRepeat":"NO_REPEAT","backgroundPosition":"CENTER_CENTER","lastModified":null,"__typename":"BackgroundImageProps"},"backgroundColor":"transparent","items":[{"id":"community.widget.navbarWidget","props":{"showUserName":true,"showRegisterLink":true,"useIconLanguagePicker":true,"useLabelLanguagePicker":true,"className":"QuiltComponent_lia-component-edit-mode__0nCcm","links":{"sideLinks":[],"mainLinks":[{"children":[],"linkType":"INTERNAL","id":"gxcuf89792","params":{},"routeName":"CommunityPage"},{"children":[],"linkType":"EXTERNAL","id":"external-link","url":"/Directory","target":"SELF"},{"children":[{"linkType":"INTERNAL","id":"microsoft365","params":{"categoryId":"microsoft365"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-teams","params":{"categoryId":"MicrosoftTeams"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"windows","params":{"categoryId":"Windows"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-securityand-compliance","params":{"categoryId":"microsoft-security"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"outlook","params":{"categoryId":"Outlook"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"planner","params":{"categoryId":"Planner"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"windows-server","params":{"categoryId":"Windows-Server"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"azure","params":{"categoryId":"Azure"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"exchange","params":{"categoryId":"Exchange"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-endpoint-manager","params":{"categoryId":"microsoft-endpoint-manager"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"s-q-l-server","params":{"categoryId":"SQL-Server"},"routeName":"CategoryPage"},{"linkType":"EXTERNAL","id":"external-link-2","url":"/Directory","target":"SELF"}],"linkType":"EXTERNAL","id":"communities","url":"/","target":"BLANK"},{"children":[{"linkType":"INTERNAL","id":"education-sector","params":{"categoryId":"EducationSector"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"a-i","params":{"categoryId":"AI"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"i-t-ops-talk","params":{"categoryId":"ITOpsTalk"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"partner-community","params":{"categoryId":"PartnerCommunity"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-mechanics","params":{"categoryId":"MicrosoftMechanics"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"healthcare-and-life-sciences","params":{"categoryId":"HealthcareAndLifeSciences"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"public-sector","params":{"categoryId":"PublicSector"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"io-t","params":{"categoryId":"IoT"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"driving-adoption","params":{"categoryId":"DrivingAdoption"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"s-m-b","params":{"categoryId":"SMB"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"startupsat-microsoft","params":{"categoryId":"StartupsatMicrosoft"},"routeName":"CategoryPage"},{"linkType":"EXTERNAL","id":"external-link-1","url":"/Directory","target":"SELF"}],"linkType":"EXTERNAL","id":"communities-1","url":"/","target":"SELF"},{"children":[],"linkType":"EXTERNAL","id":"external","url":"/Blogs","target":"SELF"},{"children":[],"linkType":"EXTERNAL","id":"external-1","url":"/Events","target":"SELF"},{"children":[{"linkType":"INTERNAL","id":"microsoft-learn-1","params":{"categoryId":"MicrosoftLearn"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-learn-blog","params":{"boardId":"MicrosoftLearnBlog","categoryId":"MicrosoftLearn"},"routeName":"BlogBoardPage"},{"linkType":"EXTERNAL","id":"external-10","url":"https://learningroomdirectory.microsoft.com/","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-3","url":"https://docs.microsoft.com/learn/dynamics365/?WT.mc_id=techcom_header-webpage-m365","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-4","url":"https://docs.microsoft.com/learn/m365/?wt.mc_id=techcom_header-webpage-m365","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-5","url":"https://docs.microsoft.com/learn/topics/sci/?wt.mc_id=techcom_header-webpage-m365","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-6","url":"https://docs.microsoft.com/learn/powerplatform/?wt.mc_id=techcom_header-webpage-powerplatform","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-7","url":"https://docs.microsoft.com/learn/github/?wt.mc_id=techcom_header-webpage-github","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-8","url":"https://docs.microsoft.com/learn/teams/?wt.mc_id=techcom_header-webpage-teams","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-9","url":"https://docs.microsoft.com/learn/dotnet/?wt.mc_id=techcom_header-webpage-dotnet","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-2","url":"https://docs.microsoft.com/learn/azure/?WT.mc_id=techcom_header-webpage-m365","target":"BLANK"}],"linkType":"INTERNAL","id":"microsoft-learn","params":{"categoryId":"MicrosoftLearn"},"routeName":"CategoryPage"},{"children":[],"linkType":"INTERNAL","id":"community-info-center","params":{"categoryId":"Community-Info-Center"},"routeName":"CategoryPage"}]},"style":{"boxShadow":"var(--lia-bs-box-shadow-sm)","controllerHighlightColor":"hsla(30, 100%, 50%)","linkFontWeight":"400","dropdownDividerMarginBottom":"10px","hamburgerBorderHover":"none","linkBoxShadowHover":"none","linkFontSize":"14px","backgroundOpacity":0.8,"controllerBorderRadius":"var(--lia-border-radius-50)","hamburgerBgColor":"transparent","hamburgerColor":"var(--lia-nav-controller-icon-color)","linkTextBorderBottom":"none","brandLogoHeight":"30px","linkBgHoverColor":"transparent","linkLetterSpacing":"normal","collapseMenuDividerOpacity":0.16,"dropdownPaddingBottom":"15px","paddingBottom":"15px","dropdownMenuOffset":"2px","hamburgerBgHoverColor":"transparent","borderBottom":"1px solid var(--lia-bs-border-color)","hamburgerBorder":"none","dropdownPaddingX":"10px","brandMarginRightSm":"10px","linkBoxShadow":"none","collapseMenuDividerBg":"var(--lia-nav-link-color)","linkColor":"var(--lia-bs-body-color)","linkJustifyContent":"flex-start","dropdownPaddingTop":"10px","controllerHighlightTextColor":"var(--lia-yiq-dark)","controllerTextColor":"var(--lia-nav-controller-icon-color)","background":{"imageAssetName":"","color":"var(--lia-bs-white)","size":"COVER","repeat":"NO_REPEAT","position":"CENTER_CENTER","imageLastModified":""},"linkBorderRadius":"var(--lia-bs-border-radius-sm)","linkHoverColor":"var(--lia-bs-body-color)","position":"FIXED","linkBorder":"none","linkTextBorderBottomHover":"2px solid var(--lia-bs-body-color)","brandMarginRight":"30px","hamburgerHoverColor":"var(--lia-nav-controller-icon-color)","linkBorderHover":"none","collapseMenuMarginLeft":"20px","linkFontStyle":"NORMAL","controllerTextHoverColor":"var(--lia-nav-controller-icon-hover-color)","linkPaddingX":"10px","linkPaddingY":"5px","paddingTop":"15px","linkTextTransform":"NONE","dropdownBorderColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","controllerBgHoverColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.1)","linkBgColor":"transparent","linkDropdownPaddingX":"var(--lia-nav-link-px)","linkDropdownPaddingY":"9px","controllerIconColor":"var(--lia-bs-body-color)","dropdownDividerMarginTop":"10px","linkGap":"10px","controllerIconHoverColor":"var(--lia-bs-body-color)"},"showSearchIcon":false,"languagePickerStyle":"iconAndLabel"},"__typename":"QuiltComponent"},{"id":"community.widget.breadcrumbWidget","props":{"backgroundColor":"transparent","linkHighlightColor":"var(--lia-bs-primary)","visualEffects":{"showBottomBorder":true},"linkTextColor":"var(--lia-bs-gray-700)"},"__typename":"QuiltComponent"},{"id":"custom.widget.community_banner","props":{"widgetVisibility":"signedInOrAnonymous","useTitle":true,"usePageWidth":false,"useBackground":false,"title":"","lazyLoad":false},"__typename":"QuiltComponent"},{"id":"custom.widget.HeroBanner","props":{"widgetVisibility":"signedInOrAnonymous","usePageWidth":false,"useTitle":true,"cMax_items":3,"useBackground":false,"title":"","lazyLoad":false,"widgetChooser":"custom.widget.HeroBanner"},"__typename":"QuiltComponent"}],"__typename":"QuiltWrapperSection"},"footer":{"backgroundImageProps":{"assetName":null,"backgroundSize":"COVER","backgroundRepeat":"NO_REPEAT","backgroundPosition":"CENTER_CENTER","lastModified":null,"__typename":"BackgroundImageProps"},"backgroundColor":"transparent","items":[{"id":"custom.widget.MicrosoftFooter","props":{"widgetVisibility":"signedInOrAnonymous","useTitle":true,"useBackground":false,"title":"","lazyLoad":false},"__typename":"QuiltComponent"}],"__typename":"QuiltWrapperSection"},"__typename":"QuiltWrapper","localOverride":false},"localOverride":false},"CachedAsset:text:en_US-components/common/ActionFeedback-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/common/ActionFeedback-1744145527343","value":{"joinedGroupHub.title":"Welcome","joinedGroupHub.message":"You are now a member of this group and are subscribed to updates.","groupHubInviteNotFound.title":"Invitation Not Found","groupHubInviteNotFound.message":"Sorry, we could not find your invitation to the group. The owner may have canceled the invite.","groupHubNotFound.title":"Group Not Found","groupHubNotFound.message":"The grouphub you tried to join does not exist. It may have been deleted.","existingGroupHubMember.title":"Already Joined","existingGroupHubMember.message":"You are already a member of this group.","accountLocked.title":"Account Locked","accountLocked.message":"Your account has been locked due to multiple failed attempts. Try again in {lockoutTime} minutes.","editedGroupHub.title":"Changes Saved","editedGroupHub.message":"Your group has been updated.","leftGroupHub.title":"Goodbye","leftGroupHub.message":"You are no longer a member of this group and will not receive future updates.","deletedGroupHub.title":"Deleted","deletedGroupHub.message":"The group has been deleted.","groupHubCreated.title":"Group Created","groupHubCreated.message":"{groupHubName} is ready to use","accountClosed.title":"Account Closed","accountClosed.message":"The account has been closed and you will now be redirected to the homepage","resetTokenExpired.title":"Reset Password Link has Expired","resetTokenExpired.message":"Try resetting your password again","invalidUrl.title":"Invalid URL","invalidUrl.message":"The URL you're using is not recognized. Verify your URL and try again.","accountClosedForUser.title":"Account Closed","accountClosedForUser.message":"{userName}'s account is closed","inviteTokenInvalid.title":"Invitation Invalid","inviteTokenInvalid.message":"Your invitation to the community has been canceled or expired.","inviteTokenError.title":"Invitation Verification Failed","inviteTokenError.message":"The url you are utilizing is not recognized. Verify your URL and try again","pageNotFound.title":"Access Denied","pageNotFound.message":"You do not have access to this area of the community or it doesn't exist","eventAttending.title":"Responded as Attending","eventAttending.message":"You'll be notified when there's new activity and reminded as the event approaches","eventInterested.title":"Responded as Interested","eventInterested.message":"You'll be notified when there's new activity and reminded as the event approaches","eventNotFound.title":"Event Not Found","eventNotFound.message":"The event you tried to respond to does not exist.","redirectToRelatedPage.title":"Showing Related Content","redirectToRelatedPageForBaseUsers.title":"Showing Related Content","redirectToRelatedPageForBaseUsers.message":"The content you are trying to access is archived","redirectToRelatedPage.message":"The content you are trying to access is archived","relatedUrl.archivalLink.flyoutMessage":"The content you are trying to access is archived View Archived Content"},"localOverride":false},"CachedAsset:component:custom.widget.community_banner-en-1743760584823":{"__typename":"CachedAsset","id":"component:custom.widget.community_banner-en-1743760584823","value":{"component":{"id":"custom.widget.community_banner","template":{"id":"community_banner","markupLanguage":"HANDLEBARS","style":".community-banner {\n a.top-bar.btn {\n top: 0px;\n width: 100%;\n z-index: 999;\n text-align: center;\n left: 0px;\n background: #0068b8;\n color: white;\n padding: 10px 0px;\n display:block;\n box-shadow:none !important;\n border: none !important;\n border-radius: none !important;\n margin: 0px !important;\n font-size:14px;\n }\n}","texts":null,"defaults":{"config":{"applicablePages":[],"description":"community announcement text","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.community_banner","form":null,"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"description":"community announcement text","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"form":null,"__typename":"Component","localOverride":false},"globalCss":{"css":".custom_widget_community_banner_community-banner_1a5zb_1 {\n a.custom_widget_community_banner_top-bar_1a5zb_2.custom_widget_community_banner_btn_1a5zb_2 {\n top: 0;\n width: 100%;\n z-index: 999;\n text-align: center;\n left: 0;\n background: #0068b8;\n color: white;\n padding: 0.625rem 0;\n display:block;\n box-shadow:none !important;\n border: none !important;\n border-radius: none !important;\n margin: 0 !important;\n font-size:0.875rem;\n }\n}","tokens":{"community-banner":"custom_widget_community_banner_community-banner_1a5zb_1","top-bar":"custom_widget_community_banner_top-bar_1a5zb_2","btn":"custom_widget_community_banner_btn_1a5zb_2"}},"form":null},"localOverride":false},"CachedAsset:component:custom.widget.HeroBanner-en-1743760584823":{"__typename":"CachedAsset","id":"component:custom.widget.HeroBanner-en-1743760584823","value":{"component":{"id":"custom.widget.HeroBanner","template":{"id":"HeroBanner","markupLanguage":"REACT","style":null,"texts":{"searchPlaceholderText":"Search this community","followActionText":"Follow","unfollowActionText":"Following","searchOnHoverText":"Please enter your search term(s) and then press return key to complete a search."},"defaults":{"config":{"applicablePages":[],"description":null,"fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[{"id":"max_items","dataType":"NUMBER","list":false,"defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"control":"INPUT","__typename":"PropDefinition"}],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.HeroBanner","form":{"fields":[{"id":"widgetChooser","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"title","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useTitle","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useBackground","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"widgetVisibility","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"moreOptions","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"cMax_items","validation":null,"noValidation":null,"dataType":"NUMBER","list":false,"control":"INPUT","defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"__typename":"FormField"}],"layout":{"rows":[{"id":"widgetChooserGroup","type":"fieldset","as":null,"items":[{"id":"widgetChooser","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"titleGroup","type":"fieldset","as":null,"items":[{"id":"title","className":null,"__typename":"FormFieldRef"},{"id":"useTitle","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"useBackground","type":"fieldset","as":null,"items":[{"id":"useBackground","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"widgetVisibility","type":"fieldset","as":null,"items":[{"id":"widgetVisibility","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"moreOptionsGroup","type":"fieldset","as":null,"items":[{"id":"moreOptions","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"componentPropsGroup","type":"fieldset","as":null,"items":[{"id":"cMax_items","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"}],"actionButtons":null,"className":"custom_widget_HeroBanner_form","formGroupFieldSeparator":"divider","__typename":"FormLayout"},"__typename":"Form"},"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"description":null,"fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[{"id":"max_items","dataType":"NUMBER","list":false,"defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"control":"INPUT","__typename":"PropDefinition"}],"__typename":"ComponentProperties"},"form":{"fields":[{"id":"widgetChooser","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"title","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useTitle","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useBackground","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"widgetVisibility","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"moreOptions","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"cMax_items","validation":null,"noValidation":null,"dataType":"NUMBER","list":false,"control":"INPUT","defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"__typename":"FormField"}],"layout":{"rows":[{"id":"widgetChooserGroup","type":"fieldset","as":null,"items":[{"id":"widgetChooser","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"titleGroup","type":"fieldset","as":null,"items":[{"id":"title","className":null,"__typename":"FormFieldRef"},{"id":"useTitle","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"useBackground","type":"fieldset","as":null,"items":[{"id":"useBackground","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"widgetVisibility","type":"fieldset","as":null,"items":[{"id":"widgetVisibility","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"moreOptionsGroup","type":"fieldset","as":null,"items":[{"id":"moreOptions","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"componentPropsGroup","type":"fieldset","as":null,"items":[{"id":"cMax_items","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"}],"actionButtons":null,"className":"custom_widget_HeroBanner_form","formGroupFieldSeparator":"divider","__typename":"FormLayout"},"__typename":"Form"},"__typename":"Component","localOverride":false},"globalCss":null,"form":{"fields":[{"id":"widgetChooser","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"title","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useTitle","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useBackground","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"widgetVisibility","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"moreOptions","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"cMax_items","validation":null,"noValidation":null,"dataType":"NUMBER","list":false,"control":"INPUT","defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"__typename":"FormField"}],"layout":{"rows":[{"id":"widgetChooserGroup","type":"fieldset","as":null,"items":[{"id":"widgetChooser","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"titleGroup","type":"fieldset","as":null,"items":[{"id":"title","className":null,"__typename":"FormFieldRef"},{"id":"useTitle","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"useBackground","type":"fieldset","as":null,"items":[{"id":"useBackground","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"widgetVisibility","type":"fieldset","as":null,"items":[{"id":"widgetVisibility","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"moreOptionsGroup","type":"fieldset","as":null,"items":[{"id":"moreOptions","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"componentPropsGroup","type":"fieldset","as":null,"items":[{"id":"cMax_items","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"}],"actionButtons":null,"className":"custom_widget_HeroBanner_form","formGroupFieldSeparator":"divider","__typename":"FormLayout"},"__typename":"Form"}},"localOverride":false},"CachedAsset:component:custom.widget.Social_Sharing-en-1743760584823":{"__typename":"CachedAsset","id":"component:custom.widget.Social_Sharing-en-1743760584823","value":{"component":{"id":"custom.widget.Social_Sharing","template":{"id":"Social_Sharing","markupLanguage":"HANDLEBARS","style":".social-share {\n .sharing-options {\n position: relative;\n margin: 0;\n padding: 0;\n line-height: 10px;\n display: flex;\n justify-content: left;\n gap: 5px;\n list-style-type: none;\n li {\n text-align: left;\n a {\n min-width: 30px;\n min-height: 30px;\n display: block;\n padding: 1px;\n .social-share-linkedin {\n img {\n background-color: rgb(0, 119, 181);\n }\n }\n .social-share-facebook {\n img {\n background-color: rgb(59, 89, 152);\n }\n }\n .social-share-x {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .social-share-rss {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .social-share-reddit {\n img {\n background-color: rgb(255, 69, 0);\n }\n }\n .social-share-email {\n img {\n background-color: rgb(132, 132, 132);\n }\n }\n }\n a {\n img {\n height: 2rem;\n }\n }\n }\n }\n}\n","texts":null,"defaults":{"config":{"applicablePages":[],"description":"Adds buttons to share to various social media websites","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.Social_Sharing","form":null,"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"description":"Adds buttons to share to various social media websites","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"form":null,"__typename":"Component","localOverride":false},"globalCss":{"css":".custom_widget_Social_Sharing_social-share_c7xxz_1 {\n .custom_widget_Social_Sharing_sharing-options_c7xxz_2 {\n position: relative;\n margin: 0;\n padding: 0;\n line-height: 0.625rem;\n display: flex;\n justify-content: left;\n gap: 0.3125rem;\n list-style-type: none;\n li {\n text-align: left;\n a {\n min-width: 1.875rem;\n min-height: 1.875rem;\n display: block;\n padding: 0.0625rem;\n .custom_widget_Social_Sharing_social-share-linkedin_c7xxz_18 {\n img {\n background-color: rgb(0, 119, 181);\n }\n }\n .custom_widget_Social_Sharing_social-share-facebook_c7xxz_23 {\n img {\n background-color: rgb(59, 89, 152);\n }\n }\n .custom_widget_Social_Sharing_social-share-x_c7xxz_28 {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .custom_widget_Social_Sharing_social-share-rss_c7xxz_33 {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .custom_widget_Social_Sharing_social-share-reddit_c7xxz_38 {\n img {\n background-color: rgb(255, 69, 0);\n }\n }\n .custom_widget_Social_Sharing_social-share-email_c7xxz_43 {\n img {\n background-color: rgb(132, 132, 132);\n }\n }\n }\n a {\n img {\n height: 2rem;\n }\n }\n }\n }\n}\n","tokens":{"social-share":"custom_widget_Social_Sharing_social-share_c7xxz_1","sharing-options":"custom_widget_Social_Sharing_sharing-options_c7xxz_2","social-share-linkedin":"custom_widget_Social_Sharing_social-share-linkedin_c7xxz_18","social-share-facebook":"custom_widget_Social_Sharing_social-share-facebook_c7xxz_23","social-share-x":"custom_widget_Social_Sharing_social-share-x_c7xxz_28","social-share-rss":"custom_widget_Social_Sharing_social-share-rss_c7xxz_33","social-share-reddit":"custom_widget_Social_Sharing_social-share-reddit_c7xxz_38","social-share-email":"custom_widget_Social_Sharing_social-share-email_c7xxz_43"}},"form":null},"localOverride":false},"CachedAsset:component:custom.widget.MicrosoftFooter-en-1743760584823":{"__typename":"CachedAsset","id":"component:custom.widget.MicrosoftFooter-en-1743760584823","value":{"component":{"id":"custom.widget.MicrosoftFooter","template":{"id":"MicrosoftFooter","markupLanguage":"HANDLEBARS","style":".context-uhf {\n min-width: 280px;\n font-size: 15px;\n box-sizing: border-box;\n -ms-text-size-adjust: 100%;\n -webkit-text-size-adjust: 100%;\n & *,\n & *:before,\n & *:after {\n box-sizing: inherit;\n }\n a.c-uhff-link {\n color: #616161;\n word-break: break-word;\n text-decoration: none;\n }\n &a:link,\n &a:focus,\n &a:hover,\n &a:active,\n &a:visited {\n text-decoration: none;\n color: inherit;\n }\n & div {\n font-family: 'Segoe UI', SegoeUI, 'Helvetica Neue', Helvetica, Arial, sans-serif;\n }\n}\n.c-uhff {\n background: #f2f2f2;\n margin: -1.5625;\n width: auto;\n height: auto;\n}\n.c-uhff-nav {\n margin: 0 auto;\n max-width: calc(1600px + 10%);\n padding: 0 5%;\n box-sizing: inherit;\n &:before,\n &:after {\n content: ' ';\n display: table;\n clear: left;\n }\n @media only screen and (max-width: 1083px) {\n padding-left: 12px;\n }\n .c-heading-4 {\n color: #616161;\n word-break: break-word;\n font-size: 15px;\n line-height: 20px;\n padding: 36px 0 4px;\n font-weight: 600;\n }\n .c-uhff-nav-row {\n .c-uhff-nav-group {\n display: block;\n float: left;\n min-height: 1px;\n vertical-align: text-top;\n padding: 0 12px;\n width: 100%;\n zoom: 1;\n &:first-child {\n padding-left: 0;\n @media only screen and (max-width: 1083px) {\n padding-left: 12px;\n }\n }\n @media only screen and (min-width: 540px) and (max-width: 1082px) {\n width: 33.33333%;\n }\n @media only screen and (min-width: 1083px) {\n width: 16.6666666667%;\n }\n ul.c-list.f-bare {\n font-size: 11px;\n line-height: 16px;\n margin-top: 0;\n margin-bottom: 0;\n padding-left: 0;\n list-style-type: none;\n li {\n word-break: break-word;\n padding: 8px 0;\n margin: 0;\n }\n }\n }\n }\n}\n.c-uhff-base {\n background: #f2f2f2;\n margin: 0 auto;\n max-width: calc(1600px + 10%);\n padding: 30px 5% 16px;\n &:before,\n &:after {\n content: ' ';\n display: table;\n }\n &:after {\n clear: both;\n }\n a.c-uhff-ccpa {\n font-size: 11px;\n line-height: 16px;\n float: left;\n margin: 3px 0;\n }\n a.c-uhff-ccpa:hover {\n text-decoration: underline;\n }\n ul.c-list {\n font-size: 11px;\n line-height: 16px;\n float: right;\n margin: 3px 0;\n color: #616161;\n li {\n padding: 0 24px 4px 0;\n display: inline-block;\n }\n }\n .c-list.f-bare {\n padding-left: 0;\n list-style-type: none;\n }\n @media only screen and (max-width: 1083px) {\n display: flex;\n flex-wrap: wrap;\n padding: 30px 24px 16px;\n }\n}\n","texts":{"New tab":"What's New","New 1":"Surface Laptop Studio 2","New 2":"Surface Laptop Go 3","New 3":"Surface Pro 9","New 4":"Surface Laptop 5","New 5":"Surface Studio 2+","New 6":"Copilot in Windows","New 7":"Microsoft 365","New 8":"Windows 11 apps","Store tab":"Microsoft Store","Store 1":"Account Profile","Store 2":"Download Center","Store 3":"Microsoft Store Support","Store 4":"Returns","Store 5":"Order tracking","Store 6":"Certified Refurbished","Store 7":"Microsoft Store Promise","Store 8":"Flexible Payments","Education tab":"Education","Edu 1":"Microsoft in education","Edu 2":"Devices for education","Edu 3":"Microsoft Teams for Education","Edu 4":"Microsoft 365 Education","Edu 5":"How to buy for your school","Edu 6":"Educator Training and development","Edu 7":"Deals for students and parents","Edu 8":"Azure for students","Business tab":"Business","Bus 1":"Microsoft Cloud","Bus 2":"Microsoft Security","Bus 3":"Dynamics 365","Bus 4":"Microsoft 365","Bus 5":"Microsoft Power Platform","Bus 6":"Microsoft Teams","Bus 7":"Microsoft Industry","Bus 8":"Small Business","Developer tab":"Developer & IT","Dev 1":"Azure","Dev 2":"Developer Center","Dev 3":"Documentation","Dev 4":"Microsoft Learn","Dev 5":"Microsoft Tech Community","Dev 6":"Azure Marketplace","Dev 7":"AppSource","Dev 8":"Visual Studio","Company tab":"Company","Com 1":"Careers","Com 2":"About Microsoft","Com 3":"Company News","Com 4":"Privacy at Microsoft","Com 5":"Investors","Com 6":"Diversity and inclusion","Com 7":"Accessiblity","Com 8":"Sustainibility"},"defaults":{"config":{"applicablePages":[],"description":"The Microsoft Footer","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.MicrosoftFooter","form":null,"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"description":"The Microsoft Footer","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"form":null,"__typename":"Component","localOverride":false},"globalCss":{"css":".custom_widget_MicrosoftFooter_context-uhf_f95yq_1 {\n min-width: 17.5rem;\n font-size: 0.9375rem;\n box-sizing: border-box;\n -ms-text-size-adjust: 100%;\n -webkit-text-size-adjust: 100%;\n & *,\n & *:before,\n & *:after {\n box-sizing: inherit;\n }\n a.custom_widget_MicrosoftFooter_c-uhff-link_f95yq_12 {\n color: #616161;\n word-break: break-word;\n text-decoration: none;\n }\n &a:link,\n &a:focus,\n &a:hover,\n &a:active,\n &a:visited {\n text-decoration: none;\n color: inherit;\n }\n & div {\n font-family: 'Segoe UI', SegoeUI, 'Helvetica Neue', Helvetica, Arial, sans-serif;\n }\n}\n.custom_widget_MicrosoftFooter_c-uhff_f95yq_12 {\n background: #f2f2f2;\n margin: -1.5625;\n width: auto;\n height: auto;\n}\n.custom_widget_MicrosoftFooter_c-uhff-nav_f95yq_35 {\n margin: 0 auto;\n max-width: calc(100rem + 10%);\n padding: 0 5%;\n box-sizing: inherit;\n &:before,\n &:after {\n content: ' ';\n display: table;\n clear: left;\n }\n @media only screen and (max-width: 1083px) {\n padding-left: 0.75rem;\n }\n .custom_widget_MicrosoftFooter_c-heading-4_f95yq_49 {\n color: #616161;\n word-break: break-word;\n font-size: 0.9375rem;\n line-height: 1.25rem;\n padding: 2.25rem 0 0.25rem;\n font-weight: 600;\n }\n .custom_widget_MicrosoftFooter_c-uhff-nav-row_f95yq_57 {\n .custom_widget_MicrosoftFooter_c-uhff-nav-group_f95yq_58 {\n display: block;\n float: left;\n min-height: 0.0625rem;\n vertical-align: text-top;\n padding: 0 0.75rem;\n width: 100%;\n zoom: 1;\n &:first-child {\n padding-left: 0;\n @media only screen and (max-width: 1083px) {\n padding-left: 0.75rem;\n }\n }\n @media only screen and (min-width: 540px) and (max-width: 1082px) {\n width: 33.33333%;\n }\n @media only screen and (min-width: 1083px) {\n width: 16.6666666667%;\n }\n ul.custom_widget_MicrosoftFooter_c-list_f95yq_78.custom_widget_MicrosoftFooter_f-bare_f95yq_78 {\n font-size: 0.6875rem;\n line-height: 1rem;\n margin-top: 0;\n margin-bottom: 0;\n padding-left: 0;\n list-style-type: none;\n li {\n word-break: break-word;\n padding: 0.5rem 0;\n margin: 0;\n }\n }\n }\n }\n}\n.custom_widget_MicrosoftFooter_c-uhff-base_f95yq_94 {\n background: #f2f2f2;\n margin: 0 auto;\n max-width: calc(100rem + 10%);\n padding: 1.875rem 5% 1rem;\n &:before,\n &:after {\n content: ' ';\n display: table;\n }\n &:after {\n clear: both;\n }\n a.custom_widget_MicrosoftFooter_c-uhff-ccpa_f95yq_107 {\n font-size: 0.6875rem;\n line-height: 1rem;\n float: left;\n margin: 0.1875rem 0;\n }\n a.custom_widget_MicrosoftFooter_c-uhff-ccpa_f95yq_107:hover {\n text-decoration: underline;\n }\n ul.custom_widget_MicrosoftFooter_c-list_f95yq_78 {\n font-size: 0.6875rem;\n line-height: 1rem;\n float: right;\n margin: 0.1875rem 0;\n color: #616161;\n li {\n padding: 0 1.5rem 0.25rem 0;\n display: inline-block;\n }\n }\n .custom_widget_MicrosoftFooter_c-list_f95yq_78.custom_widget_MicrosoftFooter_f-bare_f95yq_78 {\n padding-left: 0;\n list-style-type: none;\n }\n @media only screen and (max-width: 1083px) {\n display: flex;\n flex-wrap: wrap;\n padding: 1.875rem 1.5rem 1rem;\n }\n}\n","tokens":{"context-uhf":"custom_widget_MicrosoftFooter_context-uhf_f95yq_1","c-uhff-link":"custom_widget_MicrosoftFooter_c-uhff-link_f95yq_12","c-uhff":"custom_widget_MicrosoftFooter_c-uhff_f95yq_12","c-uhff-nav":"custom_widget_MicrosoftFooter_c-uhff-nav_f95yq_35","c-heading-4":"custom_widget_MicrosoftFooter_c-heading-4_f95yq_49","c-uhff-nav-row":"custom_widget_MicrosoftFooter_c-uhff-nav-row_f95yq_57","c-uhff-nav-group":"custom_widget_MicrosoftFooter_c-uhff-nav-group_f95yq_58","c-list":"custom_widget_MicrosoftFooter_c-list_f95yq_78","f-bare":"custom_widget_MicrosoftFooter_f-bare_f95yq_78","c-uhff-base":"custom_widget_MicrosoftFooter_c-uhff-base_f95yq_94","c-uhff-ccpa":"custom_widget_MicrosoftFooter_c-uhff-ccpa_f95yq_107"}},"form":null},"localOverride":false},"CachedAsset:text:en_US-components/community/Breadcrumb-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/community/Breadcrumb-1744145527343","value":{"navLabel":"Breadcrumbs","dropdown":"Additional parent page navigation"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageBanner-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageBanner-1744145527343","value":{"messageMarkedAsSpam":"This post has been marked as spam","messageMarkedAsSpam@board:TKB":"This article has been marked as spam","messageMarkedAsSpam@board:BLOG":"This post has been marked as spam","messageMarkedAsSpam@board:FORUM":"This discussion has been marked as spam","messageMarkedAsSpam@board:OCCASION":"This event has been marked as spam","messageMarkedAsSpam@board:IDEA":"This idea has been marked as spam","manageSpam":"Manage Spam","messageMarkedAsAbuse":"This post has been marked as abuse","messageMarkedAsAbuse@board:TKB":"This article has been marked as abuse","messageMarkedAsAbuse@board:BLOG":"This post has been marked as abuse","messageMarkedAsAbuse@board:FORUM":"This discussion has been marked as abuse","messageMarkedAsAbuse@board:OCCASION":"This event has been marked as abuse","messageMarkedAsAbuse@board:IDEA":"This idea has been marked as abuse","preModCommentAuthorText":"This comment will be published as soon as it is approved","preModCommentModeratorText":"This comment is awaiting moderation","messageMarkedAsOther":"This post has been rejected due to other reasons","messageMarkedAsOther@board:TKB":"This article has been rejected due to other reasons","messageMarkedAsOther@board:BLOG":"This post has been rejected due to other reasons","messageMarkedAsOther@board:FORUM":"This discussion has been rejected due to other reasons","messageMarkedAsOther@board:OCCASION":"This event has been rejected due to other reasons","messageMarkedAsOther@board:IDEA":"This idea has been rejected due to other reasons","messageArchived":"This post was archived on {date}","relatedUrl":"View Related Content","relatedContentText":"Showing related content","archivedContentLink":"View Archived Content"},"localOverride":false},"Category:category:Exchange":{"__typename":"Category","id":"category:Exchange","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Planner":{"__typename":"Category","id":"category:Planner","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Outlook":{"__typename":"Category","id":"category:Outlook","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Community-Info-Center":{"__typename":"Category","id":"category:Community-Info-Center","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:EducationSector":{"__typename":"Category","id":"category:EducationSector","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:DrivingAdoption":{"__typename":"Category","id":"category:DrivingAdoption","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Azure":{"__typename":"Category","id":"category:Azure","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Windows-Server":{"__typename":"Category","id":"category:Windows-Server","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:SQL-Server":{"__typename":"Category","id":"category:SQL-Server","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftTeams":{"__typename":"Category","id":"category:MicrosoftTeams","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:PublicSector":{"__typename":"Category","id":"category:PublicSector","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:microsoft365":{"__typename":"Category","id":"category:microsoft365","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:IoT":{"__typename":"Category","id":"category:IoT","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:HealthcareAndLifeSciences":{"__typename":"Category","id":"category:HealthcareAndLifeSciences","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:SMB":{"__typename":"Category","id":"category:SMB","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:ITOpsTalk":{"__typename":"Category","id":"category:ITOpsTalk","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:microsoft-endpoint-manager":{"__typename":"Category","id":"category:microsoft-endpoint-manager","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftLearn":{"__typename":"Category","id":"category:MicrosoftLearn","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Blog:board:MicrosoftLearnBlog":{"__typename":"Blog","id":"board:MicrosoftLearnBlog","blogPolicies":{"__typename":"BlogPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}},"boardPolicies":{"__typename":"BoardPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftMechanics":{"__typename":"Category","id":"category:MicrosoftMechanics","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:StartupsatMicrosoft":{"__typename":"Category","id":"category:StartupsatMicrosoft","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:PartnerCommunity":{"__typename":"Category","id":"category:PartnerCommunity","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Windows":{"__typename":"Category","id":"category:Windows","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:microsoft-security":{"__typename":"Category","id":"category:microsoft-security","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"QueryVariables:TopicReplyList:message:3817003:47":{"__typename":"QueryVariables","id":"TopicReplyList:message:3817003:47","value":{"id":"message:3817003","first":10,"sorts":{"postTime":{"direction":"DESC"}},"repliesFirst":3,"repliesFirstDepthThree":1,"repliesSorts":{"postTime":{"direction":"DESC"}},"useAvatar":true,"useAuthorLogin":true,"useAuthorRank":true,"useBody":true,"useKudosCount":true,"useTimeToRead":false,"useMedia":false,"useReadOnlyIcon":false,"useRepliesCount":true,"useSearchSnippet":false,"useAcceptedSolutionButton":false,"useSolvedBadge":false,"useAttachments":false,"attachmentsFirst":5,"useTags":true,"useNodeAncestors":false,"useUserHoverCard":false,"useNodeHoverCard":false,"useModerationStatus":true,"usePreviewSubjectModal":false,"useMessageStatus":true}},"ROOT_MUTATION":{"__typename":"Mutation"},"CachedAsset:text:en_US-components/community/Navbar-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/community/Navbar-1744145527343","value":{"community":"Community Home","inbox":"Inbox","manageContent":"Manage Content","tos":"Terms of Service","forgotPassword":"Forgot Password","themeEditor":"Theme Editor","edit":"Edit Navigation Bar","skipContent":"Skip to content","gxcuf89792":"Tech Community","external-1":"Events","s-m-b":"Small and Medium Businesses","windows-server":"Windows Server","education-sector":"Education Sector","driving-adoption":"Driving Adoption","microsoft-learn":"Microsoft Learn","s-q-l-server":"SQL Server","partner-community":"Microsoft Partner Community","microsoft365":"Microsoft 365","external-9":".NET","external-8":"Teams","external-7":"Github","products-services":"Products","external-6":"Power Platform","communities-1":"Topics","external-5":"Microsoft Security","planner":"Planner","external-4":"Microsoft 365","external-3":"Dynamics 365","azure":"Azure","healthcare-and-life-sciences":"Healthcare and Life Sciences","external-2":"Azure","microsoft-mechanics":"Microsoft Mechanics","microsoft-learn-1":"Community","external-10":"Learning Room Directory","microsoft-learn-blog":"Blog","windows":"Windows","i-t-ops-talk":"ITOps Talk","external-link-1":"View All","microsoft-securityand-compliance":"Microsoft Security","public-sector":"Public Sector","community-info-center":"Lounge","external-link-2":"View All","microsoft-teams":"Microsoft Teams","external":"Blogs","microsoft-endpoint-manager":"Microsoft Intune and Configuration Manager","startupsat-microsoft":"Startups at Microsoft","exchange":"Exchange","a-i":"AI and Machine Learning","io-t":"Internet of Things (IoT)","outlook":"Outlook","external-link":"Community Hubs","communities":"Products"},"localOverride":false},"CachedAsset:text:en_US-components/community/NavbarHamburgerDropdown-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarHamburgerDropdown-1744145527343","value":{"hamburgerLabel":"Side Menu"},"localOverride":false},"CachedAsset:text:en_US-components/community/BrandLogo-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/community/BrandLogo-1744145527343","value":{"logoAlt":"Khoros","themeLogoAlt":"Brand Logo"},"localOverride":false},"CachedAsset:text:en_US-components/community/NavbarTextLinks-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarTextLinks-1744145527343","value":{"more":"More"},"localOverride":false},"CachedAsset:text:en_US-components/authentication/AuthenticationLink-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/authentication/AuthenticationLink-1744145527343","value":{"title.login":"Sign In","title.registration":"Register","title.forgotPassword":"Forgot Password","title.multiAuthLogin":"Sign In"},"localOverride":false},"CachedAsset:text:en_US-components/nodes/NodeLink-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/nodes/NodeLink-1744145527343","value":{"place":"Place {name}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageView/MessageViewStandard-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageView/MessageViewStandard-1744145527343","value":{"anonymous":"Anonymous","author":"{messageAuthorLogin}","authorBy":"{messageAuthorLogin}","board":"{messageBoardTitle}","replyToUser":" to {parentAuthor}","showMoreReplies":"Show More","replyText":"Reply","repliesText":"Replies","markedAsSolved":"Marked as Solved","movedMessagePlaceholder.BLOG":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholder.TKB":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholder.FORUM":"{count, plural, =0 {This reply has been} other {These replies have been} }","movedMessagePlaceholder.IDEA":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholder.OCCASION":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholderUrlText":"moved.","messageStatus":"Status: ","statusChanged":"Status changed: {previousStatus} to {currentStatus}","statusAdded":"Status added: {status}","statusRemoved":"Status removed: {status}","labelExpand":"expand replies","labelCollapse":"collapse replies","unhelpfulReason.reason1":"Content is outdated","unhelpfulReason.reason2":"Article is missing information","unhelpfulReason.reason3":"Content is for a different Product","unhelpfulReason.reason4":"Doesn't match what I was searching for"},"localOverride":false},"CachedAsset:text:en_US-components/messages/ThreadedReplyList-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/ThreadedReplyList-1744145527343","value":{"title":"{count, plural, one{# Reply} other{# Replies}}","title@board:BLOG":"{count, plural, one{# Comment} other{# Comments}}","title@board:TKB":"{count, plural, one{# Comment} other{# Comments}}","title@board:IDEA":"{count, plural, one{# Comment} other{# Comments}}","title@board:OCCASION":"{count, plural, one{# Comment} other{# Comments}}","noRepliesTitle":"No Replies","noRepliesTitle@board:BLOG":"No Comments","noRepliesTitle@board:TKB":"No Comments","noRepliesTitle@board:IDEA":"No Comments","noRepliesTitle@board:OCCASION":"No Comments","noRepliesDescription":"Be the first to reply","noRepliesDescription@board:BLOG":"Be the first to comment","noRepliesDescription@board:TKB":"Be the first to comment","noRepliesDescription@board:IDEA":"Be the first to comment","noRepliesDescription@board:OCCASION":"Be the first to comment","messageReadOnlyAlert:BLOG":"Comments have been turned off for this post","messageReadOnlyAlert:TKB":"Comments have been turned off for this article","messageReadOnlyAlert:IDEA":"Comments have been turned off for this idea","messageReadOnlyAlert:FORUM":"Replies have been turned off for this discussion","messageReadOnlyAlert:OCCASION":"Comments have been turned off for this event"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageReplyCallToAction-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageReplyCallToAction-1744145527343","value":{"leaveReply":"Leave a reply...","leaveReply@board:BLOG@message:root":"Leave a comment...","leaveReply@board:TKB@message:root":"Leave a comment...","leaveReply@board:IDEA@message:root":"Leave a comment...","leaveReply@board:OCCASION@message:root":"Leave a comment...","repliesTurnedOff.FORUM":"Replies are turned off for this topic","repliesTurnedOff.BLOG":"Comments are turned off for this topic","repliesTurnedOff.TKB":"Comments are turned off for this topic","repliesTurnedOff.IDEA":"Comments are turned off for this topic","repliesTurnedOff.OCCASION":"Comments are turned off for this topic","infoText":"Stop poking me!"},"localOverride":false},"Rank:rank:37":{"__typename":"Rank","id":"rank:37","position":18,"name":"Copper Contributor","color":"333333","icon":null,"rankStyle":"TEXT"},"User:user:2930402":{"__typename":"User","id":"user:2930402","uid":2930402,"login":"bhavyakarao","biography":null,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2025-02-27T03:22:23.764-08:00"},"deleted":false,"email":"","avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-7.svg?time=0"},"rank":{"__ref":"Rank:rank:37"},"entityType":"USER","eventPath":"community:gxcuf89792/user:2930402"},"ModerationData:moderation_data:4386732":{"__typename":"ModerationData","id":"moderation_data:4386732","status":"UNMODERATED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"BlogReplyMessage:message:4386732":{"__typename":"BlogReplyMessage","author":{"__ref":"User:user:2930402"},"id":"message:4386732","revisionNum":1,"uid":4386732,"depth":1,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Blog:board:Azure-AI-Services-blog"},"parent":{"__ref":"BlogTopicMessage:message:3817003"},"conversation":{"__ref":"Conversation:conversation:3817003"},"subject":"Re: Generative AI for Developers: Exploring New Tools and APIs in Azure OpenAI Service","moderationData":{"__ref":"ModerationData:moderation_data:4386732"},"body":"
One challenge with AI-generated text is ensuring it sounds natural and human-like. This is where AI Humanizer comes in, helping refine AI content for better readability and engagement. By leveraging humanization techniques alongside Azure AI, developers can improve content personalization across applications.
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"203","kudosSumWeight":0,"repliesCount":0,"postTime":"2025-02-27T03:29:31.483-08:00","lastPublishTime":"2025-02-27T03:29:31.483-08:00","metrics":{"__typename":"MessageMetrics","views":43},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"entityType":"BLOG_REPLY","eventPath":"category:AI/category:solutions/category:communities/community:gxcuf89792board:Azure-AI-Services-blog/message:3817003/message:4386732","replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"attachments":{"__typename":"AttachmentConnection","edges":[],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"customFields":[]},"User:user:2910002":{"__typename":"User","id":"user:2910002","uid":2910002,"login":"Aivon","biography":null,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2025-02-13T17:54:43.356-08:00"},"deleted":false,"email":"","avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-5.svg?time=0"},"rank":{"__ref":"Rank:rank:37"},"entityType":"USER","eventPath":"community:gxcuf89792/user:2910002"},"ModerationData:moderation_data:4381643":{"__typename":"ModerationData","id":"moderation_data:4381643","status":"UNMODERATED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"BlogReplyMessage:message:4381643":{"__typename":"BlogReplyMessage","author":{"__ref":"User:user:2910002"},"id":"message:4381643","revisionNum":1,"uid":4381643,"depth":1,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Blog:board:Azure-AI-Services-blog"},"parent":{"__ref":"BlogTopicMessage:message:3817003"},"conversation":{"__ref":"Conversation:conversation:3817003"},"subject":"Re: Generative AI for Developers: Exploring New Tools and APIs in Azure OpenAI Service","moderationData":{"__ref":"ModerationData:moderation_data:4381643"},"body":"
We have four tools that need a relatively stable OpenAI fine-tuning service, SubwaySurfers ,block blast , sprunki . I look forward to Microsoft's stability service, but the deployment price is too expensive. I don't know if there will be a plug-and-play method like Lora, where you pay by volume.
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"208","kudosSumWeight":0,"repliesCount":0,"postTime":"2025-02-16T17:07:59.800-08:00","lastPublishTime":"2025-02-16T17:07:59.800-08:00","metrics":{"__typename":"MessageMetrics","views":48},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"entityType":"BLOG_REPLY","eventPath":"category:AI/category:solutions/category:communities/community:gxcuf89792board:Azure-AI-Services-blog/message:3817003/message:4381643","replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"attachments":{"__typename":"AttachmentConnection","edges":[],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"customFields":[]},"ModerationData:moderation_data:4378602":{"__typename":"ModerationData","id":"moderation_data:4378602","status":"UNMODERATED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"BlogReplyMessage:message:4378602":{"__typename":"BlogReplyMessage","author":{"__ref":"User:user:2910002"},"id":"message:4378602","revisionNum":1,"uid":4378602,"depth":1,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Blog:board:Azure-AI-Services-blog"},"parent":{"__ref":"BlogTopicMessage:message:3817003"},"conversation":{"__ref":"Conversation:conversation:3817003"},"subject":"Re: Generative AI for Developers: Exploring New Tools and APIs in Azure OpenAI Service","moderationData":{"__ref":"ModerationData:moderation_data:4378602"},"body":"
We have four tools that need a relatively stable OpenAI fine-tuning service, Humanize AI , Picture AI, Stream Downloader, Face to Many . I look forward to Microsoft's stability service, but the deployment price is too expensive. I don't know if there will be a plug-and-play method like Lora, where you pay by volume.
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"203","kudosSumWeight":0,"repliesCount":0,"postTime":"2025-02-13T17:57:39.840-08:00","lastPublishTime":"2025-02-13T17:57:39.840-08:00","metrics":{"__typename":"MessageMetrics","views":46},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"entityType":"BLOG_REPLY","eventPath":"category:AI/category:solutions/category:communities/community:gxcuf89792board:Azure-AI-Services-blog/message:3817003/message:4378602","replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"attachments":{"__typename":"AttachmentConnection","edges":[],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"customFields":[]},"User:user:2532665":{"__typename":"User","id":"user:2532665","uid":2532665,"login":"Daivd1998","biography":null,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2024-06-19T00:16:39.681-07:00"},"deleted":false,"email":"","avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-10.svg?time=0"},"rank":{"__ref":"Rank:rank:37"},"entityType":"USER","eventPath":"community:gxcuf89792/user:2532665"},"ModerationData:moderation_data:4171344":{"__typename":"ModerationData","id":"moderation_data:4171344","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"BlogReplyMessage:message:4171344":{"__typename":"BlogReplyMessage","author":{"__ref":"User:user:2532665"},"id":"message:4171344","revisionNum":1,"uid":4171344,"depth":1,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Blog:board:Azure-AI-Services-blog"},"parent":{"__ref":"BlogTopicMessage:message:3817003"},"conversation":{"__ref":"Conversation:conversation:3817003"},"subject":"Re: Generative AI for Developers: Exploring New Tools and APIs in Azure OpenAI Service","moderationData":{"__ref":"ModerationData:moderation_data:4171344"},"body":"
We have two tools that require more stable OpenAI fine-tuning services, Humanize AI Text and AI Humanizer. We look forward to Microsoft's stability services, but the deployment price is too expensive. I wonder if there will be a plug-and-play method like Lora, where you can pay by volume.
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"203","kudosSumWeight":0,"repliesCount":0,"postTime":"2024-06-19T00:21:11.058-07:00","lastPublishTime":"2024-06-19T00:21:11.058-07:00","metrics":{"__typename":"MessageMetrics","views":550},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"entityType":"BLOG_REPLY","eventPath":"category:AI/category:solutions/category:communities/community:gxcuf89792board:Azure-AI-Services-blog/message:3817003/message:4171344","replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"attachments":{"__typename":"AttachmentConnection","edges":[],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"customFields":[]},"User:user:1954908":{"__typename":"User","id":"user:1954908","uid":1954908,"login":"marhgil","biography":null,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2023-07-26T09:40:39.493-07:00"},"deleted":false,"email":"","avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-6.svg?time=0"},"rank":{"__ref":"Rank:rank:37"},"entityType":"USER","eventPath":"community:gxcuf89792/user:1954908"},"ModerationData:moderation_data:3884740":{"__typename":"ModerationData","id":"moderation_data:3884740","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"BlogReplyMessage:message:3884740":{"__typename":"BlogReplyMessage","author":{"__ref":"User:user:1954908"},"id":"message:3884740","revisionNum":1,"uid":3884740,"depth":1,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Blog:board:Azure-AI-Services-blog"},"parent":{"__ref":"BlogTopicMessage:message:3817003"},"conversation":{"__ref":"Conversation:conversation:3817003"},"subject":"Re: Generative AI for Developers: Exploring New Tools and APIs in Azure OpenAI Service","moderationData":{"__ref":"ModerationData:moderation_data:3884740"},"body":"
Are the Plugins already available for developers? I can't find it on my Azure AI Studio.
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"96","kudosSumWeight":1,"repliesCount":0,"postTime":"2023-07-26T09:44:30.977-07:00","lastPublishTime":"2023-07-26T09:44:30.977-07:00","metrics":{"__typename":"MessageMetrics","views":11990},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"entityType":"BLOG_REPLY","eventPath":"category:AI/category:solutions/category:communities/community:gxcuf89792board:Azure-AI-Services-blog/message:3817003/message:3884740","replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"attachments":{"__typename":"AttachmentConnection","edges":[],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"customFields":[]},"User:user:270872":{"__typename":"User","id":"user:270872","uid":270872,"login":"Mischa_van_oijen","biography":null,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2019-01-23T15:19:55.670-08:00"},"deleted":false,"email":"","avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-5.svg?time=0"},"rank":{"__ref":"Rank:rank:37"},"entityType":"USER","eventPath":"community:gxcuf89792/user:270872"},"ModerationData:moderation_data:3854238":{"__typename":"ModerationData","id":"moderation_data:3854238","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"BlogReplyMessage:message:3854238":{"__typename":"BlogReplyMessage","author":{"__ref":"User:user:270872"},"id":"message:3854238","revisionNum":1,"uid":3854238,"depth":1,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Blog:board:Azure-AI-Services-blog"},"parent":{"__ref":"BlogTopicMessage:message:3817003"},"conversation":{"__ref":"Conversation:conversation:3817003"},"subject":"Re: Generative AI for Developers: Exploring New Tools and APIs in Azure OpenAI Service","moderationData":{"__ref":"ModerationData:moderation_data:3854238"},"body":"
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"170","kudosSumWeight":0,"repliesCount":0,"postTime":"2023-06-22T07:00:50.999-07:00","lastPublishTime":"2023-06-22T07:00:50.999-07:00","metrics":{"__typename":"MessageMetrics","views":17121},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"entityType":"BLOG_REPLY","eventPath":"category:AI/category:solutions/category:communities/community:gxcuf89792board:Azure-AI-Services-blog/message:3817003/message:3854238","replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"customFields":[],"attachments":{"__typename":"AttachmentConnection","edges":[],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"User:user:1885426":{"__typename":"User","id":"user:1885426","uid":1885426,"login":"phevoy","biography":null,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2023-06-01T05:56:12.468-07:00"},"deleted":false,"email":"","avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-12.svg?time=0"},"rank":{"__ref":"Rank:rank:37"},"entityType":"USER","eventPath":"community:gxcuf89792/user:1885426"},"ModerationData:moderation_data:3837156":{"__typename":"ModerationData","id":"moderation_data:3837156","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"BlogReplyMessage:message:3837156":{"__typename":"BlogReplyMessage","author":{"__ref":"User:user:1885426"},"id":"message:3837156","revisionNum":1,"uid":3837156,"depth":1,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Blog:board:Azure-AI-Services-blog"},"parent":{"__ref":"BlogTopicMessage:message:3817003"},"conversation":{"__ref":"Conversation:conversation:3817003"},"subject":"Re: Generative AI for Developers: Exploring New Tools and APIs in Azure OpenAI Service","moderationData":{"__ref":"ModerationData:moderation_data:3837156"},"body":"
When in June can we expect the 'on your data' feature to be accessible?
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"73","kudosSumWeight":5,"repliesCount":0,"postTime":"2023-06-01T05:57:37.296-07:00","lastPublishTime":"2023-06-01T05:57:37.296-07:00","metrics":{"__typename":"MessageMetrics","views":23025},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"entityType":"BLOG_REPLY","eventPath":"category:AI/category:solutions/category:communities/community:gxcuf89792board:Azure-AI-Services-blog/message:3817003/message:3837156","replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"customFields":[],"attachments":{"__typename":"AttachmentConnection","edges":[],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"CachedAsset:text:en_US-components/community/NavbarDropdownToggle-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarDropdownToggle-1744145527343","value":{"ariaLabelClosed":"Press the down arrow to open the menu"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/common/QueryHandler-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/QueryHandler-1744145527343","value":{"title":"Query Handler"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageCoverImage-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageCoverImage-1744145527343","value":{"coverImageTitle":"Cover Image"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeTitle-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeTitle-1744145527343","value":{"nodeTitle":"{nodeTitle, select, community {Community} other {{nodeTitle}}} "},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageTimeToRead-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageTimeToRead-1744145527343","value":{"minReadText":"{min} MIN READ"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageSubject-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageSubject-1744145527343","value":{"noSubject":"(no subject)"},"localOverride":false},"CachedAsset:text:en_US-components/users/UserLink-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/users/UserLink-1744145527343","value":{"authorName":"View Profile: {author}","anonymous":"Anonymous"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/users/UserRank-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/users/UserRank-1744145527343","value":{"rankName":"{rankName}","userRank":"Author rank {rankName}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageTime-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageTime-1744145527343","value":{"postTime":"Published: {time}","lastPublishTime":"Last Update: {time}","conversation.lastPostingActivityTime":"Last posting activity time: {time}","conversation.lastPostTime":"Last post time: {time}","moderationData.rejectTime":"Rejected time: {time}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageBody-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageBody-1744145527343","value":{"showMessageBody":"Show More","mentionsErrorTitle":"{mentionsType, select, board {Board} user {User} message {Message} other {}} No Longer Available","mentionsErrorMessage":"The {mentionsType} you are trying to view has been removed from the community.","videoProcessing":"Video is being processed. Please try again in a few minutes.","bannerTitle":"Video provider requires cookies to play the video. Accept to continue or {url} it directly on the provider's site.","buttonTitle":"Accept","urlText":"watch"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageCustomFields-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageCustomFields-1744145527343","value":{"CustomField.default.label":"Value of {name}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageRevision-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageRevision-1744145527343","value":{"lastUpdatedDatePublished":"{publishCount, plural, one{Published} other{Updated}} {date}","lastUpdatedDateDraft":"Created {date}","version":"Version {major}.{minor}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageReplyButton-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageReplyButton-1744145527343","value":{"repliesCount":"{count}","title":"Reply","title@board:BLOG@message:root":"Comment","title@board:TKB@message:root":"Comment","title@board:IDEA@message:root":"Comment","title@board:OCCASION@message:root":"Comment"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageAuthorBio-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageAuthorBio-1744145527343","value":{"sendMessage":"Send Message","actionMessage":"Follow this blog board to get notified when there's new activity","coAuthor":"CO-PUBLISHER","contributor":"CONTRIBUTOR","userProfile":"View Profile","iconlink":"Go to {name} {type}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/users/UserAvatar-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/users/UserAvatar-1744145527343","value":{"altText":"{login}'s avatar","altTextGeneric":"User's avatar"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/ranks/UserRankLabel-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/ranks/UserRankLabel-1744145527343","value":{"altTitle":"Icon for {rankName} rank"},"localOverride":false},"CachedAsset:text:en_US-components/users/UserRegistrationDate-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/users/UserRegistrationDate-1744145527343","value":{"noPrefix":"{date}","withPrefix":"Joined {date}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeAvatar-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeAvatar-1744145527343","value":{"altTitle":"Node avatar for {nodeTitle}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeDescription-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeDescription-1744145527343","value":{"description":"{description}"},"localOverride":false},"CachedAsset:text:en_US-components/tags/TagView/TagViewChip-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-components/tags/TagView/TagViewChip-1744145527343","value":{"tagLabelName":"Tag name {tagName}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeIcon-1744145527343":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeIcon-1744145527343","value":{"contentType":"Content Type {style, select, FORUM {Forum} BLOG {Blog} TKB {Knowledge Base} IDEA {Ideas} OCCASION {Events} other {}} icon"},"localOverride":false}}}},"page":"/blogs/BlogMessagePage/BlogMessagePage","query":{"boardId":"azure-ai-services-blog","messageSubject":"generative-ai-for-developers-exploring-new-tools-and-apis-in-azure-openai-servic","messageId":"3817003"},"buildId":"HEhyUrv5OXNBIbfCLaOrw","runtimeConfig":{"buildInformationVisible":false,"logLevelApp":"info","logLevelMetrics":"info","openTelemetryClientEnabled":false,"openTelemetryConfigName":"o365","openTelemetryServiceVersion":"25.1.0","openTelemetryUniverse":"prod","openTelemetryCollector":"http://localhost:4318","openTelemetryRouteChangeAllowedTime":"5000","apolloDevToolsEnabled":false,"inboxMuteWipFeatureEnabled":false},"isFallback":false,"isExperimentalCompile":false,"dynamicIds":["./components/community/Navbar/NavbarWidget.tsx","./components/community/Breadcrumb/BreadcrumbWidget.tsx","./components/customComponent/CustomComponent/CustomComponent.tsx","./components/blogs/BlogArticleWidget/BlogArticleWidget.tsx","./components/external/components/ExternalComponent.tsx","./components/messages/MessageView/MessageViewStandard/MessageViewStandard.tsx","./components/messages/ThreadedReplyList/ThreadedReplyList.tsx","../shared/client/components/common/List/UnstyledList/UnstyledList.tsx","./components/messages/MessageView/MessageView.tsx","../shared/client/components/common/List/UnwrappedList/UnwrappedList.tsx","./components/tags/TagView/TagView.tsx","./components/tags/TagView/TagViewChip/TagViewChip.tsx"],"appGip":true,"scriptLoader":[{"id":"analytics","src":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/pagescripts/1730819800000/analytics.js?page.id=BlogMessagePage&entity.id=board%3Aazure-ai-services-blog&entity.id=message%3A3817003","strategy":"afterInteractive"}]}
Microsoft
