--- title: Turn APIs, tools, and data into real agent velocity | DEM331 description: A conference demo session (DEM331) showcasing Azure AI Content Understanding, a pipeline that converts messy multimodal content (PDFs, audio, video, images)... canonical: https://daily.dev/posts/turn-apis-tools-and-data-into-real-agent-velocity-dem331-33uy36vcb twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Turn APIs, tools, and data into real agent velocity | DEM331 | daily.dev og:description: A conference demo session (DEM331) showcasing Azure AI Content Understanding, a pipeline that converts messy multimodal content (PDFs, audio, video, images)... og:url: https://daily.dev/posts/turn-apis-tools-and-data-into-real-agent-velocity-dem331-33uy36vcb og:image: https://api.daily.dev/og/posts/33UY36vCb.png og:image:alt: Turn APIs, tools, and data into real agent velocity | DEM331 og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Turn APIs, tools, and data into real agent velocity | DEM331 **[Microsoft Developer](https://daily.dev/sources/microsoftdeveloper)** · 21 min read · 0 upvotes · 0 comments ## Summary A conference demo session (DEM331) showcasing Azure AI Content Understanding, a pipeline that converts messy multimodal content (PDFs, audio, video, images) into structured, agent-ready outputs. The demo walks through a telecom incident response scenario where an on-call engineer must correlate nine documents and media files. It covers pre-built analyzers (document search, audio, video), custom field extraction with schema definitions, automatic document classification and routing, and integration with the Microsoft Agent Framework. Key highlights include 85% token reduction via an LLM input formatter, multi-turn caching in the agent framework, and seamless integration with LangChain. All demo code and tutorial notebooks are available on GitHub. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#python](https://daily.dev/tags/python), [#ai-agents](https://daily.dev/tags/ai-agents), [#multimodal](https://daily.dev/tags/multimodal), [#azure-ai](https://daily.dev/tags/azure-ai) [View this post on daily.dev](https://daily.dev/posts/turn-apis-tools-and-data-into-real-agent-velocity-dem331-33uy36vcb) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Turn APIs, tools, and data into real agent velocity | DEM331","url":"https://daily.dev/posts/turn-apis-tools-and-data-into-real-agent-velocity-dem331-33uy36vcb","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/turn-apis-tools-and-data-into-real-agent-velocity-dem331-33uy36vcb"},"datePublished":"2026-06-05T14:13:31.908Z","dateModified":"2026-06-05T14:13:57.759Z","description":"A conference demo session (DEM331) showcasing Azure AI Content Understanding, a pipeline that converts messy multimodal content (PDFs, audio, video, images)...","image":"https://i.ytimg.com/vi/b23ZV37_9Hw/sddefault.jpg","thumbnailUrl":"https://i.ytimg.com/vi/b23ZV37_9Hw/sddefault.jpg","isAccessibleForFree":true,"articleSection":"Microsoft Developer","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Microsoft Developer","logo":"https://media.daily.dev/image/upload/s--xZzU3zUq--/f_auto/v1746714872/logos/microsoftdeveloper","url":"https://daily.dev/sources/microsoftdeveloper"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/turn-apis-tools-and-data-into-real-agent-velocity-dem331-33uy36vcb","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"python,ai-agents,multimodal,azure-ai","timeRequired":"PT21M","video":{"@type":"VideoObject","name":"Turn APIs, tools, and data into real agent velocity | DEM331","description":"A conference demo session (DEM331) showcasing Azure AI Content Understanding, a pipeline that converts messy multimodal content (PDFs, audio, video, images)...","thumbnailUrl":"https://i.ytimg.com/vi/b23ZV37_9Hw/sddefault.jpg","uploadDate":"2026-06-05T14:13:31.908Z","duration":"PT21M","url":"https://api.daily.dev/r/33UY36vCb","embedUrl":"https://www.youtube.com/embed/b23ZV37_9Hw"}} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Microsoft Developer","item":"https://daily.dev/sources/microsoftdeveloper"},{"@type":"ListItem","position":3,"name":"Turn APIs, tools, and data into real agent velocity | DEM331"}]} ```