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‎docs/ai-integration/ai-agents/ai-agents_start.mdx‎

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import CardWithImage from "@site/src/components/Common/CardWithImage";
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import CardWithImageHorizontal from "@site/src/components/Common/CardWithImageHorizontal";
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import ColGrid from "@site/src/components/ColGrid";
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import aiAgentsVideo from "./assets/ai-start_ai-agents_video.png";
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import powerfulAgentsVideo from "./assets/ai-start_powerful-agents_video.png";
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import practicalLookAiAgentsImage from "../assets/practical-look-ai-agents-article-image.webp";
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import webinarThumbnailPlaceholder from "@site/static/img/webinar.webp";
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# AI Agents
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### Use cases
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Creating an AI agent and assigning it a role can be done in minutes using Studio or the API, making it easy to address a wide variety of use cases like -
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* [Customer support chatbot agents](../../ai-integration/ai-agents/ai-agents_overview#customer-support-chatbot-agents)
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* [Data analysis and reporting agents](../../ai-integration/ai-agents/ai-agents_overview#data-analysis-and-reporting-agents)
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* [Content generation agents](../../ai-integration/ai-agents/ai-agents_overview#content-generation-agents)
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* [Workflow automation agents](../../ai-integration/ai-agents/ai-agents_overview#workflow-automation-agents)
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* [Intelligent recommendation agents](../../ai-integration/ai-agents/ai-agents_overview#intelligent-recommendation-agents)
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* Customer support chatbot agents
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* Data analysis and reporting agents
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* Content generation agents
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* Workflow automation agents
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* Intelligent recommendation agents
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### Technical documentation
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Use the technical documentation to learn how to create and manage AI agents, configure secure database access, enable agents to trigger client actions, and more.
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<ColGrid colCount={2}>
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<CardWithImage title="AI Agents Overview" description="Learn the basic concepts of RavenDB's native AI agents" url="../../ai-integration/ai-agents/ai-agents_overview" imgIcon="ai-agents" imgAlt="AI Agents Overview" ctaLabel="Read" />
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<CardWithImage title="Creating agents using Studio" description="Learn how to easily create and test AI agents using Studio" url="../../ai-integration/ai-agents/creating-ai-agents/creating-ai-agents_studio" imgIcon="ai-agents" imgAlt="Creating agents using Studio" ctaLabel="Read" />
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<CardWithImage title="AI Agents Overview" description="Learn the basic concepts of RavenDB's native AI agents" url="../../ai-integration/ai-agents/ai-agents_overview" imgIcon="ai-agents" ctaLabel="Read" />
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<CardWithImage title="Creating agents using Studio" description="Learn how to easily create and test AI agents using Studio" url="../../ai-integration/ai-agents/creating-ai-agents/creating-ai-agents_studio" imgIcon="studio-config" ctaLabel="Read" />
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#### Learn more: In-depth AI agents articles
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<ColGrid colCount={3}>
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<CardWithImage title="Practical look at AI agents with RavenDB" description="A step-by-step tutorial for building AI agents with RavenDB, by Gracjan Sadowicz" imgSrc="https://ravendb.net/wp-content/uploads/2025/09/practical-look-ai-agents-article-image.jpg" url="https://ravendb.net/articles/practical-look-at-ai-agents-with-ravendb" imgAlt="Practical look at AI agents with RavenDB" ctaLabel="Read" />
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<ColGrid colCount={2}>
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<CardWithImage title="Practical look at AI agents with RavenDB" description="A step-by-step tutorial for building AI agents with RavenDB, by Gracjan Sadowicz" imgSrc={practicalLookAiAgentsImage} url="https://ravendb.net/articles/practical-look-at-ai-agents-with-ravendb" imgAlt="Practical look at AI agents with RavenDB" ctaLabel="Read" />
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</ColGrid>
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### Related lives & Videos
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Watch our webinars to see AI agents in action and learn practical implementation techniques.
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<ColGrid colCount={1}>
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<CardWithImageHorizontal title="How to run AI agents natively in your database" description="Watch a webinar about AI agents." url="https://www.youtube.com/watch?v=A17GSLGN-cQ" imgSrc={aiAgentsVideo} imgAlt="How to run AI agents natively in your database" ctaLabel="Watch" />
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<CardWithImageHorizontal title="Creating powerful and secure AI agents with RavenDB" description="Webinar with Oren Eini" url="https://www.youtube.com/watch?v=jzUxL9P17G4" imgSrc={powerfulAgentsVideo} imgAlt="Creating powerful and secure AI agents with RavenDB" ctaLabel="Watch" />
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<CardWithImageHorizontal title="How to run AI agents natively in your database" description="Watch a webinar about AI agents." url="https://www.youtube.com/watch?v=A17GSLGN-cQ" imgSrc={webinarThumbnailPlaceholder} imgAlt="How to run AI agents natively in your database" ctaLabel="Watch" />
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<CardWithImageHorizontal title="Creating powerful and secure AI agents with RavenDB" description="Webinar with Oren Eini" url="https://www.youtube.com/watch?v=jzUxL9P17G4" imgSrc={webinarThumbnailPlaceholder} imgAlt="Creating powerful and secure AI agents with RavenDB" ctaLabel="Watch" />
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‎docs/ai-integration/ai-agents/assets/ai-start_ai-agents_video.png‎

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‎docs/ai-integration/ai-integration_start.mdx‎

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import buildVsBuyStartImage from "./assets/ai-start_ai-agents_build-vs-buy.png";
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import vectorSearchIntroImage from "./assets/ai-start_vector-search_intro.png";
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import aiAgentsVideo from "./ai-agents/assets/ai-start_ai-agents_video.png";
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import genAiVideo from "./gen-ai-integration/assets/ai-start_gen-ai_video.png";
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import takingOverTheWorldVideo from "./vector-search/assets/ai-start_taking-over-the-world_video.png";
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import practicalLookAiAgentsImage from "./assets/practical-look-ai-agents-article-image.webp";
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import ayendeBlogImage from "@site/static/img/from-ayende-com.webp";
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import webinarThumbnailPlaceholder from "@site/static/img/webinar.webp";
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import discordThumbnailPlaceholder from "@site/static/img/discord.webp";
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# AI Integration
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Ship AI-powered features faster with RavenDB’s native tools.
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#### Learn more: In-depth AI features articles
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<ColGrid colCount={2}>
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<CardWithImage title="RavenDB GenAI deep dive" description="A deep-dive with hands-on examples and implementation details, by Oren Eini" imgSrc="https://ravendb.net/wp-content/uploads/2024/05/from-ayende-com.webp" url="https://ravendb.net/articles/ravendb-genai-deep-dive" imgAlt="RavenDB GenAI Deep Dive" ctaLabel="Read" />
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<CardWithImage title="Practical look at AI agents with RavenDB" description="A step-by-step tutorial for building AI agents with RavenDB, by Gracjan Sadowicz" imgSrc="https://ravendb.net/wp-content/uploads/2025/09/practical-look-ai-agents-article-image.jpg" url="https://ravendb.net/articles/practical-look-at-ai-agents-with-ravendb" imgAlt="Practical look at AI agents with RavenDB" ctaLabel="Read" />
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<CardWithImage title="RavenDB GenAI deep dive" description="A deep-dive with hands-on examples and implementation details, by Oren Eini" imgSrc={ayendeBlogImage} url="https://ravendb.net/articles/ravendb-genai-deep-dive" imgAlt="RavenDB GenAI Deep Dive" ctaLabel="Read" />
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<CardWithImage title="Practical look at AI agents with RavenDB" description="A step-by-step tutorial for building AI agents with RavenDB, by Gracjan Sadowicz" imgSrc={practicalLookAiAgentsImage} url="https://ravendb.net/articles/practical-look-at-ai-agents-with-ravendb" imgAlt="Practical look at AI agents with RavenDB" ctaLabel="Read" />
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### AI agents
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AI agents are conversational proxy components that reside on the server and autonomously handle client requests using an AI model. Instead of spending your time on integrating AI capabilities into your application, you can rapidly configure AI agents using Studio or the client API. Agents can securely read from the database and request the client for actions on behalf of the AI model, infusing intelligence into the workflow. Whether you need chatbots, automated reporting, or intelligent data processing, you get immediate production-ready AI features without the integration overhead.
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<ColGrid colCount={2}>
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<CardWithImage title="AI agents start page" description="Continue to the AI agents Start page." url="../ai-integration/ai-agents/ai-agents_start" imgIcon="ai-agents" imgAlt="AI agents start page" ctaLabel="Read" />
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<CardWithImage title="Technical documentation" description="Learn how to create, deploy, manage conversations, and get results with AI agents." url="../ai-integration/ai-agents/ai-agents_start#technical-documentation" imgIcon="ai-agents" imgAlt="AI agents technical documentation" ctaLabel="Read" />
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<CardWithImage title="AI agents start page" description="Continue to the AI agents Start page." url="../ai-integration/ai-agents/ai-agents_start" imgIcon="ai-agents" ctaLabel="Read" />
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<CardWithImage title="Technical documentation" description="Learn how to create, deploy, manage conversations, and get results with AI agents." url="../ai-integration/ai-agents/ai-agents_start#technical-documentation" imgIcon="console" ctaLabel="Read" />
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### GenAI tasks
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GenAI tasks are configurable [ongoing operations](../studio/database/tasks/ongoing-tasks/general-info) that process your documents systematically in the background using an AI model. Instead of building custom AI integration pipelines yourself, you can easily create tasks that weave AI capabilities into your data flow. They can enrich documents with AI-generated content, validate and categorize data, translate documents, or execute countless other automated workflows that leverage AI capabilities.
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<ColGrid colCount={2}>
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<CardWithImage title="GenAI tasks start page" description="Continue to the GenAI tasks Start page." url="../ai-integration/gen-ai-integration/gen-ai_start" imgIcon="genai" imgAlt="GenAI tasks start page" ctaLabel="Read" />
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<CardWithImage title="Technical documentation" description="Learn to create GenAI tasks that process your data and enable intelligent workflows automation." url="../ai-integration/gen-ai-integration/gen-ai_start#technical-documentation" imgIcon="genai" imgAlt="GenAI tasks technical documentation" ctaLabel="Read" />
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<CardWithImage title="GenAI tasks start page" description="Continue to the GenAI tasks Start page." url="../ai-integration/gen-ai-integration/gen-ai_start" imgIcon="genai" ctaLabel="Read" />
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<CardWithImage title="Technical documentation" description="Learn to create GenAI tasks that process your data and enable intelligent workflows automation." url="../ai-integration/gen-ai-integration/gen-ai_start#technical-documentation" imgIcon="console" ctaLabel="Read" />
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### Embeddings generation
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Embeddings generation tasks transform your content into semantic vectors that enable intelligent similarity-based searches. Instead of building complex search infrastructure, you can utilize native tasks that seamlessly embed vector capabilities into your data, enabling intelligent search by meaning and context.
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<ColGrid colCount={2}>
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<CardWithImage title="Embeddings generation Start page" description="Continue to the embeddings generation Start page." url="../ai-integration/generating-embeddings/embeddings-generation_start" imgIcon="embeddings" imgAlt="Embeddings generation Start page" ctaLabel="Read" />
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<CardWithImage title="Technical documentation" description="Learn to generate embeddings and enable intelligent searches." url="../ai-integration/generating-embeddings/embeddings-generation_start#technical-documentation" imgIcon="embeddings" imgAlt="Embeddings generation technical documentation" ctaLabel="Read" />
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<CardWithImage title="Embeddings generation Start page" description="Continue to the embeddings generation Start page." url="../ai-integration/generating-embeddings/embeddings-generation_start" imgIcon="embeddings" ctaLabel="Read" />
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<CardWithImage title="Technical documentation" description="Learn to generate embeddings and enable intelligent searches." url="../ai-integration/generating-embeddings/embeddings-generation_start#technical-documentation" imgIcon="console" ctaLabel="Read" />
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### Vector search
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Vector search enables intelligent similarity-based discovery using embeddings rather than exact matching. Instead of developing custom similarity algorithms yourself, you can employ native vector operations for diverse applications. Whether you need to categorize content, find similar items, or automate recommendations, vector search delivers intelligent matching capabilities that understand meaning and context.
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<CardWithImage title="Vector search start page" description="Continue to the vector search Start page." url="../ai-integration/vector-search/vector-search_start" imgIcon="vector-search" imgAlt="Vector search start page" ctaLabel="Read" />
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<CardWithImage title="Technical documentation" description="Learn to search your data by meaning and context." url="../ai-integration/vector-search/vector-search_start#technical-documentation" imgIcon="vector-search" imgAlt="Vector search technical documentation" ctaLabel="Read" />
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<CardWithImage title="Vector search start page" description="Continue to the vector search Start page." url="../ai-integration/vector-search/vector-search_start" imgIcon="vector-search" ctaLabel="Read" />
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<CardWithImage title="Technical documentation" description="Learn to search your data by meaning and context." url="../ai-integration/vector-search/vector-search_start#technical-documentation" imgIcon="console" ctaLabel="Read" />
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### Related lives & Videos
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Watch our broadcasts to see RavenDB's AI features in action and learn practical implementation techniques.
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<CardWithImageHorizontal title="How to run AI agents natively in your database" description="Watch a webinar about AI agents." url="https://www.youtube.com/watch?v=A17GSLGN-cQ" imgSrc={aiAgentsVideo} imgAlt="How to run AI agents natively in your database" ctaLabel="Watch" />
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<CardWithImageHorizontal title="Why are GenAI tasks so effective" description="Watch a webinar about GenAI tasks." url="https://www.youtube.com/watch?v=NgvyeHwwVjM" imgSrc={genAiVideo} imgAlt="Why are GenAI tasks so effective" ctaLabel="Watch" />
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<CardWithImageHorizontal title="Taking over the world with AI and RavenDB" description="Watch a webinar about vector search." url="https://www.youtube.com/watch?v=7DhbgfH_rSE" imgSrc={takingOverTheWorldVideo} imgAlt="Take over the world with AI and RavenDB" ctaLabel="Watch" />
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<CardWithImageHorizontal title="How to run AI agents natively in your database" description="Watch a webinar about AI agents." url="https://www.youtube.com/watch?v=A17GSLGN-cQ" imgSrc={webinarThumbnailPlaceholder} imgAlt="RavenDB Webinar" ctaLabel="Watch" />
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<CardWithImageHorizontal title="Why are GenAI tasks so effective" description="Watch a webinar about GenAI tasks." url="https://www.youtube.com/watch?v=NgvyeHwwVjM" imgSrc={webinarThumbnailPlaceholder} imgAlt="RavenDB Webinar" ctaLabel="Watch" />
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<CardWithImageHorizontal title="Taking over the world with AI and RavenDB" description="Watch a webinar about vector search." url="https://www.youtube.com/watch?v=7DhbgfH_rSE" imgSrc={webinarThumbnailPlaceholder} imgAlt="RavenDB Webinar" ctaLabel="Watch" />
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### Deep dives, content & resources
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<CardWithImage title="Build vs. Buy" description="The difference between building an AI agent infrastructure from scratch and using RavenDB's native AI agents" imgSrc={buildVsBuyStartImage} url="https://ravendb.net/articles/build-vs-buy-the-real-cost-of-adding-ai-agents-to-your-application" imgAlt="AI agents: Build vs. Buy" ctaLabel="Read" />
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<CardWithImage title="Introduction to vector search" description="A glimpse of what can be achieved with vector search" url="https://ravendb.net/articles/new-in-7-0-ravendbs-vector-search" imgSrc={vectorSearchIntroImage} imgAlt="Introduction to vector search" ctaLabel="Read" />
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<CardWithImage title="Future-proof your tech stack" description="Where Does GenAI Truly Fit" imgIcon="genai" url="https://www.youtube.com/watch?v=OjEAWHGKyJY" imgIcon="genai" imgAlt="Future-proof your tech stack" ctaLabel="Watch" />
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<CardWithImage title="Future-proof your tech stack" description="Where Does GenAI Truly Fit" url="https://www.youtube.com/watch?v=OjEAWHGKyJY" imgSrc={discordThumbnailPlaceholder} imgAlt="Future-proof your tech stack" ctaLabel="Watch" />
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