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Added start pages for the AI integration branch and the embeddings and vector search sections #2167
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… embeddings and vector search sections, edits in existing GenAI and AI agents pages), added embeddings & vector search use cases, and some editing of existing AI content.
| Learn More: In-Depth AI Feature Articles | ||
| <ColGrid colCount={2}> | ||
| <CardWithImage title="RavenDB GenAI Deep Dive" description="A deep-dive with hands-on examples and implementation details, by Oren Eini" imgSrc="" url="https://ravendb.net/articles/ravendb-genai-deep-dive" imgAlt="imgAlt" ctaLabel="Read" /> | ||
| <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="" url="https://ravendb.net/articles/practical-look-at-ai-agents-with-ravendb" imgAlt="imgAlt" ctaLabel="Read" /> |
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These are external articles with custom images. Why don't we use these images here?
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done, thanks
for "introduction to vector search" I'm still using a local image (edited to remove "7.0" because I want it to apply to all versions)
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| Learn More: In-Depth AI Feature Articles | ||
| <ColGrid colCount={2}> | ||
| <CardWithImage title="RavenDB GenAI Deep Dive" description="A deep-dive with hands-on examples and implementation details, by Oren Eini" imgSrc="" url="https://ravendb.net/articles/ravendb-genai-deep-dive" imgAlt="imgAlt" ctaLabel="Read" /> |
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imgAlt should either be descriptive (what do you see at the image) or not passed
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Same for imgSrc - don't pass it if it's empty
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done
| 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}> | ||
| <CardWithImage title="AI agents Start page" description="Continue to the AI agents Start page." url="../ai-integration/ai-agents/ai-agents_start" imgSrc={aiAgentsStartImage} imgAlt="imgAlt" ctaLabel="Read" /> |
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There's no need for you to implement images with icon. Simply use the imgIcon parameter to define what icon should be used (see: static/icons), and there will be an auto-generated thumbnail.

<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" ctaLabel="Read" />
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done
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oh, it's not commited yet. I'll revisit the PR after the fixes @reebhub
| ### Lives & Videos | ||
| Watch our broadcasts to see RavenDB's AI features in action and learn practical implementation techniques. | ||
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There should be a single <ColGrid> parent for all the <CardWithImageHorizontal> children. This will add margins between the elements.
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done
| <ColGrid colCount={3}> | ||
| <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="imgAlt" ctaLabel="Read now" /> | ||
| <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="imgAlt" ctaLabel="Read now" /> | ||
| <CardWithImage title="Future-proof your tech stack" description="Where Does GenAI Truly Fit" imgSrc={genAiStartImage} url="https://www.youtube.com/watch?v=OjEAWHGKyJY" imgIcon="gen-ai" imgAlt="imgAlt" ctaLabel="Read now" /> |
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ctaLabel here is Read now, while in the other sections it is Read.
Let's stick to a single version.
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==>"Read"
| Watch our online webinars to learn about embeddings generation and usage in RavenDB. | ||
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| <CardWithImageHorizontal title="Take over the world with AI and RavenDB" description="Practical AI integration with Oren Eini" url="https://www.youtube.com/watch?v=7DhbgfH_rSE" imgSrc="https://media.licdn.com/dms/image/v2/D4D10AQG81cXtiYRc2w/image-shrink_800/B4DZZYYLcTHwAk-/0/1745239456036?e=2147483647&v=beta&t=yQVz6ji4wD4reOTXtlPpERK0fdpr1f2VoG_SEV9x3lc" imgAlt="imgAlt" ctaLabel="Watch" /> |
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These webinars have the same thumbnail image.
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done
| Once you're familiar with the basics of GenAI tasks, you can take a look at these in-depth articles. | ||
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| <ColGrid colCount={3}> | ||
| <CardWithImage title="RavenDB GenAI Deep Dive" description="A deep-dive with hands-on examples and implementation details, by Oren Eini" imgSrc="" url="https://ravendb.net/articles/ravendb-genai-deep-dive" imgAlt="imgAlt" ctaLabel="Read" /> |
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Use different imgIcon for all the cards; remove imgSrc and imgAlt
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will use the new icons when I get them, let's recheck then
| Our technical documentation explains in detail what AI agents are and how to define and use them. | ||
| If you're new to AI agents, we recommend the [overview](../../ai-integration/ai-agents/ai-agents_overview) page as a good starting point. | ||
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| <CardWithImage title="AI Agents Overview" description="Basic concepts of RavenDB's native AI agents" url="../../ai-integration/ai-agents/ai-agents_overview" imgSrc={aiAgentsStartOvImage} imgAlt="imgAlt" ctaLabel="Read" /> |
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Use descriptive imgAlt
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done
| <CardWithImage title="AI Agents - Overview" description="The starting point for the AI agents documentation: an overview of the feature" url="../../ai-integration/ai-agents/ai-agents_overview" imgSrc={aiAgentsStartOvImage} imgAlt="imgAlt" ctaLabel="Read" /> | ||
| <CardWithImage title="Creating an agent using the API" description="Defining an agent configuration, Running a continuous conversation with the LLM, and Getting results via the Client API" url="../../ai-integration/ai-agents/creating-ai-agents/creating-ai-agents_api" imgSrc={aiAgentsStartApiImage} imgAlt="imgAlt" ctaLabel="Read" /> | ||
| <CardWithImage title="Easily creating and testing an AI agent using Studio" url="../../ai-integration/ai-agents/creating-ai-agents/creating-ai-agents_studio" imgSrc={aiAgentsStartStudioImage} imgAlt="imgAlt" ctaLabel="Read" /> | ||
| <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="" url="https://ravendb.net/articles/practical-look-at-ai-agents-with-ravendb" imgAlt="imgAlt" ctaLabel="Read" /> |
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Use imgIcon="ai-agents"; remove imgSrc and imgAlt
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done
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| <ColGrid colCount={2}> | ||
| <ColGrid colCount={1}> | ||
| <CardWithImageHorizontal title="How to run AI agents natively in your database" description="Webinar with Oren Eini" url="https://www.youtube.com/watch?v=A17GSLGN-cQ" imgSrc="https://media.licdn.com/dms/image/v2/D4D10AQG81cXtiYRc2w/image-shrink_800/B4DZZYYLcTHwAk-/0/1745239456036?e=2147483647&v=beta&t=yQVz6ji4wD4reOTXtlPpERK0fdpr1f2VoG_SEV9x3lc" imgAlt="imgAlt" ctaLabel="Watch" /> |
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These webinars have the same thumbnail image.
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done

related issues:
RDoc-3523 - add AI integration branch Start page
RDoc-3543 - add vector search Start page
RDoc-3544 - add embeddings generation Start page
RDoc-3553 - add the vector search start page use cases
RDoc-3559 - add the embeddings generation start page use cases