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Some token filters can add tokens that span multiple positions. These can include tokens for multi-word synonyms, such as using "atm" as a synonym for "automatic teller machine."
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Some token filters can add tokens that span multiple positions. These can include tokens for multi-word synonyms, such as using "atm" as a synonym for "automatic teller machine".
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However, only some token filters, known as *graph token filters*, accurately record the `positionLength` for multi-position tokens. These filters include:
Copy file name to clipboardExpand all lines: solutions/search/agent-builder/agent-builder-agents.md
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stack: preview 9.2
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serverless:
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elasticsearch: preview
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observability: unavailable
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security: unavailable
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:::{warning}
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These pages are currently hidden from the docs TOC and have `noindexed` meta headers.
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**Go to the docs [landing page](/solutions/search/elastic-agent-builder.md).**
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# {{agent-builder}}: Agents
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Agents are AI models (LLMs) defined with custom instructions and a set of assigned [tools](tools.md). Users [chat](chat.md) with agents using natural language, in the Agent Builder UI or programmatically.
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---
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navigation_title: "Agent Chat UI"
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navigation_title: "Chat"
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applies_to:
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observability: unavailable
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**Go to the docs [landing page](/solutions/search/elastic-agent-builder.md).**
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# {{agent-builder}}: Agent Chat
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**Agent Chat** is the synchronous chat interface for natural language conversations with your [agents](agent-builder-agents.md).
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**Agent Chat** is the chat interface for natural language conversations with your [agents](agent-builder-agents.md).
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The chat GUI and programmatic interfaces enable real-time communication where you can ask questions, request data analysis, and receive immediate responses from your configured agents.
{{agent-builder}} is enabled by default in serverless {{es}} projects.
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Find **Agents** in the navigation menu to begin using the feature, or search for **Agents** in the [global search field](/explore-analyze/find-and-organize/find-apps-and-objects.md).
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:::
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:::{applies-item} stack: preview 9.2
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You have to enable {{agent-builder}} to get started on non-serverless deployments.
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You can enable the features using the UI:
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1.Navigate to**Agent Builder**under **AI** using the navigation menu or the [global search field](/explore-analyze/find-and-organize/find-apps-and-objects.md).
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1.Search for**AI / Agent Builder**in the [global search field](/explore-analyze/find-and-organize/find-apps-and-objects.md).
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2. Toggle **{{agent-builder}}** to on.
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3. Select **Save changes**.
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Refresh the browser page and find **Agents** in the navigation menu to begin using the feature.
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You can also search for **Agent Builder** in the [global search bar](/explore-analyze/find-and-organize/find-apps-and-objects.md).
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Find **Agents** in the navigation menu to begin using the feature, or search for **Agents** in the [global search field](/explore-analyze/find-and-organize/find-apps-and-objects.md).
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:::
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::::
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:::::
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::::{step} Ingest some data
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Before you begin with agents, you need some data in your {{es}} cluster. Otherwise, you will be chatting to the underlying LLM without any retrieval-augmented context.
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Before you begin with agents, you need some data in {{es}}. Otherwise, you will be chatting to the underlying LLM without any retrieval-augmented context.
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To learn about adding data for search use cases, go to [](/solutions/search/ingest-for-search.md).
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For a broader overview of ingestion options, go to [](/manage-data/ingest.md).
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::::{step} Configure model (optional)
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By default, {{agent-builder}} uses the Elastic Managed LLM. To use a different model, refer to [model selection and configuration](models.md).
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::::
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::::{step} Begin building agents and tools
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Once you've tested the default **Elastic AI Agent** with the [built-in Elastic tools](tools.md), you can begin [building your own agents](agent-builder-agents.md#create-a-new-agent) with custom instructions and [creating your own tools](tools.md#create-custom-tools) to assign them.
Copy file name to clipboardExpand all lines: solutions/search/agent-builder/kibana-api.md
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observability: unavailable
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:::{warning}
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# Work with {{agent-builder}} using the APIs
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This page provides a quick overview of the main Kibana API endpoints for {{agent-builder}}. For complete details including all available parameters, request/response schemas, and error handling, refer to the [Kibana serverless API reference](https://www.elastic.co/docs/api/doc/serverless/group/endpoint-agent-builder).
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