Initial draft of Implemnt deep research (#5774)

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- [x] Documentation Update
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sidebar_position: 3
slug: /implement_deep_research
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# Implement deep research
Implements deep research for agentic reasoning.
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From v0.17.0 onward, RAGFlow supports integrating agentic reasoning in an AI chat. The following diagram illustrates the workflow of RAGFlow's deep research:
![Image](https://github.com/user-attachments/assets/f65d4759-4f09-4d9d-9549-c0e1fe907525)
To activate this feature:
1. Enable the **Reasoning** toggle under the **Prompt Engine** tab of your chat assistant dialogue.
![Image](https://github.com/user-attachments/assets/4a1968d0-0128-4371-879f-77f3a70197f5)
2. Enter the correct Tavily API key under the **Assistant Setting** tab of your chat assistant dialogue to leverage Tavily-based web search
![Image](https://github.com/user-attachments/assets/e8787532-7e72-49ef-8951-169ae544512f)
*The following is a screenshot of a conversation that integrates Deep Research:*
![Image](https://github.com/user-attachments/assets/165b88ff-1f5d-4fb8-90e2-c836b25e32e9)