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Jimmy Ben Klieve 867ec94258 revert white-space changes in docs (#12557) 
### What problem does this PR solve?

Trailing white-spaces in commit 6814ace1aa
got automatically trimmed by code editor may causes documentation
typesetting broken.

Mostly for double spaces for soft line breaks.  

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Implement deep research

Implements deep research for agentic reasoning.

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

To activate this feature:

  1. Enable the Reasoning toggle in Chat setting.

chat_reasoning

  1. Enter the correct Tavily API key to leverage Tavily-based web search:

chat_tavily

The following is a screenshot of a conversation that integrates Deep Research:

Image