diff --git a/docs/concepts/knowledge.mdx b/docs/concepts/knowledge.mdx
index 16ac586d6..8af9b70a2 100644
--- a/docs/concepts/knowledge.mdx
+++ b/docs/concepts/knowledge.mdx
@@ -12,9 +12,11 @@ Knowledge in CrewAI is a powerful system that allows AI agents to access and uti
Think of it as giving your agents a reference library they can consult while working.
- Key benefits of using Knowledge: - Enhance agents with domain-specific
- information - Support decisions with real-world data - Maintain context across
- conversations - Ground responses in factual information
+ Key benefits of using Knowledge:
+ - Enhance agents with domain-specific information
+ - Support decisions with real-world data
+ - Maintain context across conversations
+ - Ground responses in factual information
## Supported Knowledge Sources
@@ -23,10 +25,14 @@ CrewAI supports various types of knowledge sources out of the box:
- - Raw strings - Text files (.txt) - PDF documents
+ - Raw strings
+ - Text files (.txt)
+ - PDF documents
- - CSV files - Excel spreadsheets - JSON documents
+ - CSV files
+ - Excel spreadsheets
+ - JSON documents
@@ -300,14 +306,14 @@ recent_news = SpaceNewsKnowledgeSource(
- - Keep chunk sizes appropriate for your content type - Consider content
- overlap for context preservation - Organize related information into
- separate knowledge sources
+ - Keep chunk sizes appropriate for your content type
+ - Consider content overlap for context preservation
+ - Organize related information into separate knowledge sources
- - Adjust chunk sizes based on content complexity - Configure appropriate
- embedding models - Consider using local embedding providers for faster
- processing
+ - Adjust chunk sizes based on content complexity
+ - Configure appropriate embedding models
+ - Consider using local embedding providers for faster processing