diff --git a/docs/concepts/knowledge.mdx b/docs/concepts/knowledge.mdx index 5e302cf1c..b4c7627d3 100644 --- a/docs/concepts/knowledge.mdx +++ b/docs/concepts/knowledge.mdx @@ -700,4 +700,11 @@ recent_news = SpaceNewsKnowledgeSource( - Configure appropriate embedding models - Consider using local embedding providers for faster processing + + + - With the typical file structure provided by CrewAI, knowledge sources are embedded every time the kickoff is triggered. + - If the knowledge sources are large, this leads to inefficiency and increased latency, as the same data is embedded each time. + - To resolve this, directly initialize the knowledge parameter instead of the knowledge_sources parameter. + - Link to the issue to get complete idea [Github Issue](https://github.com/crewAIInc/crewAI/issues/2755) +