[FEATURE] Implement set_knowledge Method in BaseAgent to Enable Knowledge Integration​

[Programmer-RD-AI]

Feature Area

Core functionality

Is your feature request related to a an existing bug? Please link it here.

NA

Describe the solution you'd like

In CrewAI, the BaseAgent class currently includes a set_knowledge method that is not implemented:

def set_knowledge(self, crew_embedder: Optional[Dict[str, Any]] = None):
    pass

Implementing this method is essential for agents to utilize external knowledge sources effectively. The implementation should allow agents to access various data types, such as:

• Text files
• PDFs
• CSV files
• JSON files
• Web pages
• YouTube videos
• Documentation websites

By enabling agents to incorporate these knowledge sources, we can enhance their ability to provide informed and contextually relevant responses. This aligns with CrewAI's goal of creating intelligent agents capable of accessing and utilizing external information during their tasks.

Describe alternatives you've considered

An alternative approach could involve creating specialized agent subclasses with their own methods for handling knowledge integration. However, this would lead to code redundancy and inconsistency across different agents. Implementing the set_knowledge method within the BaseAgent class ensures a standardized and scalable solution for knowledge integration across all agents.

Additional context

Implementing the set_knowledge method would also facilitate the use of CrewAI's Retrieval-Augmented Generation (RAG) Tool, which allows agents to query dynamic knowledge bases for relevant information. This tool supports various data sources, including PDFs, CSVs, JSON files, web pages, and more, enabling agents to provide contextually accurate responses. citeturn0search2

Willingness to Contribute

Yes, I'd be happy to submit a pull request