utils/agent.py

from agno.agent import Agent
from agno.models.google import Gemini
from agno.tools.duckduckgo import DuckDuckGoTools

def get_query_rewriter_agent() -> Agent:
    """Initialize a query rewriting agent."""
    return Agent(
        name="Query Rewriter",
        model=Gemini(id="gemini-exp-1206"),
        instructions="""You are an expert at reformulating questions to be more precise and detailed. 
        Your task is to:
        1. Analyze the user's question
        2. Rewrite it to be more specific and search-friendly
        3. Expand any acronyms or technical terms
        4. Return ONLY the rewritten query without any additional text or explanations
        
        Example 1:
        User: "What does it say about ML?"
        Output: "What are the key concepts, techniques, and applications of Machine Learning (ML) discussed in the context?"
        
        Example 2:
        User: "Tell me about transformers"
        Output: "Explain the architecture, mechanisms, and applications of Transformer neural networks in natural language processing and deep learning"
        """,
        show_tool_calls=False,
        markdown=True,
    )


def get_web_search_agent() -> Agent:
    """Initialize a web search agent using DuckDuckGo."""
    return Agent(
        name="Web Search Agent",
        model=Gemini(id="gemini-exp-1206"),
        tools=[DuckDuckGoTools(
            fixed_max_results=5
        )],
        instructions="""You are a web search expert. Your task is to:
        1. Search the web for relevant information about the query
        2. Compile and summarize the most relevant information
        3. Include sources in your response
        """,
        show_tool_calls=True,
        markdown=True,
    )


def get_rag_agent() -> Agent:
    """Initialize the main RAG agent."""
    return Agent(
        name="Gemini RAG Agent",
        model=Gemini(id="gemini-2.0-flash-thinking-exp-01-21"),
        instructions="""You are an Intelligent Agent specializing in providing accurate answers.
        
        When given context from documents:
        - Focus on information from the provided documents
        - Be precise and cite specific details
        
        When given web search results:
        - Clearly indicate that the information comes from web search
        - Synthesize the information clearly
        
        Always maintain high accuracy and clarity in your responses.
        """,
        show_tool_calls=True,
        markdown=True,
    )