core/context_builder.py


# CONTEXT BUILDER - ./core/context_builder.py

from core.rag.rag_jung import retrieve
from core.tools.web_search import web_search

def should_use_web(query):
    trigger_words = ["what is", "who is", "define", "meaning", "latest"]
    return any(w in query.lower() for w in trigger_words)

def build_context(agent, query):

    # -----------------------------
    # RAG CONTEXT
    # -----------------------------
    #rag_context = retrieve(query)
    rag_context = retrieve(query, k=3)
    #rag_context = retrieve(user_input, k=3)

    #print(f"{agent.upper()} RAG: \n{rag_context}")

    # -----------------------------
    # WEB CONTEXT (only if needed)
    # -----------------------------
    web_context = ""

    if should_use_web(query) or len(rag_context.strip()) < 50:
        print(f"🌐 Using web fallback...")
        #web_context = web_search(query) or ""
        web_context = web_search(query)
        #print(f"{agent.upper()} WEB: \n{web_context}")

    # -----------------------------
    # COMBINED CONTEXT
    # -----------------------------
    combined = f"""
    {agent.upper()} RAG:
    {rag_context}

    {agent.upper()} WEB:
    {web_context}
    """

    print(f"{agent.upper()} RAG: \n{rag_context}")
    print(f"{agent.upper()} WEB: \n{web_context}")
    print(f"COMBINED - RAG+WEB - CONTEXT: \n{combined.strip()}")
    
    return combined.strip()