to correct Web search failed: ManagedAgent.__init__() got an unexpected keyword argument 'llm'

pipeline.py

@@ -39,6 +39,8 @@ gemini_llm = ChatGoogleGenerativeAI(
     # Additional parameters or safety_settings can be added here if needed
 )
 
+web_gemini_llm = LiteLLMModel(model_id="gemini/gemini-pro", api_key=os.environ.get("GEMINI_API_KEY"))
+
 ################################################################################
 # Pydantic Models
 ################################################################################
@@ -314,7 +316,7 @@ def do_cached_web_search(query: str) -> str:
     try:
         print("DEBUG: Performing a new web search...")
         search_tool = DuckDuckGoSearchTool()
-        search_agent = ManagedAgent(llm=gemini_llm, tools=[search_tool])
+        search_agent = ManagedAgent(llm=web_gemini_llm, tools=[search_tool])
         new_search_result = search_agent.run(f"Search for information about: {query}")
         
         # 3) Store in cache for future reuse
@@ -443,4 +445,4 @@ brand_vectorstore = build_or_load_vectorstore(brand_csv, brand_store_dir)
 wellness_rag_chain = build_rag_chain(wellness_vectorstore)
 brand_rag_chain = build_rag_chain(brand_vectorstore)
 
-print("Pipeline initialized successfully! Ready to handle queries with caching.")
+print("Pipeline initialized successfully! Ready to handle querie with caching.")