The standard way to create an agent with tools is using the function initialize_agent with parameters llm, tools, and agent_type.
Step 2: Evaluate options
agent = initialize_agent(llm=llm, tools=tools, agent_type='zero-shot') matches the correct syntax. Using Agent class directly, Agent.new, or create_agent are invalid in Langchain.
Final Answer:
agent = initialize_agent(llm=llm, tools=tools, agent_type='zero-shot') -> Option B
Quick Check:
Agent creation uses initialize_agent() [OK]
Quick Trick:Use initialize_agent() with llm, tools, and agent_type [OK]
Common Mistakes:
MISTAKES
Using Agent class directly instead of initialize_agent
Calling non-existent create_agent function
Wrong parameter names or missing agent_type
Master "Agents" in LangChain
9 interactive learning modes - each teaches the same concept differently