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from langchain_openai import ChatOpenAI | |
from langgraph_supervisor import create_supervisor | |
from langgraph.prebuilt import create_react_agent | |
model = ChatOpenAI(model="gpt-4o") | |
# Create specialized agents | |
def add(a: float, b: float) -> float: | |
"""Add two numbers.""" | |
return a + b | |
def multiply(a: float, b: float) -> float: | |
"""Multiply two numbers.""" | |
return a * b | |
def web_search(query: str) -> str: | |
"""Search the web for information.""" | |
return ( | |
"Here are the headcounts for each of the FAANG companies in 2024:\n" | |
"1. **Facebook (Meta)**: 67,317 employees.\n" | |
"2. **Apple**: 164,000 employees.\n" | |
"3. **Amazon**: 1,551,000 employees.\n" | |
"4. **Netflix**: 14,000 employees.\n" | |
"5. **Google (Alphabet)**: 181,269 employees." | |
) | |
math_agent = create_react_agent( | |
model=model, | |
tools=[add, multiply], | |
name="math_expert", | |
prompt="You are a math expert. Always use one tool at a time." | |
) | |
research_agent = create_react_agent( | |
model=model, | |
tools=[web_search], | |
name="research_expert", | |
prompt="You are a world class researcher with access to web search. Do not do any math." | |
) | |
# Create supervisor workflow | |
workflow = create_supervisor( | |
[research_agent, math_agent], | |
model=model, | |
prompt=( | |
"You are a team supervisor managing a research expert and a math expert. " | |
"For current events, use research_agent. " | |
"For math problems, use math_agent." | |
) | |
) | |
# Compile and run | |
app = workflow.compile() |