agent.py

from langchain_openai import ChatOpenAI

# gpt-4.1-nano (cheaper for debugging) with temperature 0 for less randomness
# for benchmarking use gpt-4.1-mini or 04-mini

llm = ChatOpenAI(model="gpt-4.1-nano", temperature=0)