DSPy

pip install -U dspy

export TOGETHER_API_KEY=***

import dspy

# Configure dspy with an LLM from Together AI
lm = dspy.LM(
    "together_ai/Qwen/Qwen3.5-9B",
    api_key=os.environ.get("TOGETHER_API_KEY"),
    api_base="https://api.together.ai/v1",
)

# Now you can call the LLM directly as follows
lm("Say this is a test!", temperature=0.7)  # => ['This is a test!']
lm(
    messages=[{"role": "user", "content": "Say this is a test!"}]
)  # => ['This is a test!']

# Configure dspy to use the LLM
dspy.configure(lm=lm)


# Gives the agent access to a python interpreter
def evaluate_math(expression: str):
    return dspy.PythonInterpreter({}).execute(expression)


# Gives the agent access to a wikipedia search tool
def search_wikipedia(query: str):

    results = dspy.ColBERTv2(url="http://20.102.90.50:2017/wiki17_abstracts")(
        query, k=3
    )
    return [x["text"] for x in results]


# setup ReAct module with question and math answer signature
react = dspy.ReAct(
    "question -> answer: float",
    tools=[evaluate_math, search_wikipedia],
)

pred = react(
    question="What is 9362158 divided by the year of birth of David Gregory of Kinnairdy castle?"
)

print(pred.answer)