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"""
Groq Llama Finance Agent
========================

Demonstrates this reasoning cookbook example.
"""

from textwrap import dedent

from agno.agent import Agent
from agno.models.groq import Groq
from agno.tools.reasoning import ReasoningTools
from agno.tools.websearch import WebSearchTools


# ---------------------------------------------------------------------------
# Create Example
# ---------------------------------------------------------------------------
def run_example() -> None:
    thinking_llama = Agent(
        model=Groq(id="meta-llama/llama-4-scout-17b-16e-instruct"),
        tools=[
            ReasoningTools(),
            WebSearchTools(),
        ],
        instructions=dedent("""\
        ## General Instructions
        - Always start by using the think tool to map out the steps needed to complete the task.
        - After receiving tool results, use the think tool as a scratchpad to validate the results for correctness
        - Before responding to the user, use the think tool to jot down final thoughts and ideas.
        - Present final outputs in well-organized tables whenever possible.

        ## Using the think tool
        At every step, use the think tool as a scratchpad to:
        - Restate the object in your own words to ensure full comprehension.
        - List the  specific rules that apply to the current request
        - Check if all required information is collected and is valid
        - Verify that the planned action completes the task\
        """),
        markdown=True,
    )
    thinking_llama.print_response("Write a report comparing NVDA to TSLA", stream=True)


# ---------------------------------------------------------------------------
# Run Example
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    run_example()

​
Run the Example

# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/10_reasoning/tools

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python groq_llama_finance_agent.py