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"""
Basic Reasoning
===============
Demonstrates this reasoning cookbook example.
"""
from agno.agent import Agent
from agno.models.anthropic import Claude
from rich.console import Console
# ---------------------------------------------------------------------------
# Create Example
# ---------------------------------------------------------------------------
def run_example() -> None:
console = Console()
# Classic reasoning test: comparing decimal numbers
task = "9.11 and 9.9 -- which is bigger? Explain your reasoning step by step."
# Create a regular agent (no reasoning)
regular_agent = Agent(
model=Claude(id="claude-sonnet-4-5"),
markdown=True,
)
# Create an agent with extended thinking
reasoning_agent = Agent(
model=Claude(id="claude-sonnet-4-5"),
reasoning_model=Claude(
id="claude-sonnet-4-5",
thinking={"type": "enabled", "budget_tokens": 1024},
),
markdown=True,
)
console.rule("[bold blue]Regular Claude Agent (No Reasoning)[/bold blue]")
console.print("This agent will answer directly without extended thinking.\n")
regular_agent.print_response(task, stream=True)
console.rule("[bold green]Claude with Extended Thinking[/bold green]")
console.print("This agent uses extended thinking to analyze the problem deeply.\n")
reasoning_agent.print_response(task, stream=True, show_full_reasoning=True)
console.rule("[bold cyan]Accessing Reasoning Content[/bold cyan]")
response = reasoning_agent.run(task, stream=False)
if response.reasoning_content:
console.print(
f"[dim]Reasoning tokens used: {len(response.reasoning_content.split())}[/dim]"
)
console.print(
f"\n[bold]First 300 chars of reasoning:[/bold]\n{response.reasoning_content[:300]}..."
)
# ---------------------------------------------------------------------------
# Run Example
# ---------------------------------------------------------------------------
if __name__ == "__main__":
run_example()
Run the Example
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# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/10_reasoning/models/anthropic
# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate
python basic_reasoning.py