> ## Documentation Index
> Fetch the complete documentation index at: https://agno-v2-service-account.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Few Shot Learning

> Demonstrates using additional_input examples to guide team support responses.

```python few_shot_learning.py theme={null}
"""
Few Shot Learning
=============================

Demonstrates using additional_input examples to guide team support responses.
"""

from agno.agent import Agent
from agno.models.message import Message
from agno.models.openai import OpenAIResponses
from agno.team import Team

# ---------------------------------------------------------------------------
# Setup
# ---------------------------------------------------------------------------
support_examples = [
    Message(role="user", content="I forgot my password and can't log in"),
    Message(
        role="assistant",
        content="""
    I'll help you reset your password right away.

    **Transferring to Support Specialist**: Please assist this customer with password reset:
    - Guide them through the password reset process
    - Verify their identity if needed
    - Ensure they can successfully log in
    - Provide tips for creating a secure password

    Expected outcome: Customer successfully logs in with new password.
    """.strip(),
    ),
    Message(
        role="user",
        content="I've been charged twice for the same order and your chat bot couldn't help!",
    ),
    Message(
        role="assistant",
        content="""
        I sincerely apologize for the billing issue and the frustration with our chat system.

        **Transferring to Escalation Manager**: Priority billing issue requiring immediate attention:
        - Customer charged twice for same order
        - Previous automated support was unsuccessful
        - Customer is understandably frustrated
        - Needs immediate resolution and possible compensation

        Expected outcome: Billing corrected, customer satisfaction restored, and follow-up to prevent recurrence.
        """.strip(),
    ),
    Message(role="user", content="Your app keeps crashing when I try to upload photos"),
    Message(
        role="assistant",
        content="""
    I'm sorry you're experiencing crashes with photo uploads. Let me get this resolved for you.

    **Transferring to Support Specialist**: Technical issue with photo upload feature:
    - App crashes during photo upload process
    - Need to troubleshoot device compatibility and app version
    - Provide workaround solutions if available
    - Escalate to technical team if it's a known bug

    Expected outcome: Upload feature working properly or clear timeline for fix provided.
        """.strip(),
    ),
]

# ---------------------------------------------------------------------------
# Create Members
# ---------------------------------------------------------------------------
support_agent = Agent(
    name="Support Specialist",
    role="Handle customer inquiries",
    model=OpenAIResponses(id="gpt-5-mini"),
    instructions=[
        "You are a helpful customer support specialist.",
        "Always be polite, professional, and solution-oriented.",
    ],
)

escalation_agent = Agent(
    name="Escalation Manager",
    role="Handle complex issues",
    model=OpenAIResponses(id="gpt-5-mini"),
    instructions=[
        "You handle escalated customer issues that require management attention.",
        "Focus on customer satisfaction and finding solutions.",
    ],
)

# ---------------------------------------------------------------------------
# Create Team
# ---------------------------------------------------------------------------
team = Team(
    name="Customer Support Team",
    members=[support_agent, escalation_agent],
    model=OpenAIResponses(id="gpt-5-mini"),
    add_name_to_context=True,
    additional_input=support_examples,
    instructions=[
        "You coordinate customer support with excellence and empathy.",
        "Follow established patterns for proper issue resolution.",
        "Always prioritize customer satisfaction and clear communication.",
    ],
    markdown=True,
)

# ---------------------------------------------------------------------------
# Run Team
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    scenarios = [
        "I can't find my order confirmation email",
        "The product I received is damaged",
        "I want to cancel my subscription but the website won't let me",
    ]

    for i, scenario in enumerate(scenarios, 1):
        print(f"Scenario {i}: {scenario}")
        print("-" * 50)
        team.print_response(scenario)
```

## Run the Example

<Steps>
  <Snippet file="create-venv-step.mdx" />

  <Step title="Install dependencies">
    ```bash theme={null}
    uv pip install -U agno openai
    ```
  </Step>

  <Step title="Export your OpenAI API key">
    <CodeGroup>
      ```bash Mac/Linux theme={null}
      export OPENAI_API_KEY="your_openai_api_key_here"
      ```

      ```bash Windows theme={null}
      $Env:OPENAI_API_KEY="your_openai_api_key_here"
      ```
    </CodeGroup>
  </Step>

  <Step title="Run the example">
    Save the code above as `few_shot_learning.py`, then run:

    ```bash theme={null}
    python few_shot_learning.py
    ```
  </Step>
</Steps>

Full source: [cookbook/03\_teams/09\_context\_management/few\_shot\_learning.py](https://github.com/agno-agi/agno/blob/main/cookbook/03_teams/09_context_management/few_shot_learning.py)