> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://www.comet.com/docs/opik/llms.txt.

# Optimizer Introduction Cookbook

> Learn how to use Opik Agent Optimizer with the HotPotQA dataset through an interactive notebook, covering setup, configuration, and optimization techniques.

> **Info**
>
> This example demonstrates end-to-end prompt optimization on the HotPotQA dataset using Opik Agent Optimizer. All
> steps, code, and explanations are provided in the interactive Colab notebook below.

> **Note**
>
> This notebook powers the **Quickstart notebook** entry in the Agent Optimization navigation.

## Load Example Notebook

> **Note**
>
> To follow this example, simply open the Colab notebook below. You can run, modify, and experiment with the workflow
> directly in your browser—no local setup required.

| Platform                     | Launch Link                                                                                                                                                                                           |
| ---------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **Google Colab (Preferred)** | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/main/sdks/opik_optimizer/notebooks/OpikOptimizerIntro.ipynb) |
| **GitHub**                   | [View the notebook on GitHub](https://github.com/comet-ml/opik/blob/main/sdks/opik_optimizer/notebooks/OpikOptimizerIntro.ipynb)                                                                      |

## What you'll learn

* How to set up Opik Agent Optimizer SDK
* How to setup Opik Cloud (Comet Account) for prompt optimization
* How to use the HotPotQA dataset for multi-hop question answering
* How to define metrics and task configs
* How to run the `FewShotBayesianOptimizer` and interpret results
* How to visualize optimization runs in the Opik UI

## Quick Start

1. Click the Colab badge above to launch the notebook.
2. Follow the step-by-step instructions in the notebook.
3. For more details, see the [Opik Agent Optimizer documentation](/development/optimization-runs/overview).