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The Swarms Framework is a production-grade framework designed for building and deploying multi-agent systems. It provides robust tools and libraries to facilitate the development of complex, distributed, and scalable agent-based applications.
The Swarms Framework is a production-grade framework designed for building and deploying multi-agent systems. It provides robust tools and libraries to facilitate the development of complex, distributed, and scalable llm-agent-based applications.

## Features

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### Prerequisites

- Python 3.8 or higher
- [Docker](https://www.docker.com/) (optional, for containerized deployments)
```bash
$ pip3 install -U swarms swarm-models swarms-memory

```

### Installation

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