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[Improvement][HiearchicalSwarm] [Director reasoning improvement] [Improved HiearchicalSwarm] [Readme] [Tests for marketplace adding]
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‎CONTRIBUTING.md‎

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| 🐦 Twitter | [@kyegomez](https://twitter.com/kyegomez) | Latest news and announcements |
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| 👥 LinkedIn | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | Professional network and updates |
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| 📺 YouTube | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | Tutorials and demos |
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| 🎫 Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |
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| 🎫 Events | [Sign up here](https://lu.ma/swarms_calendar) | Join our community events |
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### Onboarding Session
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‎README.md‎

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<div align="center">
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<a href="https://swarms.world">
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<img src="https://github.com/kyegomez/swarms/blob/master/images/new_logo.png" style="margin: 15px; max-width: 350px" width="70%" alt="Logo">
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<img src="https://github.com/kyegomez/swarms/blob/master/images/new_logo.png" style="margin: 15px; max-width: 350px" width="80%" alt="Logo">
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</a>
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</div>
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## 🏗️ Multi-Agent Architectures For Production Deployments
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## 🏗️ Available Multi-Agent Architectures
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`swarms` provides a variety of powerful, pre-built multi-agent architectures enabling you to orchestrate agents in various ways. Choose the right structure for your specific problem to build efficient and reliable production systems.
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| 🐦 Twitter | Latest news and announcements | [@swarms_corp](https://twitter.com/swarms_corp) |
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| 👥 LinkedIn | Professional network and updates | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) |
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| 📺 YouTube | Tutorials and demos | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) |
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| 🎫 Events | Join our community events | [Sign up here](https://lu.ma/5p2jnc2v) |
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| 🎫 Events | Join our community events | [Sign up here](https://lu.ma/swarms_calendar) |
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| 🚀 Onboarding Session | Get onboarded with Kye Gomez, creator and lead maintainer of Swarms | [Book Session](https://cal.com/swarms/swarms-onboarding-session) |
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version = {latest}
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```
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---
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# License
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Swarms is licensed under the Apache License 2.0. [Learn more here](./LICENSE)

‎docs/examples/agent_stream.md‎

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| 🐦 Twitter | [@kyegomez](https://twitter.com/kyegomez) | Latest news and announcements |
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| 👥 LinkedIn | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | Professional network and updates |
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| 📺 YouTube | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | Tutorials and demos |
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| 🎫 Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |
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| 🎫 Events | [Sign up here](https://lu.ma/swarms_calendar) | Join our community events |
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‎docs/examples/cookbook_index.md‎

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| 🐦 Twitter | [@kyegomez](https://twitter.com/kyegomez) | Latest news and announcements |
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| 👥 LinkedIn | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | Professional network and updates |
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| 📺 YouTube | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | Tutorials and demos |
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| 🎫 Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |
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| 🎫 Events | [Sign up here](https://lu.ma/swarms_calendar) | Join our community events |
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## Contributing
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‎docs/examples/hiring_swarm.md‎

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| 🐦 Twitter | [@kyegomez](https://twitter.com/kyegomez) | Latest news and announcements |
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| 👥 LinkedIn | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | Professional network and updates |
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| 📺 YouTube | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | Tutorials and demos |
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| 🎫 Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |
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| 🎫 Events | [Sign up here](https://lu.ma/swarms_calendar) | Join our community events |

‎docs/examples/index.md‎

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| 🐦 Twitter | Latest news and announcements | [@swarms_corp](https://twitter.com/swarms_corp) |
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| 👥 LinkedIn | Professional network and updates | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) |
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| 📺 YouTube | Tutorials and demos | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) |
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| 🎫 Events | Join our community events | [Sign up here](https://lu.ma/5p2jnc2v) |
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| 🎫 Events | Join our community events | [Sign up here](https://lu.ma/swarms_calendar) |
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| 🚀 Onboarding Session | Get onboarded with Kye Gomez, creator and lead maintainer of Swarms | [Book Session](https://cal.com/swarms/swarms-onboarding-session) |

‎docs/examples/ma_swarm.md‎

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| 🐦 Twitter | [@kyegomez](https://twitter.com/kyegomez) | Latest news and announcements |
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| 👥 LinkedIn | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | Professional network and updates |
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| 📺 YouTube | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | Tutorials and demos |
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| 🎫 Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |
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| 🎫 Events | [Sign up here](https://lu.ma/swarms_calendar) | Join our community events |

‎docs/examples/mcp_ds.md‎

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| Twitter | [@kyegomez](https://twitter.com/kyegomez) | Latest news and announcements |
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| LinkedIn | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | Professional network and updates |
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| YouTube | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | Tutorials and demos |
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| Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |
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| Events | [Sign up here](https://lu.ma/swarms_calendar) | Join our community events |

‎docs/examples/realestate_swarm.md‎

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| 🐦 Twitter | [@kyegomez](https://twitter.com/kyegomez) | Latest news and announcements |
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| 👥 LinkedIn | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | Professional network and updates |
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| 📺 YouTube | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | Tutorials and demos |
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| 🎫 Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |
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| 🎫 Events | [Sign up here](https://lu.ma/swarms_calendar) | Join our community events |

‎docs/examples/templates.md‎

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| 🐦 Twitter | Latest news and announcements | [@kyegomez](https://twitter.com/kyegomez) |
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| 👥 LinkedIn | Professional network and updates | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) |
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| 📺 YouTube | Tutorials and demos | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) |
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| 🎫 Events | Join our community events | [Sign up here](https://lu.ma/5p2jnc2v) |
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| 🎫 Events | Join our community events | [Sign up here](https://lu.ma/swarms_calendar) |
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| 🚀 Onboarding Session | Get onboarded with Kye Gomez, creator and lead maintainer of Swarms | [Book Session](https://cal.com/swarms/swarms-onboarding-session) |
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