@ -5,7 +5,7 @@ Welcome to the Community Resources page! Here you'll find a curated collection o
These resources cover a wide range of topics, including building your first agent, advanced multi-agent architectures, API integrations, and using Swarms with both Python and Rust. Whether you're a beginner or an experienced developer, these links will help you deepen your understanding and accelerate your development with the Swarms framework.
## Python
## Swarms Python
| Title | Description | Link |
|-------|-------------|------|
@ -21,7 +21,7 @@ These resources cover a wide range of topics, including building your first agen
| **Introducing GPT-4o Mini: The Future of Cost-Efficient AI Intelligence** | Discover the capabilities and advantages of GPT-4o Mini for building cost-effective, intelligent agents. | [Read Article](https://medium.com/@kyeg/introducing-gpt-4o-mini-the-future-of-cost-efficient-ai-intelligence-a3e3fe78d939) |
### API
### Swarms API
| Title | Description | Link |
|-------|-------------|------|
@ -34,3 +34,8 @@ These resources cover a wide range of topics, including building your first agen
|-------|-------------|------|
| **Building Medical Multi-Agent Systems with Swarms Rust: A Comprehensive Tutorial** | Comprehensive tutorial for developing medical multi-agent systems using Swarms Rust. | [Read Article](https://medium.com/@kyeg/building-medical-multi-agent-systems-with-swarms-rust-a-comprehensive-tutorial-1e8e060601f9) |
| **Building Production-Grade Agentic Applications with Swarms Rust: A Comprehensive Tutorial** | Learn to build robust, production-ready agentic applications with Swarms Rust. | [Read Article](https://medium.com/@kyeg/building-production-grade-agentic-applications-with-swarms-rust-a-comprehensive-tutorial-bb567c02340f) |
### Youtube Videos
- [Swarms Playlist by Swarms Founder Kye Gomez](https://www.youtube.com/watch?v=FzbBRbaqsG8&list=PLphplB7PcU1atnmrUl7lJ5bmGXR7R4lhA)
At Swarms, we are passionate about democratizing access to cutting-edge multi-agent research and making advanced AI collaboration accessible to everyone. Our mission is to bridge the gap between academic research and practical implementation by providing production-ready, open-source implementations of the most impactful multi-agent research papers.
At Swarms, we are passionate about democratizing access to cutting-edge multi-agent research and making advanced agent collaboration accessible to everyone.
Our mission is to bridge the gap between academic research and practical implementation by providing production-ready, open-source implementations of the most impactful multi-agent research papers.
### Why Multi-Agent Research Matters
@ -38,10 +40,6 @@ This documentation showcases our comprehensive collection of multi-agent researc
Whether you're a researcher looking to validate findings, a developer building production systems, or a student learning about multi-agent AI, you'll find valuable resources here to advance your work.
### Join the Multi-Agent Revolution
We invite you to explore these implementations, contribute to our research efforts, and help shape the future of collaborative AI. Together, we can unlock the full potential of multi-agent systems and create AI that truly works as a team.
## Implemented Research Papers
| Paper Name | Description | Original Paper | Implementation | Status | Key Features |
@ -52,79 +50,12 @@ We invite you to explore these implementations, contribute to our research effor
| **[Mixture of Agents (MoA)](https://arxiv.org/abs/2406.04692)** | A sophisticated multi-agent architecture that implements parallel processing with iterative refinement, combining diverse expert agents for comprehensive analysis. | Multi-agent collaboration concepts | [`swarms.structs.moa`](https://docs.swarms.world/en/latest/swarms/structs/moa/) | ✅ Complete | Parallel processing, expert agent combination, iterative refinement, state-of-the-art performance |
| **Deep Research Swarm** | A production-grade research system that conducts comprehensive analysis across multiple domains using parallel processing and advanced AI agents. | Research methodology | [`swarms.structs.deep_research_swarm`](https://docs.swarms.world/en/latest/swarms/structs/deep_research_swarm/) | ✅ Complete | Parallel search processing, multi-agent coordination, information synthesis, concurrent execution |
| **Agent-as-a-Judge** | An evaluation framework that uses agents to evaluate other agents, implementing the "Agent-as-a-Judge: Evaluate Agents with Agents" methodology. | [arXiv:2410.10934](https://arxiv.org/abs/2410.10934) | [`swarms.agents.agent_judge`](https://docs.swarms.world/en/latest/swarms/agents/agent_judge/) | ✅ Complete | Agent evaluation, quality assessment, automated judging, performance metrics |
## Additional Research Resources
| **Advanced Research System** | An enhanced implementation of the orchestrator-worker pattern from Anthropic's paper "How we built our multi-agent research system", featuring parallel execution, LLM-as-judge evaluation, and professional report generation. | [Anthropic Paper](https://www.anthropic.com/engineering/built-multi-agent-research-system) | [GitHub Repository](https://github.com/The-Swarm-Corporation/AdvancedResearch) | ✅ Complete | Orchestrator-worker architecture, parallel execution, Exa API integration, export capabilities |
### Multi-Agent Papers Compilation
We maintain a comprehensive list of multi-agent research papers at: [awesome-multi-agent-papers](https://github.com/kyegomez/awesome-multi-agent-papers)
### Research Lists
Our research compilation includes:
- **Projects**: ModelScope-Agent, Gorilla, BMTools, LMQL, Langchain, MetaGPT, AutoGPT, and more
- **Research Papers**: BOLAA, ToolLLM, Communicative Agents, Mind2Web, Voyager, Tree of Thoughts, and many others
- **Blog Articles**: Latest insights and developments in autonomous agents
- **Talks**: Presentations from leading researchers like Geoffrey Hinton and Andrej Karpathy
## Implementation Details
### MALT Framework
The MALT implementation provides:
- **Three-Agent Architecture**: Creator, Verifier, and Refiner agents
- **Structured Workflow**: Coordinated task execution with conversation history
- **Reliability Features**: Error handling, validation, and quality assurance
- **Extensibility**: Custom agent integration and configuration options
### MAI-DxO System
The MAI Diagnostic Orchestrator features:
- **Virtual Physician Panel**: Multiple specialized medical agents
@ -43,7 +43,7 @@ To ensure high-quality contributions and streamline the process, please adhere t
## Get Involved
1. **Join the Community**:
- Become an active member of the Swarms community by joining our Discord server: [Join Now](https://discord.gg/jM3Z6M9uMq). The Discord server serves as a hub for discussions, updates, and support.
- Become an active member of the Swarms community by joining our Discord server: [Join Now](https://discord.gg/EamjgSaEQf). The Discord server serves as a hub for discussions, updates, and support.
2. **Stay Updated**:
- Keep track of the latest updates, announcements, and bounty opportunities by regularly checking the Discord channel and the GitHub repository.
@ -7,7 +7,7 @@ Before we dive into the code, let's briefly introduce the Swarms framework. Swar
For more information and to contribute to the project, visit the [Swarms GitHub repository](https://github.com/kyegomez/swarms). We highly recommend exploring the documentation for a deeper understanding of Swarms' capabilities.
Additional resources:
- [Swarms Discord](https://discord.gg/jM3Z6M9uMq) for community discussions
- [Swarms Discord](https://discord.gg/EamjgSaEQf) for community discussions
- [Swarms Twitter](https://x.com/swarms_corp) for updates
- [Swarms Spotify](https://open.spotify.com/show/2HLiswhmUaMdjHC8AUHcCF?si=c831ef10c5ef4994) for podcasts
- [Swarms Blog](https://medium.com/@kyeg) for in-depth articles
@ -460,7 +460,7 @@ This system provides a powerful foundation for financial analysis, but there's a
Remember, the Swarms framework is a powerful and flexible tool that can be adapted to a wide range of complex tasks beyond just financial analysis. We encourage you to explore the [Swarms GitHub repository](https://github.com/kyegomez/swarms) for more examples and inspiration.
For more in-depth discussions and community support, consider joining the [Swarms Discord](https://discord.gg/jM3Z6M9uMq). You can also stay updated with the latest developments by following [Swarms on Twitter](https://x.com/swarms_corp).
For more in-depth discussions and community support, consider joining the [Swarms Discord](https://discord.gg/EamjgSaEQf). You can also stay updated with the latest developments by following [Swarms on Twitter](https://x.com/swarms_corp).
If you're interested in learning more about AI and its applications in various fields, check out the [Swarms Spotify podcast](https://open.spotify.com/show/2HLiswhmUaMdjHC8AUHcCF?si=c831ef10c5ef4994) and the [Swarms Blog](https://medium.com/@kyeg) for insightful articles and discussions.
@ -474,7 +474,7 @@ By leveraging the power of multi-agent AI systems, you're well-equipped to navig
[](https://discord.gg/jM3Z6M9uMq) [](https://www.youtube.com/@kyegomez3242) [](https://www.linkedin.com/in/kye-g-38759a207/) [](https://x.com/swarms_corp)
[](https://discord.gg/EamjgSaEQf) [](https://www.youtube.com/@kyegomez3242) [](https://www.linkedin.com/in/kye-g-38759a207/) [](https://x.com/swarms_corp)
## What is Swarms?
@ -79,7 +79,7 @@ Here you'll find references about the Swarms framework, marketplace, community,
|----------|------|-------------|
| 📚 Documentation | [docs.swarms.world](https://docs.swarms.world) | Official documentation and guides |
| 📝 Blog | [Medium](https://medium.com/@kyeg) | Latest updates and technical articles |
| 💬 Discord | [Join Discord](https://discord.gg/jM3Z6M9uMq) | Live chat and community support |
| 💬 Discord | [Join Discord](https://discord.gg/EamjgSaEQf) | Live chat and community support |
@ -2575,7 +2575,7 @@ To ensure high-quality contributions and streamline the process, please adhere t
## Get Involved
1. **Join the Community**:
- Become an active member of the Swarms community by joining our Discord server: [Join Now](https://discord.gg/jM3Z6M9uMq). The Discord server serves as a hub for discussions, updates, and support.
- Become an active member of the Swarms community by joining our Discord server: [Join Now](https://discord.gg/EamjgSaEQf). The Discord server serves as a hub for discussions, updates, and support.
2. **Stay Updated**:
- Keep track of the latest updates, announcements, and bounty opportunities by regularly checking the Discord channel and the GitHub repository.
@ -2657,7 +2657,7 @@ Welcome to the Swarms ecosystem. Click any tile below to explore our products, c
| Blog | [medium.com/@kyeg](https://medium.com/@kyeg) |
@ -2961,7 +2961,7 @@ Before we dive into the code, let's briefly introduce the Swarms framework. Swar
For more information and to contribute to the project, visit the [Swarms GitHub repository](https://github.com/kyegomez/swarms). We highly recommend exploring the documentation for a deeper understanding of Swarms' capabilities.
Additional resources:
- [Swarms Discord](https://discord.gg/jM3Z6M9uMq) for community discussions
- [Swarms Discord](https://discord.gg/EamjgSaEQf) for community discussions
- [Swarms Twitter](https://x.com/swarms_corp) for updates
- [Swarms Spotify](https://open.spotify.com/show/2HLiswhmUaMdjHC8AUHcCF?si=c831ef10c5ef4994) for podcasts
- [Swarms Blog](https://medium.com/@kyeg) for in-depth articles
@ -3414,7 +3414,7 @@ This system provides a powerful foundation for financial analysis, but there's a
Remember, the Swarms framework is a powerful and flexible tool that can be adapted to a wide range of complex tasks beyond just financial analysis. We encourage you to explore the [Swarms GitHub repository](https://github.com/kyegomez/swarms) for more examples and inspiration.
For more in-depth discussions and community support, consider joining the [Swarms Discord](https://discord.gg/jM3Z6M9uMq). You can also stay updated with the latest developments by following [Swarms on Twitter](https://x.com/swarms_corp).
For more in-depth discussions and community support, consider joining the [Swarms Discord](https://discord.gg/EamjgSaEQf). You can also stay updated with the latest developments by following [Swarms on Twitter](https://x.com/swarms_corp).
If you're interested in learning more about AI and its applications in various fields, check out the [Swarms Spotify podcast](https://open.spotify.com/show/2HLiswhmUaMdjHC8AUHcCF?si=c831ef10c5ef4994) and the [Swarms Blog](https://medium.com/@kyeg) for insightful articles and discussions.
@ -3428,7 +3428,7 @@ By leveraging the power of multi-agent AI systems, you're well-equipped to navig
@ -4457,7 +4457,7 @@ The table below summarizes the estimated savings for each use case:
- [book a call](https://cal.com/swarms)
- Swarms Discord: https://discord.gg/jM3Z6M9uMq
- Swarms Discord: https://discord.gg/EamjgSaEQf
- Swarms Twitter: https://x.com/swarms_corp
@ -5349,7 +5349,7 @@ By leveraging expert guidance and peer insights, you can position your organizat
# Welcome to Swarms Docs Home
[](https://discord.gg/jM3Z6M9uMq) [](https://www.youtube.com/@kyegomez3242) [](https://www.linkedin.com/in/kye-g-38759a207/) [](https://x.com/swarms_corp)
[](https://discord.gg/EamjgSaEQf) [](https://www.youtube.com/@kyegomez3242) [](https://www.linkedin.com/in/kye-g-38759a207/) [](https://x.com/swarms_corp)
## What is Swarms?
@ -5428,7 +5428,7 @@ Here you'll find references about the Swarms framework, marketplace, community,
|----------|------|-------------|
| 📚 Documentation | [docs.swarms.world](https://docs.swarms.world) | Official documentation and guides |
| 📝 Blog | [Medium](https://medium.com/@kyeg) | Latest updates and technical articles |
| 💬 Discord | [Join Discord](https://discord.gg/jM3Z6M9uMq) | Live chat and community support |
| 💬 Discord | [Join Discord](https://discord.gg/EamjgSaEQf) | Live chat and community support |
@ -6056,7 +6056,7 @@ When creating your SIP, copy this template:
# Welcome to Swarms Docs Home
[](https://discord.gg/jM3Z6M9uMq) [](https://www.youtube.com/@kyegomez3242) [](https://www.linkedin.com/in/kye-g-38759a207/) [](https://x.com/swarms_corp)
[](https://discord.gg/EamjgSaEQf) [](https://www.youtube.com/@kyegomez3242) [](https://www.linkedin.com/in/kye-g-38759a207/) [](https://x.com/swarms_corp)
## What is Swarms?
@ -8804,7 +8804,7 @@ Join our community of agent engineers and researchers for technical support, cut
|----------|-------------|------|
| 📚 Documentation | Official documentation and guides | [docs.swarms.world](https://docs.swarms.world) |
| 📝 Blog | Latest updates and technical articles | [Medium](https://medium.com/@kyeg) |
| 💬 Discord | Live chat and community support | [Join Discord](https://discord.gg/jM3Z6M9uMq) |
| 💬 Discord | Live chat and community support | [Join Discord](https://discord.gg/EamjgSaEQf) |
@ -30425,7 +30425,7 @@ The MCP integration brings powerful external tool connectivity to Swarms agents,
!!! tip "Stay Updated"
Join our [Discord community](https://discord.gg/jM3Z6M9uMq) to stay informed about new MCP features and connect with other developers building amazing agent applications.
Join our [Discord community](https://discord.gg/EamjgSaEQf) to stay informed about new MCP features and connect with other developers building amazing agent applications.
---
@ -38385,7 +38385,7 @@ Join our community of agent engineers and researchers for technical support, cut
|----------|-------------|------|
| 📚 Documentation | Official documentation and guides | [docs.swarms.world](https://docs.swarms.world) |
| 📝 Blog | Latest updates and technical articles | [Medium](https://medium.com/@kyeg) |
| 💬 Discord | Live chat and community support | [Join Discord](https://discord.gg/jM3Z6M9uMq) |
| 💬 Discord | Live chat and community support | [Join Discord](https://discord.gg/EamjgSaEQf) |
We're excited to see how you leverage Swarms-Memory in your projects! Join our community on Discord to share your experiences, ask questions, and stay updated on the latest developments.
- **🐦 Twitter**: [Follow us on Twitter](https://twitter.com/swarms_platform)
- **📢 Discord**: [Join the Agora Discord](https://discord.gg/jM3Z6M9uMq)
- **📢 Discord**: [Join the Agora Discord](https://discord.gg/EamjgSaEQf)
[](https://discord.gg/jM3Z6M9uMq) [](https://www.youtube.com/@kyegomez3242) [](https://www.linkedin.com/in/kye-g-38759a207/) [](https://x.com/swarms_corp)
[](https://discord.gg/EamjgSaEQf) [](https://www.youtube.com/@kyegomez3242) [](https://www.linkedin.com/in/kye-g-38759a207/) [](https://x.com/swarms_corp)
@ -767,7 +767,7 @@ The MCP integration brings powerful external tool connectivity to Swarms agents,
!!! tip "Stay Updated"
Join our [Discord community](https://discord.gg/jM3Z6M9uMq) to stay informed about new MCP features and connect with other developers building amazing agent applications.
Join our [Discord community](https://discord.gg/EamjgSaEQf) to stay informed about new MCP features and connect with other developers building amazing agent applications.
We're excited to see how you leverage Swarms-Memory in your projects! Join our community on Discord to share your experiences, ask questions, and stay updated on the latest developments.
- **🐦 Twitter**: [Follow us on Twitter](https://twitter.com/swarms_platform)
- **📢 Discord**: [Join the Agora Discord](https://discord.gg/jM3Z6M9uMq)
- **📢 Discord**: [Join the Agora Discord](https://discord.gg/EamjgSaEQf)
Kye Gomez
3 weeks ago