Hi everyone! 👋
I’m excited to share LoongFlow — an open-source framework for cognitive evolutionary agents that blends reasoning with evolutionary search, helping AI systems evolve smarter, not just randomly. The project is now live on GitHub and ready for exploration, feedback, and contributions!
👉 GitHub: https://github.com/baidu-baige/LoongFlow
🧠 What Makes LoongFlow Different?
Traditional evolutionary algorithms largely depend on random mutation and selection. LoongFlow adds a reasoning layer on top of evolution using large language models (LLMs) and a structured loop called:
🌀 Plan → Execute → Summarize (PES)
Plan: LLM analyzes past generations and plans smarter next steps.
Execute: Generate and test new candidate solutions guided by those plans.
Summarize: Reflect on results to inform future planning.
This reduces aimless search and directs the evolution toward more promising regions of the solution space.
📌 Why It Matters to Developers
✅ Intelligent search workflows: Leverage reasoning to guide optimization and learning.
✅ Hybrid memory for better diversity: Keeps multiple promising solutions in play.
✅ Real-world potential: Useful for algorithm discovery, ML pipeline optimization, and autonomous agent development.
✅ Great learning opportunity: Contribute to a cutting-edge AI research-oriented open project.
🛠 What You Can Do
Whether you’re a seasoned AI engineer, a student learning about agents, or a developer who loves open source, there are many ways to get involved:
🔹 Explore & Test
Check out the repository, run examples, and see how the framework works.
🔹 Contribute Code & Features
Extend evolutionary operators
Improve LLM planner/executor logic
Add benchmarks and use cases
🔹 Help with Documentation
Solid documentation makes it easier for others to onboard — and documentation contributions are highly valued in open source communities. Clear docs and examples also help attract more users.
🔹 Provide Feedback & Ideas
Found a bug? Have a cool application idea? Open an issue or drop a discussion!
🚀 Get Started
Visit the GitHub repo: https://github.com/baidu-baige/LoongFlow
Star ⭐ and fork the project
Check issues & labels: especially good first issue (great for first contributions)
Join discussions and help shape the project’s roadmap
Let’s build better evolutionary AI together!
Looking forward to seeing what you create 🙌
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