A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement

📰 ArXiv cs.AI

Learn how to build a scalable multi-LLM collaboration system using retrieval-based selection and exploration-exploitation-driven enhancement to improve performance and address scalability challenges

advanced Published 18 May 2026
Action Steps
  1. Design a Retrieval-based Prior Selection (RPS) module to dynamically select suitable LLMs
  2. Implement an exploration-exploitation-driven enhancement component to optimize LLM performance
  3. Integrate multiple open-source LLMs into the system
  4. Configure the system to adapt to new tasks and LLMs
  5. Test the system's scalability and performance
  6. Apply the system to real-world applications and evaluate its effectiveness
Who Needs to Know This

AI engineers and researchers on a team can benefit from this system to integrate multiple LLMs and tasks, while product managers can leverage it to improve overall system performance

Key Insight

💡 Retrieval-based selection and exploration-exploitation-driven enhancement can significantly improve the scalability and performance of multi-LLM collaboration systems

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🤖 Scalable multi-LLM collaboration system using retrieval-based selection and exploration-exploitation-driven enhancement 🚀

Key Takeaways

Learn how to build a scalable multi-LLM collaboration system using retrieval-based selection and exploration-exploitation-driven enhancement to improve performance and address scalability challenges

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