Automated Multi-Agent System Creation via Agent Recommendation
A new framework from arXiv (2605.03986) automates the creation of multi-agent systems (MAS) using AI agents. It replaces manual planning, agent selection, and execution graph creation with an automated pipeline. The framework includes an LLM-derived planner, natural language task descriptions, a dynamic call graph, an orchestrator, and an agent recommender that uses a two-stage information retrieval system from local and global registries.
Key facts
- arXiv paper 2605.03986 introduces automated MAS creation
- Framework replaces manual composition steps
- Includes LLM-derived planner and agent recommender
- Agent recommender uses two-stage IR system
- System handles task-specific applications
- Uses local and global agent registries
- Dynamic call graph orchestrates agents
- Tasks described in natural language
Entities
Institutions
- arXiv