Thursday, June 19, 2025

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SwarmAgentic Enables Fully Automated Multi-Agent System Generation

A framework using swarm intelligence for fully automated agentic systems

From Arxiv Original Article

SwarmAgentic is a new framework that fully automates the creation and optimization of multi-agent systems for complex tasks using language-guided exploration. It evolves agent interactions and functions together, significantly improving performance on real-world planning and coordination challenges.

Why it matters: It enables scalable, autonomous generation of multi-agent systems without manual design or constraints.

The big picture: SwarmAgentic blends swarm intelligence with language models to optimize agent collaboration and functionality jointly.

Stunning stat: Achieves +261.8% relative improvement over prior methods on the TravelPlanner benchmark.

Quick takeaway: From task description alone, SwarmAgentic evolves and improves agentic systems to solve complex, open-ended problems.