https://www.thebotshelf.com/explainers/what-are-multi-agent-systems-ai The Bot Shelf en 2026-07-14T18:15:58.185Z What are multi-agent systems and why do they matter for AI? multi-agent systems, AI, artificial intelligence, LLM APIs, agent design /api/media/articles/thebotshelf/thebotshelf-what-are-multi-agent-systems-ai-1784052809466/hero.png A futuristic cityscape with interconnected AI agents, symbolizing the complexity and collaborative potential of multi-agent systems in artificial intelligence.