Multi-Agent Systems Redefined
Last Updated on August 29, 2025 by Editorial Team
Author(s): Subhadip Saha
Originally published on Towards AI.
Using CrewAI, LangGraph, and Google’s ADK to Build Coordinated AI Architectures
Just envision a startup facing a torrent of customer complaints, technical issues and questions but its small team is overwhelmed with the volume– this is the same breaking point lots of companies face when the speed of growth outpaces the support for that growth!
This article explores the challenges faced by startups as they grow, offering insights into how to enhance efficiency through a coordinated deployment of AI agents. It highlights tools such as Google’s Agent2Agent protocol, CrewAI, and LangGraph that can help transform chaotic workflows into streamlined processes, making customer support systems more effective by leveraging specialized AI agents that work collaboratively to manage tasks that would otherwise overwhelm a small team.
Read the full blog for free on Medium.
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