
Multi-Agent AI Architecture Explained: Patterns & Real-World Use Case
Last Updated on August 28, 2025 by Editorial Team
Author(s): Gaurav Shrivastav
Originally published on Towards AI.
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This article delves into the author’s journey of implementing a multi-agent AI architecture better suited for collaboration than traditional single-agent systems. It outlines the shortcomings encountered when agents failed to effectively cooperate and highlights the benefits of specialized AI agents working together in defined roles. Through detailed examples, the author shares the evolution of their approach, culminating in a practical use case for financial analysis using AI agents, emphasizing the importance of task clarity and team dynamics in achieving efficient outcomes.
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