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Table Of Contents
Model Context Protocol for LLMs
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I always say that the future of AI isn't about building smarter individual agents; it's about building agents that can work together intelligently.
Initially, most multi-agent projects were curiosity-driven experiments rather than purposeful collaborations. Researchers were exploring what was possible without yet having a practical framework for coordination. Coordination was hard, the communication overhead was significant, and the benefits rarely justified the complexity. But AI has changed everything. Modern AI agents are sophisticated enough to make multi-agent coordination not just feasible, but incredibly powerful.
The first multi-agent system I built with MCP was for a client who needed to process and analyze thousands of research papers across multiple domains. No single AI agent could handle the breadth and depth required, but a team of specialized agents, each with access to domain-specific tools and knowledge through...