Model Context Protocol

A New Paradigm for Multi-Agent Routing: Directing Large Models

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A New Paradigm for Multi-Agent Routing: Directing Large Models

With the rise of the Model Context Protocol (MCP) ecosystem, an Assistant may be supported by hundreds of tools/sub-Agents. Stuffing all tool descriptions into the Prompt? → Starting at 4,600+ tokens, which is painfully expensive. Selecting an Agent before choosing tools? → Coarse-grained descriptions often bury “hidden treasure tools”. Using only a single tool? → … Read more

AI Agents: The Core Engine Reshaping the Intelligent Future

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1. Technological Breakthroughs and Architectural Evolution of AI Agents1. Technological Leap: An Efficiency Revolution from “Teaching Mode” to “Practical Training”The “learning method” of AI Agents has undergone a critical upgrade: early supervised fine-tuning (SFT) was like a teacher guiding students through problems, relying on manually labeled data for learning.Now, reinforcement feedback tuning (RFT) resembles athletes … Read more