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Rethinking AI Agent Deployment: Start with Job Design, Not Just Technology

Al Roborol
Technology , Insight

As companies accelerate their adoption of AI, many organizations are leveraging frameworks such as MCP (Model Control Platform) and A2A (Agent-to-Agent) from major LLM vendors. These tools support AI agent collaboration and contextual understanding, but are fundamentally LLM-centric rather than business-centric.

MCP: Standardizing How AI Interacts with the World—But Capability Negotiation Remains Unsolved

Al Roborol
Technology , Insight

Even though MCP aims to be like a USB-C protocol, differences in knowledge and context windows between LLMs are fundamental barriers. Simply standardizing the exchange of function lists is not enough.