top of page
Search


The Universal Adapter: How the Model Context Protocol (MCP) Connects AI to the Physical World
Over the past few weeks, we’ve systematically broken down the architecture of modern enterprise AI. We established the foundational blueprint in Deconstructing AI, zoomed into the core matrix-math in Deconstructing the Brain, explored how static intelligence becomes autonomous in The Agentic Control Loop, and mapped out multi-agent collaboration in Deconstructing the Swarm. But despite all this advanced architecture, there is still one massive, glaring hole. An autonomous age

Sathish Kumar
Jun 265 min read


Deconstructing AI: How LLMs, Agents, and MCP Servers Work Together
When you type a complex request into a modern AI system, it doesn’t just generate text—it orchestrates a symphony of specialized tools, protocols, and APIs to get the job done. To understand how Large Language Models (LLMs), Agents, the A2A Protocol, and MCP Servers work together, we will follow a single, practical use case from start to finish. Overview The diagram below maps out the exact lifecycle of a user request as it traverses the different layers of a modern autonomou

Sathish Kumar
May 317 min read
bottom of page

