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Curing AI Amnesia: Architecting the Enterprise Memory Engine with GraphRAG
Over the past two months, we have systematically constructed a complete mental model of modern AI architectures. We laid the overarching blueprint in Deconstructing AI, zoomed into the matrix-math of the parameter file in Deconstructing the Brain, and animated that static intelligence in The Agentic Control Loop. From there, we scaled up, connecting isolated agents into collaborative swarms via the A2A Protocol, and finally gave them hands to interact with enterprise infrastr

Sathish Kumar
4 days ago4 min read


Deconstructing the Swarm: How the Agent-to-Agent (A2A) Protocol Drives AI Collaboration
Over the past few weeks, we have been building a complete mental model of modern AI architectures. In Part 1, Deconstructing AI, we laid out the high-level orchestration of Large Language Models, Agents, and MCP servers. In Part 2, Deconstructing the Brain, we zoomed all the way in to reveal the frozen matrix-math that makes up an LLM. Then, in Part 3, The Agentic Control Loop, we evolved that passive brain into a dynamic entity, wrapping it in a continuous Sense-Think-Act lo

Sathish Kumar
Jun 205 min read
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