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Showing posts from June, 2025

LLM MCP and Agents Oh My.

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  LLMs, ML, NLP, MCPs, RAG, Agents, and MCP Servers . . . the list goes on and on and how the heck is anyone supposed to keep up? Every day a new model, tool or term is introduced it's daunting trying to understand how much you need to learn about them.  Don't worry it's not nearly as scary as it sounds! Once you grasp the fundamental concepts, you will start to see the patterns and how most of the new terms fall into general categories. Then you can pick and choose what works best in your workflow. So take a deep breath, and lets put this in very basic terms to help you grasp the foundational picture. Keep in mind that each of these terms and topics can go very deep, but for most of us, you really only need a general understanding of what these things do in order to become more proficient in AI.  LLM - Large Language Model:   This is where the magic happens  - the brains of the operation. They can be generalized knowledge ( Chat GPT ) or very specifically ...