Posts tagged “LLM”

Modern AI can answer questions, write code, and take actions — but it can't see inside your private database. The Model Context Protocol is the open standard that fixes this, giving AI a safe, consistent way to connect to the systems where your data actually lives.

An AI agent that works in a demo and an AI agent that works in production are different systems. This guide covers what actually breaks — compounding step failure, tool design, silent partial success, unbounded loops, context growth — and the evaluation and guardrail work that separates the two.

A clear breakdown of LLMs, Ollama, CUDA, ROCm, and Agentic AI—what they are, how they differ, and how hardware acceleration and open-source tools shape modern AI deployment.