8 articles
AI Basics
Large Language Models Explained Without the Hype
What these systems actually do, described in a way you can repeat to your managing director.
What a Prompt Really Is — and Why It Matters
Prompting is not a magic phrase. It is specification writing, and the same rules apply.
Why AI Hallucinates, and What to Do About It
Confidently wrong answers are not a bug that will be patched out. They follow from how the technology works.
Tokens, Context Windows and Why Your Document Got Cut Off
The single most common source of confusion when people first put real documents into an AI system.
Retrieval-Augmented Generation in Plain Language
How to make an AI answer from your documents instead of from its training data.
Fine-Tuning, RAG or Prompting: Which One Do You Need?
Three different tools for three different problems, and the order in which you should reach for them.
AI Agents: What They Are and Where They Break
Letting an AI take actions rather than just produce text changes the risk profile completely.
Why AI Cannot Replace Your Domain Experts
The people who know why your business works the way it does become more valuable when you introduce AI, not less.