Insights
Field Notes.
Short, sharp takes on AI, leadership, and what is actually changing at work, from operators living it every day.
MCPs vs RAG, Context Windows, and How to Stop Your AI From Making Things Up on Big Data
Every executive asks why their LLM hallucinates. The answer lives in three concepts most people conflate: context windows, RAG, and MCP.
Stop Asking "Which LLM Should I Use." Start Asking "Which One For This Job."
The right question is not which model to standardize on. It is which model for which job — and the people who figure that out early get a quiet but compounding advantage.
Where Enterprise LLM Spend Actually Sits Right Now, And What It Tells You About The Next Three Years
Enterprise LLM spend hit 37 billion dollars in 2025. But 95 percent of AI pilots fail to reach production. That gap is where the next three years of strategy lives.
The Fastest Way To Learn LLMs Is To Stop Reading About Them And Start Building Toys
Most leaders approach AI like a strategy course. Six months later they can talk about AI competently and cannot do anything with it. That gap is starting to matter.
The Information Is Infinite. Your Attention Is Not. Use Agents.
Your problem is not access to information. Your problem is the volume of it. The fix is a small agent that reads everything for you and hands you a two paragraph brief once a day.