Series

AI in Production

Video-first series: how LLM systems actually work — and what to avoid when you ship them. From foundations to orchestration, memory, and databases, one production failure at a time.

1 parts · 7 min total▶ 1 video

Start with Part 1

AI Fundamentals3:00

Part 1: What Is an LLM? Why Your Bot Invents Facts Confidently

An LLM isn't a brain — it's a frozen next-token predictor. That one fact explains every confidently-wrong answer your AI app ships, and what to build around it.

July 20, 20267 min read