Pearl the octopus
What I'm Thinking

Kevin's Corner

Notes on AI from someone who teaches it, builds with it and has deployed it at work. Not cheerleading, not doom. Just what seems useful for teachers, students and small businesses right now.

By Kevin Swinson

Latest

Meet Pearl

HoldemRobots has a new friend: an octopus with eight arms and one curious eyebrow. Why she's named for a gift that grows out of an irritant, and what that eyebrow means.

03 · November 7, 2026 · About 2 min

The Backlash Is Real. The Money Has Been Spent.

Many people have real concerns about AI, and those concerns are worth taking seriously. Meanwhile the tools have already been built and are getting cheaper. A look at what that means for local businesses, schools and people like Erik the Coder.

01 · November 7, 2026 · About 6 min

Use It, Don't Build It

Lessons from three years of workplace chatbots, and why most people need to use AI well rather than build it. Five practical skills: choose, test, price, catch, and know where its thinking comes from.

02 · November 7, 2026 · About 5 min
The idea behind these notes: you don't have to love AI. It just helps to understand it.