Blog

How running JupyterLab in the browser with JupyterLite can shift costs from your JupyterHub cluster to the client — with napkin math, limits, and a practical hybrid deployment approach.

What watching an AI debugger reveals about where debugging methodology actually comes from — and what it means that the best teacher learned from the room.

Prediction markets have reopened arbitrage to anyone with infrastructure and a wallet. What that means, how it works, and where the legal lines are.

At what point does a Mac Mini running Claude replace a $50/hr employee? An honest look at the numbers behind AI agent economics.

First post on my new blog — thoughts on building this site and what's coming next.