Kathe Jordan

Two systems both contain Cooling Pump 447.

In one, that name refers to a product model. In the other, it refers to a specific pump installed at a customer s site. Same label, different things.

An incorrect merge can connect a service incident affecting one unit to every unit of that model. Suddenly, a question about production risk gets a convincing answer built on a false connection.

Entity resolution encodes an assumption about the world. And once applications and agents use the graph, that assumption travels.

Right now I m spending around $400 $600/month on Claude and APIs. My traffic is super spiky heavy during daytime US hours almost dead at night. I know GPU platforms exist but cold starts sound like a UX nightmare for interactive apps. On the flip side paying for dedicated A100/H100 instances 24/7 just to handle afternoon spikes feels like burning cash while the GPU sits idle all night. For developers who made the leap at what monthly API spend did dedicated GPU hosting actually break even for you?

A landing page on static hosting almost never goes down. The API, the app and the database behind it do, and the homepage stays green the whole time.