AI & ML interests
We're developers. We started using AI the way everyone does now: as a co-coder, a co-worker, an agent. And we hit the same walls every day. It forgot what we told it yesterday. It paid twice for the same lookup. It searched the web for things we had already shown it. It made confident decisions we would never have approved, if anyone had asked us. So we fixed them. One at a time, for our own work. Every product we ship started as a problem that cost us something that week. None of this is a marketing exercise. Everything here runs on our own tasks, every day, around the clock. The memory layer captured and served the research behind this page while the page was being written. When we say something works, we mean we depend on it working.