I've been experimenting with a problem that keeps showing up as agents get better at using browsers and desktops: How does the agent actually know its work succeeded? A lot of current workflows eventually reduce verification to some version o…

One thing has felt odd to me while working with AI agents. We've gotten pretty good at giving them memory for text. They can search documentation, index repositories, retrieve past conversations, and even build long-term memory over time. Videos, t…

I've been building AI agents for a while, and I kept running into the same problem. The agent itself wasn't the hard part. It was everything around it. Every new project ended up with another GitHub integration, another search provider, a…