“AI should extend the human agent, not replace it.”

AI, automation, and all the other exciting and scary stuff changing our lives.

I’m Shmuel. I work with AI and automation professionally — building workflows, connecting systems, and thinking about how information moves through organizations. This site is where I write about what I’m building, what I’m learning, and what I think about the tools and ideas I’m working with. And I might occationally share some thoughts on the bigger picture of AI and the state of humankind.