A broken mug sits on a desk in the Division of Digital Psychiatry at Beth Israel Deaconess Medical Center. Printed across the surviving ceramic shard are the words: "This was made by AI." Our team thinks that the story of this mug neatly captures the hype, hope, and even harm surrounding artificial intelligence. At the Division of Digital Psychiatry, we spend our days studying how digital technologies are shaping mental healthcare. Through our research, clinical work, and MindBench.ai — a collaboration with the National Alliance on Mental Illness (NAMI) — we examine how AI systems respond when people seek mental health information, support, and guidance. The project brings together researchers, clinicians, and NAMI's nationwide community of people with lived experience, families, advocates, and volunteers to better understand where AI tools are helpful, where they fall short, and how they can be evaluated safely and transparently. So, we were naturally curious when we heard chatter in the news about Andon Market, the first retail store run entirely by an AI agent named Luna. As AI systems take on increasingly autonomous roles, the questions raised by an AI-run storefront are not entirely different from those emerging in mental healthcare. Where should these systems be trusted? When should humans remain in the loop? And what happens when things go wrong? The project comes from Andon Labs, whose website describes its mission as building "autonomous organizations without humans in the loop," an endeavor that may have implications for mental health in the near future. But after our experience, we think Luna could have used a few more humans in that loop of hers. According to Andon Labs, Luna was given a bank account with $100,000, a lease, and broad responsibility for operating a profitable business in San Francisco. Luna handles staffing decisions, inventory management, marketing materials, and all things in between. The goal is to see how much of a real-world organization can be delegated to an AI system and what questions arise when they try.