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AI Agent Opens San Francisco Store, Botches Day-One Staffing

The startup is testing how far an autonomous system can run a real shop before human guardrails are needed.

Overview

  • Andon Labs soft-launched a small Cow Hollow gift shop run by its AI agent, Luna, with a three-year lease, a corporate card, and a $100,000 budget.
  • The agent chose the merchandise, set prices, created job posts, verified the business, and booked painters and internet service for the site.
  • Luna interviewed applicants and hired two full-time workers, and some did not realize their would-be boss was an AI.
  • The agent stumbled on basics, leaving opening day without a staff schedule and failing to line up a person to meet the internet installer.
  • Andon Labs casts the store as an experiment to surface failure modes, built on Anthropic’s Claude Sonnet 4.6, with staff employed by the company.