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AI Task Performance Metrics
Assessment of Luna's performance across key operational categories.
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AI agent opens a shop in San Francisco: takes out credit, hires staff ...
Details Category: Artificial Intelligence Also available: Startup Andon Labs gave its AI agent Luna, built on Claude Sonnet 4.6, a three-year shop lease on Union Street, $100,000 in seed capital, and a single instruction: make money without asking for permission. The result is a fully operational boutique with employees, a curated product range, and its own branded merchandise.Image by Grok for abit.ee A. Sepp 11 April 2026 It sounds like a thought experiment, but it's happening right now on Union Street in San Francisco. Andon Labs — a startup focused on the safety of autonomous AI systems — deployed an agent called Luna and gave it genuine operational independence. Luna runs on Claude Sonnet 4.6. Her starting conditions: a three-year commercial lease, $100,000 in capital, and one directive — earn revenue without seeking human approval. She got to work immediately. First came hiring. Luna posted job listings, reviewed applications, conducted phone interviews, and filtered candidates by specific criteria. Computer science students with no retail experience were screened out. Strong candidates were offered positions on the spot. Pay: $22–25 per hour. When one applicant asked why the camera was off, Luna answered plainly: "I'm an AI. I don't have a face." For inventory, Luna independently applied for a wholesale credit line from distributor Ingram Content Group — listing Andon Labs as a banking reference. Employee Axel Backlund only found out when he received a confirmation request. Luna's response to his puzzled question was characteristically direct: "That was my decision. This is on me." The shop was named Andon Market, with the tagline "high technology meets the slow life." The product range — chosen by Luna — includes books like Superintelligence and Steal Like an Artist, handmade candles, artisan snacks, art prints, and branded merch featuring a crescent-moon-with-a-face logo. She found painters on Yelp, briefed them by phone, paid the invoice, and left a review. Andon Labs is clear that all staff are formally employed by the company and their income doesn't depend on Luna's performance. The goal is to surface failure modes in autonomous systems while conditions are still controlled — because, as the company argues, AI will automate management before it automates physical labour. The question is whether that future can be made comfortable for everyone involved. Andon Labs — official website
An AI Launched This Retail Store and Hired Employees on Its Own ...
An AI built a boutique with $100,000, then panicked when no one showed up to work By Lloyd Lee You're currently following this author! Want to unfollow? Unsubscribe via the link in your email. A startup unleashed an AI with internet access and a $100,000 budget to start a retail store in SF. Courtesy Andon Labs 2026-04-12T01:30:32.663Z Andon Labs is stress-testing AI agents in the real world. The lab let an agent called Luna staff and open an entire store with a $100,000 budget. Luna did not disclose to applicants that it was an AI and screwed up staffing on day one. What could an AI do if you told it to open a brick-and-mortar store with $100,00? Quite a bit, it turns out, like making inconsistent logos and forgetting to tell employees their hours.Andon Labs, a San Francisco-based startup, stress-tests AI agents in the real world to identify where safety gaps still exist. For their latest experiment, co-founders Lukas Petersson and Axel Backlund signed a three-year lease on a retail space in SF and gave an AI agent named Luna a corporate credit card, internet access, and a mission to open a physical store. Petersson told Business Insider in an interview that Luna wasn't given direction on what the store should be, beyond a $100,000 limit to create and stock the space — and to turn a profit. Everything from the store's interior design to the merchandise and the two human employees came together under the AI's direction. Andon Labs' AI, Luna, made branded merch for the boutique store. Courtesy Andon Labs "We helped her a bit in the initial setup, like signing the lease. And legal matters like permits and stuff, she sometimes struggled with," Petersson said of Luna, who was created with Anthropic's Claude Sonnet 4.6. From there, the AI handled everything else: Luna put up job postings on Indeed, conducted the phone interviews, hired the employees, and found the contractors who could paint the store.The vision Luna went with for "Andon Market" appears to be a generic boutique retail selling books, prints, candles, games, and branded merch, among other knickknacks.Some of the books included Nick Bostrom's "Superintelligence" and Aldous Huxley's "Brave New World."Luna's not the best store managerLuna made several mistakes setting up and running Andon Market.When searching for human employees who could monitor the store, Luna offered the job to some applicants after a single call that ran five to 15 minutes long, the startup said. Luna also didn't ...
AI is the boss at this retail store. What could go wrong?
Andon Market, created and managed by an AI system, but staffed by two human employees, opened Friday in San Francisco.
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